research-document

Dimensional Normalization Audit

Research Area: General Research
Status: draft
Version: 0.1
Priority: medium
Updated: 2026-07-22
Source: research/evidence-runs/ECR-000001-multi-layer-procedural-representation/comparison/generated-v3/dimensional-normalization-audit.md

Dimensional Normalization Audit

ECR-000001-P001 structural_layer.entry_conditions

gpt

Status: malformed

claude

raw text: A situation exists that is unresolved and requires explanation
role: unresolved
object: explanation
purpose: unresolved
stage: entry
control_flow: none
matched patterns: role=None; object=explanation; purpose=None; stage=unresolved; control_flow=None
unresolved dimensions: role, purpose, control_flow
raw text: A line of inquiry begins when a situation remains unresolved and the actor must determine what best explains it.
role: explain
object: process
purpose: unresolved
stage: entry
control_flow: branch
matched patterns: role=explain; object=inquiry; purpose=None; stage=unresolved; control_flow=or
unresolved dimensions: purpose
raw text: The nature of 'unresolved' is not specified — could mean factually ambiguous, causally unclear, or practically undetermined. Multiple readings are plausible.
role: explain
object: uncertainty
purpose: unresolved
stage: entry
control_flow: branch
matched patterns: role=causal; object=unresolved; purpose=None; stage=unresolved; control_flow=or
unresolved dimensions: purpose

gemini

raw text: A situation remains unresolved and the actor must determine what best explains it.
role: explain
object: uncertainty
purpose: unresolved
stage: entry
control_flow: branch
matched patterns: role=explain; object=unresolved; purpose=None; stage=unresolved; control_flow=or
unresolved dimensions: purpose
raw text: A line of inquiry begins when a situation remains unresolved and the actor must determine what best explains it.
role: explain
object: process
purpose: unresolved
stage: entry
control_flow: branch
matched patterns: role=explain; object=inquiry; purpose=None; stage=unresolved; control_flow=or
unresolved dimensions: purpose
raw text: None. Directly states the initiating trigger.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow

ECR-000001-P001 structural_layer.exit_conditions

gpt

Status: malformed

claude

raw text: One explanation is supported strongly enough by available information
role: observe
object: explanation
purpose: evidence_support
stage: unclear
control_flow: branch
matched patterns: role=information; object=explanation; purpose=information, support; stage=None; control_flow=or
unresolved dimensions: stage
raw text: The cycle continues until one explanation is supported strongly enough by what is known
role: reassess
object: explanation
purpose: evidence_support
stage: unclear
control_flow: continuation
matched patterns: role=continue; object=explanation; purpose=support; stage=None; control_flow=continues, continue
unresolved dimensions: stage
raw text: Threshold for 'strongly enough' is not defined; subjective or context-dependent.
role: interpret
object: unresolved
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=context; object=None; purpose=end; stage=end; control_flow=or
unresolved dimensions: object
raw text: Further investigation is no longer justified
role: terminate
object: unresolved
purpose: termination
stage: unclear
control_flow: termination
matched patterns: role=no longer justified; object=None; purpose=no longer justified; stage=None; control_flow=no longer justified
unresolved dimensions: object, stage
raw text: or until further investigation is no longer justified
role: terminate
object: unresolved
purpose: termination
stage: unclear
control_flow: termination
matched patterns: role=no longer justified; object=None; purpose=no longer justified; stage=None; control_flow=no longer justified
unresolved dimensions: object, stage
raw text: Reason for non-justification is unspecified — could be resource exhaustion, diminishing returns, external constraint, or irreversibility. These are procedurally distinct but the packet does not distinguish them.
role: compare
object: resource
purpose: disambiguation
stage: unclear
control_flow: branch
matched patterns: role=distinguish; object=resource; purpose=distinguish; stage=None; control_flow=or
unresolved dimensions: stage

gemini

raw text: One explanation is supported strongly enough by what is known.
role: unresolved
object: explanation
purpose: evidence_support
stage: unclear
control_flow: branch
matched patterns: role=None; object=explanation; purpose=support; stage=None; control_flow=or
unresolved dimensions: role, stage
raw text: The cycle continues until one explanation is supported strongly enough by what is known
role: reassess
object: explanation
purpose: evidence_support
stage: unclear
control_flow: continuation
matched patterns: role=continue; object=explanation; purpose=support; stage=None; control_flow=continues, continue
unresolved dimensions: stage
raw text: Ambiguity exists regarding whether 'supported strongly enough' matches an objective benchmark or subjective actor confidence.
role: bound
object: criteria
purpose: confidence_building
stage: unclear
control_flow: branch
matched patterns: role=objective; object=benchmark; purpose=confidence; stage=None; control_flow=or
unresolved dimensions: stage
raw text: Further investigation is no longer justified.
role: terminate
object: unresolved
purpose: termination
stage: unclear
control_flow: termination
matched patterns: role=no longer justified; object=None; purpose=no longer justified; stage=None; control_flow=no longer justified
unresolved dimensions: object, stage
raw text: or until further investigation is no longer justified.
role: terminate
object: unresolved
purpose: termination
stage: unclear
control_flow: termination
matched patterns: role=no longer justified; object=None; purpose=no longer justified; stage=None; control_flow=no longer justified
unresolved dimensions: object, stage
raw text: The criteria for justification are unspecified, leaving it open to interpretation whether this is based on resource constraints, futility, or external factors.
role: evaluate
object: criteria
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=criteria; object=criteria; purpose=None; stage=None; control_flow=or
unresolved dimensions: purpose, stage

ECR-000001-P001 structural_layer.required_steps

gpt

Status: malformed

claude

raw text: Generate a set of competing candidate explanations without prematurely settling on one
role: generate
object: explanation
purpose: exploration
stage: early_reasoning
control_flow: none
matched patterns: role=generate, candidate; object=explanation; purpose=candidate; stage=candidate, generate; control_flow=None
unresolved dimensions: control_flow
raw text: Several possible explanations are put forward without treating any one of them as settled.
role: generate
object: explanation
purpose: exploration
stage: early_reasoning
control_flow: branch
matched patterns: role=possible; object=explanation; purpose=possible; stage=possible; control_flow=or
unresolved dimensions: None
raw text: Whether this step requires a minimum number of candidates or can proceed with two is not specified.
role: generate
object: unresolved
purpose: exploration
stage: early_reasoning
control_flow: branch
matched patterns: role=candidate; object=None; purpose=candidate; stage=candidate; control_flow=or
unresolved dimensions: object
raw text: Gather additional information targeted at discriminating between competing explanations
role: observe
object: information
purpose: evidence_support
stage: evidence_collection
control_flow: branch
matched patterns: role=gather, information; object=information; purpose=information; stage=gather; control_flow=or
unresolved dimensions: None
raw text: Additional information is gathered specifically to help separate the competing explanations.
role: observe
object: information
purpose: disambiguation
stage: evidence_collection
control_flow: branch
matched patterns: role=information, gather; object=information; purpose=separate; stage=gather; control_flow=or
unresolved dimensions: None
raw text: The mechanism or method of gathering is not described; could be observation, querying, experimentation, or other means.
role: observe
object: observation
purpose: unresolved
stage: evidence_collection
control_flow: branch
matched patterns: role=gather; object=observation; purpose=None; stage=gather; control_flow=or
unresolved dimensions: purpose
raw text: Evaluate gathered information against each candidate explanation
role: evaluate
object: explanation
purpose: evidence_support
stage: analysis
control_flow: branch
matched patterns: role=evaluate; object=explanation; purpose=information; stage=evaluate; control_flow=or
unresolved dimensions: None
raw text: That information is then checked against each explanation to see which one fits the observations best.
role: observe
object: explanation
purpose: evidence_support
stage: unclear
control_flow: sequence
matched patterns: role=information; object=explanation; purpose=information; stage=None; control_flow=then
unresolved dimensions: stage
raw text: Whether 'checked against each' means exhaustive pairwise comparison or a best-fit heuristic scan is ambiguous.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, object, purpose, stage
raw text: Assess whether confidence is sufficient to resolve the inquiry
role: evaluate
object: process
purpose: confidence_building
stage: analysis
control_flow: none
matched patterns: role=assess; object=inquiry; purpose=confidence, sufficient; stage=assess; control_flow=None
unresolved dimensions: control_flow
raw text: If confidence remains insufficient, the actor may gather more information or reformulate the explanation set.
role: observe
object: explanation
purpose: confidence_building
stage: evidence_collection
control_flow: branch
matched patterns: role=gather, information; object=explanation; purpose=confidence, sufficient; stage=gather; control_flow=or
unresolved dimensions: None
raw text: This assessment step is implied by the conditional branch but not stated as a discrete step.
role: evaluate
object: unresolved
purpose: unresolved
stage: analysis
control_flow: branch
matched patterns: role=assess; object=None; purpose=None; stage=assess; control_flow=branch
unresolved dimensions: object, purpose

gemini

raw text: Put forward several possible explanations without treating any one as settled.
role: generate
object: explanation
purpose: exploration
stage: early_reasoning
control_flow: branch
matched patterns: role=possible; object=explanation; purpose=possible; stage=possible; control_flow=or
unresolved dimensions: None
raw text: Several possible explanations are put forward without treating any one of them as settled.
role: generate
object: explanation
purpose: exploration
stage: early_reasoning
control_flow: branch
matched patterns: role=possible; object=explanation; purpose=possible; stage=possible; control_flow=or
unresolved dimensions: None
raw text: Gather additional information specifically to help separate the competing explanations.
role: observe
object: information
purpose: disambiguation
stage: evidence_collection
control_flow: branch
matched patterns: role=gather, information; object=information; purpose=separate; stage=gather; control_flow=or
unresolved dimensions: None
raw text: Additional information is gathered specifically to help separate the competing explanations.
role: observe
object: information
purpose: disambiguation
stage: evidence_collection
control_flow: branch
matched patterns: role=information, gather; object=information; purpose=separate; stage=gather; control_flow=or
unresolved dimensions: None
raw text: Check the gathered information against each explanation to evaluate the best fit.
role: evaluate
object: explanation
purpose: evidence_support
stage: analysis
control_flow: branch
matched patterns: role=evaluate; object=explanation; purpose=information; stage=evaluate; control_flow=or
unresolved dimensions: None
raw text: That information is then checked against each explanation to see which one fits the observations best.
role: observe
object: explanation
purpose: evidence_support
stage: unclear
control_flow: sequence
matched patterns: role=information; object=explanation; purpose=information; stage=None; control_flow=then
unresolved dimensions: stage

ECR-000001-P001 structural_layer.optional_steps

gpt

Status: malformed

claude

raw text: Reformulate the set of candidate explanations
role: generate
object: explanation
purpose: exploration
stage: early_reasoning
control_flow: branch
matched patterns: role=candidate, form; object=explanation; purpose=candidate; stage=candidate; control_flow=or
unresolved dimensions: None
raw text: the actor may gather more information or reformulate the explanation set
role: observe
object: explanation
purpose: evidence_support
stage: evidence_collection
control_flow: branch
matched patterns: role=gather, information; object=explanation; purpose=information; stage=gather; control_flow=or
unresolved dimensions: None
raw text: Whether reformulation replaces the prior set, augments it, or prunes it is not specified. These are procedurally distinct operations.
role: generate
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=form; object=None; purpose=None; stage=None; control_flow=or
unresolved dimensions: object, purpose, stage
raw text: Gather additional information in a subsequent iteration
role: observe
object: information
purpose: evidence_support
stage: evidence_collection
control_flow: branch
matched patterns: role=gather, information; object=information; purpose=information; stage=gather; control_flow=or
unresolved dimensions: None
raw text: This is listed alongside reformulation as an 'or' branch — it is unclear whether both may occur simultaneously in one iteration or are mutually exclusive choices.
role: generate
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=form; object=None; purpose=None; stage=None; control_flow=or, branch
unresolved dimensions: object, purpose, stage

gemini

raw text: Gather more information (during loop if confidence is insufficient).
role: observe
object: information
purpose: confidence_building
stage: evidence_collection
control_flow: loop
matched patterns: role=gather, information; object=information; purpose=confidence, sufficient; stage=gather; control_flow=loop
unresolved dimensions: None
raw text: If confidence remains insufficient, the actor may gather more information
role: observe
object: information
purpose: confidence_building
stage: evidence_collection
control_flow: branch
matched patterns: role=gather, information; object=information; purpose=confidence, sufficient; stage=gather; control_flow=or
unresolved dimensions: None
raw text: Ambiguous if this acts as a replacement or supplement to reformulating the explanations.
role: generate
object: explanation
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=form; object=explanation; purpose=None; stage=None; control_flow=or
unresolved dimensions: purpose, stage
raw text: Reformulate the explanation set (during loop if confidence is insufficient).
role: generate
object: explanation
purpose: confidence_building
stage: unclear
control_flow: loop
matched patterns: role=form; object=explanation; purpose=confidence, sufficient; stage=None; control_flow=loop
unresolved dimensions: stage
raw text: or reformulate the explanation set.
role: generate
object: explanation
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=form; object=explanation; purpose=None; stage=None; control_flow=or
unresolved dimensions: purpose, stage
raw text: Ambiguous if this means adding new explanations, modifying existing ones, or discarding non-fitting ones.
role: unresolved
object: explanation
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=explanation; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage

ECR-000001-P001 structural_layer.loops

gpt

Status: malformed

claude

raw text: The generate-gather-evaluate cycle repeats while confidence is insufficient and investigation remains justified
role: evaluate
object: process
purpose: confidence_building
stage: analysis
control_flow: loop
matched patterns: role=evaluate; object=cycle; purpose=confidence, sufficient; stage=evaluate; control_flow=repeat
unresolved dimensions: None
raw text: The cycle continues until one explanation is supported strongly enough by what is known, or until further investigation is no longer justified.
role: terminate
object: explanation
purpose: termination
stage: unclear
control_flow: termination
matched patterns: role=no longer justified; object=explanation; purpose=no longer justified; stage=None; control_flow=no longer justified
unresolved dimensions: stage
raw text: The packet does not specify whether each loop iteration must regenerate all steps or may skip steps. It is also ambiguous whether the loop is strictly sequential or allows partial revisiting.
role: generate
object: unresolved
purpose: unresolved
stage: early_reasoning
control_flow: branch
matched patterns: role=generate; object=None; purpose=None; stage=generate; control_flow=or
unresolved dimensions: object, purpose

gemini

raw text: Cycle of gathering more info/reformulating explanation set and re-checking fit when confidence is insufficient.
role: observe
object: explanation
purpose: confidence_building
stage: evidence_collection
control_flow: branch
matched patterns: role=gather; object=explanation; purpose=confidence, sufficient; stage=gather; control_flow=or
unresolved dimensions: None
raw text: If confidence remains insufficient, the actor may gather more information or reformulate the explanation set. The cycle continues until...
role: observe
object: explanation
purpose: confidence_building
stage: evidence_collection
control_flow: branch
matched patterns: role=gather, information; object=explanation; purpose=confidence, sufficient; stage=gather; control_flow=or
unresolved dimensions: None
raw text: Plausible alternative structures: 1) The loop routes all the way back to evaluating original steps with new data. 2) The loop is an inner routine specifically mutating the explanation set or data pool before re-checking fit.
role: observe
object: alternative
purpose: evidence_support
stage: unclear
control_flow: branch
matched patterns: role=data; object=alternative; purpose=data; stage=None; control_flow=or
unresolved dimensions: stage

ECR-000001-P001 structural_layer.branches

gpt

Status: malformed

claude

raw text: On insufficient confidence: branch to (a) gather more information, or (b) reformulate explanations, or (c) both
role: observe
object: information
purpose: confidence_building
stage: evidence_collection
control_flow: branch
matched patterns: role=gather, information; object=information; purpose=confidence, sufficient; stage=gather; control_flow=or, branch
unresolved dimensions: None
raw text: the actor may gather more information or reformulate the explanation set
role: observe
object: explanation
purpose: evidence_support
stage: evidence_collection
control_flow: branch
matched patterns: role=gather, information; object=explanation; purpose=information; stage=gather; control_flow=or
unresolved dimensions: None
raw text: The 'or' is inclusive or exclusive is unresolved. Three interpretations are plausible: exclusive choice, inclusive choice, or sequenced sub-options.
role: interpret
object: option
purpose: unresolved
stage: entry
control_flow: branch
matched patterns: role=interpret; object=options, option; purpose=None; stage=unresolved; control_flow=or
unresolved dimensions: purpose
raw text: On sufficient confidence or unjustified further investigation: exit the loop
role: unresolved
object: unresolved
purpose: confidence_building
stage: unclear
control_flow: branch
matched patterns: role=None; object=None; purpose=confidence, sufficient; stage=None; control_flow=or
unresolved dimensions: role, object, stage
raw text: The cycle continues until one explanation is supported strongly enough by what is known, or until further investigation is no longer justified.
role: terminate
object: explanation
purpose: termination
stage: unclear
control_flow: termination
matched patterns: role=no longer justified; object=explanation; purpose=no longer justified; stage=None; control_flow=no longer justified
unresolved dimensions: stage
raw text: These are two distinct exit triggers with potentially different procedural meanings (resolved vs. abandoned); the packet does not distinguish the resulting states.
role: compare
object: outcome
purpose: disambiguation
stage: termination
control_flow: none
matched patterns: role=distinguish; object=result; purpose=distinguish; stage=abandon; control_flow=None
unresolved dimensions: control_flow

gemini

raw text: Branch between gathering more information OR reformulating the explanation set.
role: observe
object: explanation
purpose: evidence_support
stage: evidence_collection
control_flow: branch
matched patterns: role=information, gather; object=explanation; purpose=information; stage=gather; control_flow=or, branch
unresolved dimensions: None
raw text: the actor may gather more information or reformulate the explanation set.
role: observe
object: explanation
purpose: evidence_support
stage: evidence_collection
control_flow: branch
matched patterns: role=gather, information; object=explanation; purpose=information; stage=gather; control_flow=or
unresolved dimensions: None
raw text: It is ambiguous whether these are mutually exclusive options or if both can occur simultaneously, given the use of 'or'.
role: unresolved
object: option
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=options, option; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Branch between termination via finding a sufficient explanation OR via investigation no longer being justified.
role: terminate
object: explanation
purpose: confidence_building
stage: unclear
control_flow: branch
matched patterns: role=no longer justified; object=explanation; purpose=sufficient; stage=None; control_flow=or, branch
unresolved dimensions: stage
raw text: until one explanation is supported strongly enough by what is known, or until further investigation is no longer justified.
role: terminate
object: explanation
purpose: termination
stage: unclear
control_flow: termination
matched patterns: role=no longer justified; object=explanation; purpose=no longer justified; stage=None; control_flow=no longer justified
unresolved dimensions: stage

ECR-000001-P001 structural_layer.termination_conditions

gpt

Status: malformed

claude

raw text: Sufficient evidential support for one explanation
role: unresolved
object: evidence
purpose: confidence_building
stage: unclear
control_flow: branch
matched patterns: role=None; object=support; purpose=sufficient; stage=None; control_flow=or
unresolved dimensions: role, stage
raw text: until one explanation is supported strongly enough by what is known
role: unresolved
object: explanation
purpose: evidence_support
stage: unclear
control_flow: branch
matched patterns: role=None; object=explanation; purpose=support; stage=None; control_flow=or
unresolved dimensions: role, stage
raw text: Threshold is unspecified and potentially actor-relative.
role: act
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=act; object=None; purpose=None; stage=None; control_flow=or
unresolved dimensions: object, purpose, stage
raw text: Investigation no longer justified
role: terminate
object: unresolved
purpose: termination
stage: unclear
control_flow: termination
matched patterns: role=no longer justified; object=None; purpose=no longer justified; stage=None; control_flow=no longer justified
unresolved dimensions: object, stage
raw text: until further investigation is no longer justified
role: terminate
object: unresolved
purpose: termination
stage: unclear
control_flow: termination
matched patterns: role=no longer justified; object=None; purpose=no longer justified; stage=None; control_flow=no longer justified
unresolved dimensions: object, stage
raw text: Justification criterion is unspecified.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow

gemini

raw text: One explanation achieves sufficient empirical or evidentiary support.
role: unresolved
object: evidence
purpose: confidence_building
stage: unclear
control_flow: branch
matched patterns: role=None; object=support; purpose=sufficient; stage=None; control_flow=or
unresolved dimensions: role, stage
raw text: until one explanation is supported strongly enough by what is known
role: unresolved
object: explanation
purpose: evidence_support
stage: unclear
control_flow: branch
matched patterns: role=None; object=explanation; purpose=support; stage=None; control_flow=or
unresolved dimensions: role, stage
raw text: Further investigation loses justification.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow
raw text: or until further investigation is no longer justified.
role: terminate
object: unresolved
purpose: termination
stage: unclear
control_flow: termination
matched patterns: role=no longer justified; object=None; purpose=no longer justified; stage=None; control_flow=no longer justified
unresolved dimensions: object, stage

ECR-000001-P001 constraint_layer.invariants

gpt

Status: malformed

claude

raw text: Multiple candidate explanations must be maintained simultaneously; none may be pre-selected as settled during active inquiry
role: generate
object: process
purpose: exploration
stage: early_reasoning
control_flow: none
matched patterns: role=candidate; object=inquiry; purpose=candidate; stage=candidate; control_flow=None
unresolved dimensions: control_flow
raw text: Several possible explanations are put forward without treating any one of them as settled.
role: generate
object: explanation
purpose: exploration
stage: early_reasoning
control_flow: branch
matched patterns: role=possible; object=explanation; purpose=possible; stage=possible; control_flow=or
unresolved dimensions: None
raw text: Whether this constraint applies only at the start or throughout each loop iteration is not stated.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, object, purpose, stage
raw text: Information gathering must be targeted at separating competing explanations, not general
role: observe
object: information
purpose: evidence_support
stage: evidence_collection
control_flow: branch
matched patterns: role=information, gather; object=information; purpose=information; stage=gather; control_flow=or
unresolved dimensions: None
raw text: Additional information is gathered specifically to help separate the competing explanations.
role: observe
object: information
purpose: disambiguation
stage: evidence_collection
control_flow: branch
matched patterns: role=information, gather; object=information; purpose=separate; stage=gather; control_flow=or
unresolved dimensions: None
raw text: Whether incidentally gathered non-discriminatory information may also be used is not addressed.
role: observe
object: information
purpose: evidence_support
stage: evidence_collection
control_flow: branch
matched patterns: role=information, gather; object=information; purpose=information; stage=gather; control_flow=or
unresolved dimensions: None

gemini

raw text: No single explanation is treated as settled prior to evaluation.
role: unresolved
object: explanation
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=explanation; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: without treating any one of them as settled.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow

ECR-000001-P001 constraint_layer.preconditions

gpt

Status: malformed

claude

raw text: Situation must be unresolved at loop entry
role: unresolved
object: uncertainty
purpose: unresolved
stage: entry
control_flow: loop
matched patterns: role=None; object=unresolved; purpose=None; stage=unresolved; control_flow=loop
unresolved dimensions: role, purpose
raw text: A line of inquiry begins when a situation remains unresolved
role: unresolved
object: process
purpose: unresolved
stage: entry
control_flow: none
matched patterns: role=None; object=inquiry; purpose=None; stage=unresolved; control_flow=None
unresolved dimensions: role, purpose, control_flow
raw text: None significant.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow
raw text: At least one (and implicitly more than one) candidate explanation must be available to begin gathering
role: generate
object: explanation
purpose: exploration
stage: early_reasoning
control_flow: branch
matched patterns: role=candidate; object=explanation; purpose=candidate; stage=candidate; control_flow=or
unresolved dimensions: None
raw text: Several possible explanations are put forward
role: generate
object: explanation
purpose: exploration
stage: early_reasoning
control_flow: branch
matched patterns: role=possible; object=explanation; purpose=possible; stage=possible; control_flow=or
unresolved dimensions: None
raw text: Whether the procedure can proceed with a single candidate is not addressed; 'several' implies plurality.
role: generate
object: process
purpose: exploration
stage: early_reasoning
control_flow: none
matched patterns: role=candidate; object=procedure; purpose=candidate; stage=candidate; control_flow=None
unresolved dimensions: control_flow

gemini

raw text: An unresolved situation exists.
role: unresolved
object: uncertainty
purpose: unresolved
stage: entry
control_flow: none
matched patterns: role=None; object=unresolved; purpose=None; stage=unresolved; control_flow=None
unresolved dimensions: role, purpose, control_flow
raw text: when a situation remains unresolved
role: unresolved
object: uncertainty
purpose: unresolved
stage: entry
control_flow: none
matched patterns: role=None; object=unresolved; purpose=None; stage=unresolved; control_flow=None
unresolved dimensions: role, purpose, control_flow
raw text: The actor has a requirement or motivation to explain the situation.
role: explain
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=explain; object=None; purpose=None; stage=None; control_flow=or
unresolved dimensions: object, purpose, stage
raw text: and the actor must determine what best explains it.
role: explain
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=explain; object=None; purpose=None; stage=None; control_flow=or
unresolved dimensions: object, purpose, stage

ECR-000001-P001 constraint_layer.postconditions

gpt

Status: malformed

claude

raw text: On resolved exit: one explanation is selected as sufficiently supported
role: decide
object: explanation
purpose: confidence_building
stage: decision
control_flow: branch
matched patterns: role=select; object=explanation; purpose=sufficient; stage=select; control_flow=or
unresolved dimensions: None
raw text: until one explanation is supported strongly enough by what is known
role: unresolved
object: explanation
purpose: evidence_support
stage: unclear
control_flow: branch
matched patterns: role=None; object=explanation; purpose=support; stage=None; control_flow=or
unresolved dimensions: role, stage
raw text: Whether competing explanations are explicitly rejected or merely deprioritized is not stated.
role: prioritize
object: explanation
purpose: ordering
stage: decision_preparation
control_flow: branch
matched patterns: role=prioritize; object=explanation; purpose=prioritize; stage=prioritize; control_flow=or
unresolved dimensions: None
raw text: On abandoned exit: inquiry terminates without necessarily identifying a best explanation
role: terminate
object: explanation
purpose: termination
stage: entry
control_flow: termination
matched patterns: role=terminate, abandon; object=explanation; purpose=terminate; stage=identify; control_flow=terminate
unresolved dimensions: None
raw text: until further investigation is no longer justified
role: terminate
object: unresolved
purpose: termination
stage: unclear
control_flow: termination
matched patterns: role=no longer justified; object=None; purpose=no longer justified; stage=None; control_flow=no longer justified
unresolved dimensions: object, stage
raw text: The state of the explanation set at abandonment is not described.
role: terminate
object: explanation
purpose: unresolved
stage: termination
control_flow: none
matched patterns: role=abandon; object=explanation; purpose=None; stage=abandon; control_flow=None
unresolved dimensions: purpose, control_flow

gemini

raw text: An explanation is strongly supported by known information OR further investigation is deemed unjustified.
role: observe
object: explanation
purpose: evidence_support
stage: unclear
control_flow: branch
matched patterns: role=information; object=explanation; purpose=information, support; stage=None; control_flow=or
unresolved dimensions: stage
raw text: until one explanation is supported strongly enough by what is known, or until further investigation is no longer justified.
role: terminate
object: explanation
purpose: termination
stage: unclear
control_flow: termination
matched patterns: role=no longer justified; object=explanation; purpose=no longer justified; stage=None; control_flow=no longer justified
unresolved dimensions: stage
raw text: The postcondition contains an 'OR' split, meaning the final state may be resolution or abandonment.
role: interpret
object: unresolved
purpose: unresolved
stage: termination
control_flow: branch
matched patterns: role=meaning; object=None; purpose=None; stage=abandon; control_flow=or
unresolved dimensions: object, purpose

ECR-000001-P001 constraint_layer.stopping_criteria

gpt

Status: malformed

claude

raw text: Confidence in one explanation exceeds threshold
role: unresolved
object: explanation
purpose: confidence_building
stage: unclear
control_flow: none
matched patterns: role=None; object=explanation; purpose=confidence; stage=None; control_flow=None
unresolved dimensions: role, stage, control_flow
raw text: one explanation is supported strongly enough by what is known
role: unresolved
object: explanation
purpose: evidence_support
stage: unclear
control_flow: branch
matched patterns: role=None; object=explanation; purpose=support; stage=None; control_flow=or
unresolved dimensions: role, stage
raw text: Threshold is actor-defined or context-dependent; not formalized.
role: interpret
object: unresolved
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=context; object=None; purpose=end; stage=end; control_flow=or
unresolved dimensions: object
raw text: Further investigation unjustified
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow
raw text: further investigation is no longer justified
role: terminate
object: unresolved
purpose: termination
stage: unclear
control_flow: termination
matched patterns: role=no longer justified; object=None; purpose=no longer justified; stage=None; control_flow=no longer justified
unresolved dimensions: object, stage
raw text: Basis for justification not specified.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, object, purpose, stage

gemini

raw text: Confidence/Support threshold met for a single explanation.
role: unresolved
object: evidence
purpose: confidence_building
stage: unclear
control_flow: branch
matched patterns: role=None; object=support; purpose=confidence; stage=None; control_flow=or
unresolved dimensions: role, stage
raw text: until one explanation is supported strongly enough by what is known
role: unresolved
object: explanation
purpose: evidence_support
stage: unclear
control_flow: branch
matched patterns: role=None; object=explanation; purpose=support; stage=None; control_flow=or
unresolved dimensions: role, stage
raw text: Justification threshold dropped below baseline.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow
raw text: or until further investigation is no longer justified.
role: terminate
object: unresolved
purpose: termination
stage: unclear
control_flow: termination
matched patterns: role=no longer justified; object=None; purpose=no longer justified; stage=None; control_flow=no longer justified
unresolved dimensions: object, stage

ECR-000001-P001 constraint_layer.validity_conditions

gpt

Status: malformed

claude

raw text: The procedure requires that information gathered be checked against all current candidate explanations, not a subset
role: observe
object: information
purpose: evidence_support
stage: early_reasoning
control_flow: branch
matched patterns: role=information, gather; object=information; purpose=information; stage=candidate; control_flow=or
unresolved dimensions: None
raw text: checked against each explanation
role: unresolved
object: explanation
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=explanation; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, purpose, stage, control_flow
raw text: Whether 'each' means exhaustive or representative coverage is ambiguous.
role: communicate
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=present; object=None; purpose=None; stage=None; control_flow=or
unresolved dimensions: object, purpose, stage

gemini

raw text: Gathered information must be capable of separating the competing explanations.
role: observe
object: information
purpose: evidence_support
stage: evidence_collection
control_flow: branch
matched patterns: role=information, gather; object=information; purpose=information; stage=gather; control_flow=or
unresolved dimensions: None
raw text: Additional information is gathered specifically to help separate the competing explanations.
role: observe
object: information
purpose: disambiguation
stage: evidence_collection
control_flow: branch
matched patterns: role=information, gather; object=information; purpose=separate; stage=gather; control_flow=or
unresolved dimensions: None
raw text: If the information gathered fails to provide discriminatory weight, the step's functional intent is invalidated.
role: observe
object: information
purpose: evidence_support
stage: evidence_collection
control_flow: branch
matched patterns: role=information, gather; object=information; purpose=information; stage=gather; control_flow=or
unresolved dimensions: None

ECR-000001-P001 representation_layer.natural_language_summary

gpt

Status: malformed

claude

raw text: The procedure describes an iterative inquiry that begins when a situation cannot be explained by what is already known. The actor first generates multiple candidate explanations without committing to any. Information is then gathered with the specific aim of distinguishing between them. That information is evaluated against each candidate. If confidence in any single explanation is still insufficient, the actor may gather more information, generate new or revised explanations, or both, and repeat. The loop continues until one explanation is adequately supported or further inquiry is no longer warranted.
role: observe
object: explanation
purpose: confidence_building
stage: early_reasoning
control_flow: branch
matched patterns: role=gather, information; object=explanation; purpose=confidence, adequate, sufficient; stage=candidate, generate; control_flow=or
unresolved dimensions: None

gemini

raw text: The procedure describes an investigative cycle that triggers when a situation is unresolved. The actor proposes multiple neutral explanations and gathers targeted information to evaluate which explanation fits best. If the evaluation does not produce sufficient confidence, the actor loops back to either gather more information or adjust the pool of explanations. This process repeats iteratively until an explanation is satisfactorily supported or continuing becomes unjustified.
role: evaluate
object: explanation
purpose: confidence_building
stage: analysis
control_flow: branch
matched patterns: role=evaluate; object=explanation; purpose=confidence, sufficient; stage=evaluate; control_flow=or, either
unresolved dimensions: None

ECR-000001-P001 representation_layer.canonical_summary

gpt

Status: malformed

claude

raw text: Iterative hypothetico-deductive inquiry loop: enter on unresolved situation, generate plural unsettled candidates, repeatedly gather discriminatory evidence and evaluate fit against all candidates, branch on insufficient confidence to regather or reformulate, exit on sufficient support for one explanation or unjustified continuation.
role: evaluate
object: evidence
purpose: confidence_building
stage: analysis
control_flow: branch
matched patterns: role=evaluate; object=evidence, support; purpose=confidence, sufficient; stage=evaluate; control_flow=or, branch
unresolved dimensions: None

gemini

raw text: INITIATE when unresolved situation requires explanation. FORMULATE explanation pool neutrally. GATHER differentiating data. EVALUATE fit. WHILE confidence is insufficient AND investigation is justified, DO: EITHER gather more data OR reformulate explanation pool, THEN re-evaluate. TERMINATE when target confidence is met OR justification expires.
role: terminate
object: data
purpose: confidence_building
stage: analysis
control_flow: branch
matched patterns: role=terminate; object=data; purpose=confidence, sufficient; stage=evaluate; control_flow=or, either
unresolved dimensions: None

ECR-000001-P001 representation_layer.ambiguities

gpt

Status: malformed

claude

raw text: The logical relationship between the two options is unspecified.
role: unresolved
object: option
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=options, option; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, purpose, stage, control_flow
raw text: Exclusive or: actor chooses one
role: decide
object: unresolved
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=choose; object=None; purpose=choose; stage=choose; control_flow=or
unresolved dimensions: object
raw text: Inclusive or: actor may do both in one iteration
role: act
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=act; object=None; purpose=None; stage=None; control_flow=or
unresolved dimensions: object, purpose, stage
raw text: Sequenced: reformulation triggers new gathering in the same iteration
role: observe
object: unresolved
purpose: unresolved
stage: evidence_collection
control_flow: branch
matched patterns: role=gather; object=None; purpose=None; stage=gather; control_flow=or
unresolved dimensions: object, purpose
raw text: Basis for justification is unspecified.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, object, purpose, stage
raw text: Resource or cost constraint
role: allocate
object: resource
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=resource; object=resource; purpose=None; stage=None; control_flow=or
unresolved dimensions: purpose, stage
raw text: Diminishing returns on evidence
role: observe
object: evidence
purpose: evidence_support
stage: unclear
control_flow: none
matched patterns: role=evidence; object=evidence; purpose=evidence; stage=None; control_flow=None
unresolved dimensions: stage, control_flow
raw text: External termination imposed by context
role: interpret
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=context; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: object, purpose, stage, control_flow
raw text: Logical impossibility of further discrimination
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow
raw text: After reformulating the explanation set, the next step is not stated.
role: sequence
object: explanation
purpose: unresolved
stage: unclear
control_flow: sequence
matched patterns: role=after; object=explanation; purpose=None; stage=None; control_flow=after
unresolved dimensions: purpose, stage
raw text: Return to gathering (implies candidates are updated, information gathering continues)
role: observe
object: information
purpose: evidence_support
stage: early_reasoning
control_flow: continuation
matched patterns: role=information, gather; object=information; purpose=information; stage=candidate; control_flow=continues, continue
unresolved dimensions: None
raw text: Return to full loop start (re-evaluate prior evidence against new candidates)
role: evaluate
object: evidence
purpose: evidence_support
stage: analysis
control_flow: loop
matched patterns: role=evaluate; object=evidence; purpose=evidence; stage=evaluate; control_flow=loop
unresolved dimensions: None
raw text: Both equally plausible
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow
raw text: Whether 'best' implies an explicit ranking, scoring, or threshold comparison is not stated.
role: prioritize
object: unresolved
purpose: ordering
stage: decision_preparation
control_flow: branch
matched patterns: role=rank; object=None; purpose=rank; stage=rank; control_flow=or
unresolved dimensions: object
raw text: Ordinal ranking of all candidates
role: prioritize
object: unresolved
purpose: exploration
stage: decision_preparation
control_flow: branch
matched patterns: role=rank; object=None; purpose=candidate; stage=rank; control_flow=or
unresolved dimensions: object
raw text: Binary pass/fail against a threshold
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow
raw text: Comparative pairwise elimination
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow

gemini

raw text: The use of 'or' creates ambiguity on execution constraints.
role: generate
object: uncertainty
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=create; object=ambiguity; purpose=None; stage=None; control_flow=or
unresolved dimensions: purpose, stage
raw text: The actor chooses exactly one of the two paths per loop execution.
role: decide
object: unresolved
purpose: selection
stage: decision
control_flow: loop
matched patterns: role=choose; object=None; purpose=choose; stage=choose; control_flow=loop
unresolved dimensions: object
raw text: The actor may perform both actions within the same loop cycle.
role: act
object: process
purpose: execution
stage: execution
control_flow: loop
matched patterns: role=perform, act; object=cycle; purpose=perform; stage=perform; control_flow=loop
unresolved dimensions: None
raw text: The text jumps from 'If confidence remains insufficient... the cycle continues until...'
role: reassess
object: process
purpose: confidence_building
stage: unclear
control_flow: continuation
matched patterns: role=continue; object=cycle; purpose=confidence, sufficient; stage=None; control_flow=continues, continue
unresolved dimensions: stage
raw text: The step of checking fit happens implicitly inside the cycle right after gathering/reformulating.
role: sequence
object: process
purpose: unresolved
stage: evidence_collection
control_flow: sequence
matched patterns: role=after; object=cycle; purpose=None; stage=gather; control_flow=after
unresolved dimensions: purpose
raw text: The cycle only consists of gathering/reformulating, and the checking step exists outside the loop, implying a jump back up to an earlier sequence step.
role: sequence
object: process
purpose: unresolved
stage: evidence_collection
control_flow: loop
matched patterns: role=sequence; object=cycle; purpose=None; stage=gather; control_flow=loop
unresolved dimensions: purpose

ECR-000001-P001 product_relevance_layer.clarity_relevance_observations

gpt

Status: malformed

claude

raw text: The procedure's emphasis on maintaining multiple unsettled candidates before committing mirrors best practice in structured analytical frameworks where premature closure is a documented failure mode.
role: sequence
object: process
purpose: exploration
stage: decision
control_flow: sequence
matched patterns: role=before; object=procedure; purpose=candidate; stage=commit; control_flow=before
unresolved dimensions: None
raw text: Several possible explanations are put forward without treating any one of them as settled.
role: generate
object: explanation
purpose: exploration
stage: early_reasoning
control_flow: branch
matched patterns: role=possible; object=explanation; purpose=possible; stage=possible; control_flow=or
unresolved dimensions: None
raw text: Relevance to any specific product is inferred; not supported by packet content.
role: unresolved
object: evidence
purpose: evidence_support
stage: unclear
control_flow: branch
matched patterns: role=None; object=support; purpose=support; stage=None; control_flow=or
unresolved dimensions: role, stage
raw text: The iterative gather-evaluate cycle with a confidence-based exit is well-suited to representation as a stateful workflow with explicit state tracking of candidate support levels.
role: evaluate
object: evidence
purpose: confidence_building
stage: analysis
control_flow: branch
matched patterns: role=evaluate; object=support; purpose=confidence; stage=evaluate; control_flow=or
unresolved dimensions: None
raw text: The cycle continues until one explanation is supported strongly enough by what is known
role: reassess
object: explanation
purpose: evidence_support
stage: unclear
control_flow: continuation
matched patterns: role=continue; object=explanation; purpose=support; stage=None; control_flow=continues, continue
unresolved dimensions: stage
raw text: Implementation inference only.
role: act
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=implement; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: object, purpose, stage, control_flow

gemini

raw text: The text maintains a high degree of operational abstraction, making it universally applicable to investigative domains.
role: act
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=act; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: object, purpose, stage, control_flow
raw text: A line of inquiry begins when a situation remains unresolved
role: unresolved
object: process
purpose: unresolved
stage: entry
control_flow: none
matched patterns: role=None; object=inquiry; purpose=None; stage=unresolved; control_flow=None
unresolved dimensions: role, purpose, control_flow
raw text: Extrapolated from the deliberate omission of specific domain terms.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow

ECR-000001-P001 product_relevance_layer.edf_relevance_observations

gpt

Status: malformed

claude

raw text: The procedure is a strong candidate for encoding as a reusable reasoning primitive in an evaluation or decision framework, given its well-defined loop structure and dual exit conditions.
role: generate
object: decision
purpose: exploration
stage: early_reasoning
control_flow: branch
matched patterns: role=candidate; object=decision; purpose=candidate; stage=candidate; control_flow=or
unresolved dimensions: None
raw text: The cycle continues until one explanation is supported strongly enough by what is known, or until further investigation is no longer justified.
role: terminate
object: explanation
purpose: termination
stage: unclear
control_flow: termination
matched patterns: role=no longer justified; object=explanation; purpose=no longer justified; stage=None; control_flow=no longer justified
unresolved dimensions: stage
raw text: Inferred; no explicit EDF reference in packet.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow

gemini

raw text: Preserving the precise exit criteria pairs is critical for downstream logic mappings.
role: evaluate
object: criteria
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=criteria; object=criteria; purpose=None; stage=None; control_flow=or
unresolved dimensions: purpose, stage
raw text: until one explanation is supported strongly enough by what is known, or until further investigation is no longer justified.
role: terminate
object: explanation
purpose: termination
stage: unclear
control_flow: termination
matched patterns: role=no longer justified; object=explanation; purpose=no longer justified; stage=None; control_flow=no longer justified
unresolved dimensions: stage
raw text: Collapsing these into a single 'Done' flag loses the semantic distinction between success and abandonment.
role: terminate
object: unresolved
purpose: unresolved
stage: termination
control_flow: none
matched patterns: role=abandon; object=None; purpose=None; stage=abandon; control_flow=None
unresolved dimensions: object, purpose, control_flow

ECR-000001-P001 product_relevance_layer.research_only_observations

gpt

Status: malformed

claude

raw text: The refinement note (v1.1) indicates the prior calibration run (P001) showed model tendency to collapse ambiguous procedural alternatives into a single reading — this packet is explicitly designed to test preservation of ambiguity under extraction.
role: act
object: alternative
purpose: validation
stage: verification
control_flow: branch
matched patterns: role=act; object=alternatives, alternative; purpose=test; stage=test; control_flow=or
unresolved dimensions: None
raw text: P001 calibration showed models may collapse plausible procedural alternatives; v1.1 asks models to preserve ambiguity and mark evidence support level.
role: observe
object: alternative
purpose: evidence_support
stage: unclear
control_flow: branch
matched patterns: role=evidence; object=alternatives, alternative; purpose=support, evidence; stage=None; control_flow=or
unresolved dimensions: stage
raw text: None — this is a meta-observation about the calibration study itself.
role: unresolved
object: observation
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=observation; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, purpose, stage, control_flow

gemini

raw text: This procedural profile serves as a textbook baseline for testing an agent's capability to handle multi-path looping structures without forcing normalization.
role: unresolved
object: unresolved
purpose: validation
stage: verification
control_flow: branch
matched patterns: role=None; object=None; purpose=test; stage=test; control_flow=or
unresolved dimensions: role, object
raw text: The cycle continues until...
role: reassess
object: process
purpose: unresolved
stage: unclear
control_flow: continuation
matched patterns: role=continue; object=cycle; purpose=None; stage=None; control_flow=continues, continue
unresolved dimensions: purpose, stage
raw text: Relies entirely on the evaluation meta-context of ECR-000001.
role: interpret
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=context; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: object, purpose, stage, control_flow

ECR-000001-P002 structural_layer.entry_conditions

gpt

raw text: A new work cycle is ready to begin.
role: unresolved
object: process
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=cycle; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Define a near-term working target.
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: The existence of a work cycle is implied rather than explicitly stated.
role: unresolved
object: process
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=cycle; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage

claude

raw text: A near-term working target must be defined before the cycle begins
role: sequence
object: process
purpose: unresolved
stage: unclear
control_flow: sequence
matched patterns: role=before; object=cycle; purpose=None; stage=None; control_flow=before
unresolved dimensions: purpose, stage
raw text: Define a near-term working target.
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: The scope or granularity of 'near-term' is unspecified; could range from hours to weeks
role: bound
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=scope; object=None; purpose=None; stage=None; control_flow=or
unresolved dimensions: object, purpose, stage
raw text: Available work must exist and be prioritized prior to commitment
role: decide
object: decision
purpose: ordering
stage: decision
control_flow: branch
matched patterns: role=commit; object=commitment; purpose=prioritize; stage=commit; control_flow=or
unresolved dimensions: None
raw text: Prioritize available work.
role: prioritize
object: work
purpose: ordering
stage: decision_preparation
control_flow: branch
matched patterns: role=prioritize; object=work; purpose=prioritize; stage=prioritize; control_flow=or
unresolved dimensions: None
raw text: Whether prioritization is a precondition to the cycle or the first step within it is ambiguous
role: unresolved
object: process
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=cycle; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage

gemini

raw text: Availability of work items to prioritize.
role: prioritize
object: work
purpose: ordering
stage: decision_preparation
control_flow: branch
matched patterns: role=prioritize; object=work; purpose=prioritize; stage=prioritize; control_flow=or
unresolved dimensions: None
raw text: Prioritize available work.
role: prioritize
object: work
purpose: ordering
stage: decision_preparation
control_flow: branch
matched patterns: role=prioritize; object=work; purpose=prioritize; stage=prioritize; control_flow=or
unresolved dimensions: None
raw text: It is ambiguous whether a pool of work must already exist or if defining the near-term working target creates it.
role: generate
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=create; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: purpose, stage

ECR-000001-P002 structural_layer.exit_conditions

gpt

raw text: The current work cycle has been reflected upon and the next cycle has been reassessed.
role: evaluate
object: process
purpose: learning
stage: analysis
control_flow: branch
matched patterns: role=assess; object=cycle; purpose=reflect; stage=assess; control_flow=or
unresolved dimensions: None
raw text: Reflect on the cycle outcome and reassess the next cycle.
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None
raw text: It is unclear whether reassessment immediately initiates another cycle or simply concludes the current one.
role: decide
object: process
purpose: unresolved
stage: analysis
control_flow: branch
matched patterns: role=conclude; object=cycle; purpose=None; stage=assess; control_flow=or
unresolved dimensions: purpose

claude

raw text: The cycle produces an immediately usable result
role: act
object: outcome
purpose: execution
stage: execution
control_flow: none
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=None
unresolved dimensions: control_flow
raw text: Carry out the work to produce an immediately usable result.
role: act
object: outcome
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=or
unresolved dimensions: None
raw text: 'Immediately usable' is undefined; could mean shippable, demonstrable, or merely functional
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, object, purpose, stage
raw text: Reflection on the cycle outcome is completed
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: none
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=None
unresolved dimensions: control_flow
raw text: Reflect on the cycle outcome and reassess the next cycle.
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None
raw text: Whether reflection is an exit condition or a transition step into the next cycle is unclear
role: reflect
object: process
purpose: learning
stage: reflection
control_flow: branch
matched patterns: role=reflect; object=cycle; purpose=reflect; stage=reflect; control_flow=or
unresolved dimensions: None

gemini

raw text: Production of an immediately usable result and completion of reflection.
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: none
matched patterns: role=reflect; object=usable result, result; purpose=reflect; stage=reflect; control_flow=None
unresolved dimensions: control_flow
raw text: Carry out the work to produce an immediately usable result. Reflect on the cycle outcome and reassess the next cycle.
role: act
object: outcome
purpose: execution
stage: execution
control_flow: continuation
matched patterns: role=produce; object=usable result, outcome, result; purpose=produce; stage=produce; control_flow=reassess
unresolved dimensions: None
raw text: Ambiguous whether 'reassess the next cycle' marks the exit condition of the current cycle or the entry condition of the next.
role: reassess
object: process
purpose: unresolved
stage: analysis
control_flow: branch
matched patterns: role=reassess; object=cycle; purpose=None; stage=assess; control_flow=or
unresolved dimensions: purpose

ECR-000001-P002 structural_layer.required_steps

gpt

raw text: Define a near-term working target.
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Prioritize available work.
role: prioritize
object: work
purpose: ordering
stage: decision_preparation
control_flow: branch
matched patterns: role=prioritize; object=work; purpose=prioritize; stage=prioritize; control_flow=or
unresolved dimensions: None
raw text: The prioritization method is unspecified.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, object, purpose, stage
raw text: Commit to what will be taken into the current work cycle.
role: decide
object: process
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=commit; object=cycle; purpose=commit; stage=commit; control_flow=or
unresolved dimensions: None
raw text: Commitment may refer to selecting work items, making an explicit commitment, or both.
role: decide
object: decision
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=select, commit; object=commitment; purpose=select, commit; stage=select, commit; control_flow=or
unresolved dimensions: None
raw text: Carry out the work to produce an immediately usable result.
role: act
object: outcome
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=or
unresolved dimensions: None
raw text: The nature of the result is unspecified.
role: unresolved
object: outcome
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=result; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, purpose, stage, control_flow
raw text: Reflect on the cycle outcome and reassess the next cycle.
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None
raw text: Reflection and reassessment may be sequential or combined.
role: evaluate
object: unresolved
purpose: learning
stage: analysis
control_flow: branch
matched patterns: role=assess; object=None; purpose=reflect; stage=assess; control_flow=or
unresolved dimensions: object

claude

raw text: Define a near-term working target
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Define a near-term working target.
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Prioritize available work
role: prioritize
object: work
purpose: ordering
stage: decision_preparation
control_flow: branch
matched patterns: role=prioritize; object=work; purpose=prioritize; stage=prioritize; control_flow=or
unresolved dimensions: None
raw text: Prioritize available work.
role: prioritize
object: work
purpose: ordering
stage: decision_preparation
control_flow: branch
matched patterns: role=prioritize; object=work; purpose=prioritize; stage=prioritize; control_flow=or
unresolved dimensions: None
raw text: Prioritization method or criteria are not specified
role: evaluate
object: criteria
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=criteria; object=criteria; purpose=None; stage=None; control_flow=or
unresolved dimensions: purpose, stage
raw text: Commit to work to be taken into the current cycle
role: decide
object: process
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=commit; object=cycle; purpose=commit; stage=commit; control_flow=or
unresolved dimensions: None
raw text: Commit to what will be taken into the current work cycle.
role: decide
object: process
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=commit; object=cycle; purpose=commit; stage=commit; control_flow=or
unresolved dimensions: None
raw text: Whether 'commit' implies a formal agreement or informal selection is unspecified
role: decide
object: decision
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=commit, select; object=selection; purpose=commit, select; stage=commit, select; control_flow=or
unresolved dimensions: None
raw text: Execute the work to produce an immediately usable result
role: act
object: outcome
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=execute, produce; object=usable result, result; purpose=execute, produce; stage=execute, produce; control_flow=or
unresolved dimensions: None
raw text: Carry out the work to produce an immediately usable result.
role: act
object: outcome
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=or
unresolved dimensions: None
raw text: The nature of the work and the definition of 'usable' are unspecified
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Reflect on the cycle outcome and reassess the next cycle
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None
raw text: Reflect on the cycle outcome and reassess the next cycle.
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None
raw text: Whether 'reassess' feeds back into target definition or prioritization is ambiguous
role: reassess
object: unresolved
purpose: unresolved
stage: analysis
control_flow: branch
matched patterns: role=reassess; object=None; purpose=None; stage=assess; control_flow=or
unresolved dimensions: object, purpose

gemini

raw text: Define a near-term working target.
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Prioritize available work.
role: prioritize
object: work
purpose: ordering
stage: decision_preparation
control_flow: branch
matched patterns: role=prioritize; object=work; purpose=prioritize; stage=prioritize; control_flow=or
unresolved dimensions: None
raw text: Commit to what will be taken into the current work cycle.
role: decide
object: process
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=commit; object=cycle; purpose=commit; stage=commit; control_flow=or
unresolved dimensions: None
raw text: Carry out the work to produce an immediately usable result.
role: act
object: outcome
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=or
unresolved dimensions: None
raw text: Reflect on the cycle outcome and reassess the next cycle.
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None

ECR-000001-P002 structural_layer.optional_steps

gpt

claude

gemini

ECR-000001-P002 structural_layer.loops

gpt

raw text: Repeat the cycle after reassessing the next cycle.
role: reassess
object: process
purpose: unresolved
stage: analysis
control_flow: loop
matched patterns: role=repeat, reassess; object=cycle; purpose=None; stage=assess; control_flow=repeat
unresolved dimensions: purpose
raw text: Reflect on the cycle outcome and reassess the next cycle.
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None
raw text: The text implies iteration but does not explicitly state repetition.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow

claude

raw text: The full five-step sequence repeats; each cycle ends with reassessment that initiates the next cycle
role: sequence
object: process
purpose: termination
stage: analysis
control_flow: continuation
matched patterns: role=sequence; object=cycle; purpose=end; stage=assess; control_flow=reassess
unresolved dimensions: None
raw text: Reflect on the cycle outcome and reassess the next cycle.
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None
raw text: The packet does not explicitly state the loop repeats indefinitely; it could describe a single cycle
role: reassess
object: process
purpose: unresolved
stage: unclear
control_flow: loop
matched patterns: role=repeat; object=cycle; purpose=None; stage=None; control_flow=loop, repeat
unresolved dimensions: purpose, stage

gemini

raw text: The cycle repeats sequentially as indicated by 'reassess the next cycle'.
role: reassess
object: process
purpose: unresolved
stage: analysis
control_flow: continuation
matched patterns: role=reassess, repeat; object=cycle; purpose=None; stage=assess; control_flow=reassess
unresolved dimensions: purpose
raw text: Reflect on the cycle outcome and reassess the next cycle.
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None
raw text: The text implies a loop across cycles, but it is ambiguous whether the loop returns to step 1 (Define target) or step 2 (Prioritize available work) for the next iteration.
role: prioritize
object: work
purpose: ordering
stage: decision_preparation
control_flow: branch
matched patterns: role=prioritize; object=work; purpose=prioritize; stage=prioritize; control_flow=or
unresolved dimensions: None

ECR-000001-P002 structural_layer.branches

gpt

raw text: The packet does not specify decision branches beyond selecting work for the current cycle.
role: decide
object: decision
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=select; object=decision; purpose=select; stage=select; control_flow=or, branch
unresolved dimensions: None
raw text: Prioritize available work. Commit to what will be taken into the current work cycle.
role: decide
object: process
purpose: ordering
stage: decision
control_flow: branch
matched patterns: role=commit; object=cycle; purpose=prioritize; stage=commit; control_flow=or
unresolved dimensions: None
raw text: Selection may involve alternative prioritization outcomes, but no branching logic is defined.
role: decide
object: alternative
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=select; object=alternative; purpose=select; stage=select; control_flow=or, branch
unresolved dimensions: None

claude

raw text: Reassessment may alter the target or priority ordering for the next cycle
role: evaluate
object: process
purpose: ordering
stage: analysis
control_flow: branch
matched patterns: role=assess; object=cycle; purpose=order; stage=assess; control_flow=or
unresolved dimensions: None
raw text: Reflect on the cycle outcome and reassess the next cycle.
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None
raw text: The packet does not specify what outcomes of reassessment are possible or how they affect subsequent steps
role: generate
object: outcome
purpose: exploration
stage: early_reasoning
control_flow: branch
matched patterns: role=possible; object=outcome; purpose=possible; stage=possible; control_flow=or
unresolved dimensions: None

gemini

ECR-000001-P002 structural_layer.termination_conditions

gpt

raw text: End after completing reflection and reassessment for the current cycle.
role: sequence
object: process
purpose: termination
stage: termination
control_flow: sequence
matched patterns: role=after; object=cycle; purpose=end; stage=end; control_flow=after
unresolved dimensions: None
raw text: Reflect on the cycle outcome and reassess the next cycle.
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None
raw text: The process may instead continue indefinitely through repeated cycles.
role: reassess
object: process
purpose: unresolved
stage: unclear
control_flow: continuation
matched patterns: role=continue, repeat; object=process, cycle; purpose=None; stage=None; control_flow=continue
unresolved dimensions: purpose, stage

claude

raw text: No explicit termination condition is stated; the loop could be indefinite or externally terminated
role: terminate
object: unresolved
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=terminate; object=None; purpose=terminate; stage=terminate; control_flow=or
unresolved dimensions: object
raw text: The packet describes a repeating cycle with no stated end; termination may be implicit in context not provided
role: interpret
object: process
purpose: termination
stage: termination
control_flow: termination
matched patterns: role=context; object=cycle; purpose=end; stage=end; control_flow=end
unresolved dimensions: None

gemini

ECR-000001-P002 constraint_layer.invariants

gpt

raw text: Work performed within the cycle is committed before execution.
role: sequence
object: process
purpose: execution
stage: decision
control_flow: sequence
matched patterns: role=before; object=cycle; purpose=perform; stage=commit; control_flow=before
unresolved dimensions: None
raw text: Commit to what will be taken into the current work cycle. Carry out the work…
role: decide
object: process
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=commit; object=cycle; purpose=commit; stage=commit; control_flow=or
unresolved dimensions: None
raw text: The form of commitment is unspecified.
role: generate
object: decision
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=form; object=commitment; purpose=commit; stage=commit; control_flow=or
unresolved dimensions: None
raw text: Execution aims to produce an immediately usable result.
role: act
object: outcome
purpose: execution
stage: execution
control_flow: none
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=None
unresolved dimensions: control_flow
raw text: Carry out the work to produce an immediately usable result.
role: act
object: outcome
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=or
unresolved dimensions: None

claude

raw text: Each cycle must produce an immediately usable result
role: act
object: outcome
purpose: execution
stage: execution
control_flow: none
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=None
unresolved dimensions: control_flow
raw text: Carry out the work to produce an immediately usable result.
role: act
object: outcome
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=or
unresolved dimensions: None
raw text: 'Immediately usable' is not defined; its invariance across all cycles is inferred
role: unresolved
object: process
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=cycle; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, purpose, stage, control_flow
raw text: Work committed must come from the prioritized pool of available work
role: decide
object: work
purpose: ordering
stage: decision
control_flow: branch
matched patterns: role=commit; object=work; purpose=prioritize; stage=commit; control_flow=or
unresolved dimensions: None
raw text: Prioritize available work. Commit to what will be taken into the current work cycle.
role: decide
object: process
purpose: ordering
stage: decision
control_flow: branch
matched patterns: role=commit; object=cycle; purpose=prioritize; stage=commit; control_flow=or
unresolved dimensions: None
raw text: Whether ad-hoc additions to the committed set are prohibited is not stated
role: decide
object: unresolved
purpose: selection
stage: decision
control_flow: none
matched patterns: role=commit; object=None; purpose=commit; stage=commit; control_flow=None
unresolved dimensions: object, control_flow

gemini

raw text: The work must target an immediately usable result.
role: unresolved
object: outcome
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=usable result, result; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Carry out the work to produce an immediately usable result.
role: act
object: outcome
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=or
unresolved dimensions: None

ECR-000001-P002 constraint_layer.preconditions

gpt

raw text: Available work exists to prioritize.
role: prioritize
object: work
purpose: ordering
stage: decision_preparation
control_flow: branch
matched patterns: role=prioritize; object=work; purpose=prioritize; stage=prioritize; control_flow=or
unresolved dimensions: None
raw text: Prioritize available work.
role: prioritize
object: work
purpose: ordering
stage: decision_preparation
control_flow: branch
matched patterns: role=prioritize; object=work; purpose=prioritize; stage=prioritize; control_flow=or
unresolved dimensions: None
raw text: The existence of available work is implied.
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage

claude

raw text: Available work must exist before prioritization can occur
role: sequence
object: work
purpose: unresolved
stage: unclear
control_flow: sequence
matched patterns: role=before; object=work; purpose=None; stage=None; control_flow=before
unresolved dimensions: purpose, stage
raw text: Prioritize available work.
role: prioritize
object: work
purpose: ordering
stage: decision_preparation
control_flow: branch
matched patterns: role=prioritize; object=work; purpose=prioritize; stage=prioritize; control_flow=or
unresolved dimensions: None
raw text: The source or composition of available work is not described
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage

gemini

raw text: Work must be available prior to prioritization.
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Prioritize available work.
role: prioritize
object: work
purpose: ordering
stage: decision_preparation
control_flow: branch
matched patterns: role=prioritize; object=work; purpose=prioritize; stage=prioritize; control_flow=or
unresolved dimensions: None

ECR-000001-P002 constraint_layer.postconditions

gpt

raw text: An immediately usable result has been produced.
role: act
object: outcome
purpose: execution
stage: execution
control_flow: none
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=None
unresolved dimensions: control_flow
raw text: Carry out the work to produce an immediately usable result.
role: act
object: outcome
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=or
unresolved dimensions: None
raw text: The outcome has been reflected upon and the next cycle reassessed.
role: evaluate
object: outcome
purpose: learning
stage: analysis
control_flow: continuation
matched patterns: role=assess; object=outcome; purpose=reflect; stage=assess; control_flow=reassess
unresolved dimensions: None
raw text: Reflect on the cycle outcome and reassess the next cycle.
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None

claude

raw text: An immediately usable result exists at cycle end
role: unresolved
object: outcome
purpose: termination
stage: termination
control_flow: termination
matched patterns: role=None; object=usable result, result; purpose=end; stage=end; control_flow=end
unresolved dimensions: role
raw text: Carry out the work to produce an immediately usable result.
role: act
object: outcome
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=or
unresolved dimensions: None
raw text: What constitutes 'usable' is undefined
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow
raw text: The next cycle has been reassessed before the current cycle closes
role: sequence
object: process
purpose: unresolved
stage: analysis
control_flow: sequence
matched patterns: role=before; object=cycle; purpose=None; stage=assess; control_flow=before
unresolved dimensions: purpose
raw text: Reflect on the cycle outcome and reassess the next cycle.
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None
raw text: The depth or formality of reassessment is unspecified
role: evaluate
object: unresolved
purpose: unresolved
stage: analysis
control_flow: branch
matched patterns: role=assess; object=None; purpose=None; stage=assess; control_flow=or
unresolved dimensions: object, purpose

gemini

raw text: An immediately usable result is produced.
role: act
object: outcome
purpose: execution
stage: execution
control_flow: none
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=None
unresolved dimensions: control_flow
raw text: Carry out the work to produce an immediately usable result.
role: act
object: outcome
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=or
unresolved dimensions: None

ECR-000001-P002 constraint_layer.stopping_criteria

gpt

raw text: Completion of the current cycle after reflection and reassessment.
role: sequence
object: process
purpose: learning
stage: analysis
control_flow: sequence
matched patterns: role=after; object=cycle; purpose=reflect; stage=assess; control_flow=after
unresolved dimensions: None
raw text: Reflect on the cycle outcome and reassess the next cycle.
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None
raw text: The procedure may instead continue into another iteration.
role: reassess
object: process
purpose: unresolved
stage: unclear
control_flow: continuation
matched patterns: role=continue; object=procedure; purpose=None; stage=None; control_flow=continue
unresolved dimensions: purpose, stage

claude

raw text: No explicit stopping criterion present in the packet
role: communicate
object: unresolved
purpose: termination
stage: termination
control_flow: termination
matched patterns: role=present; object=None; purpose=stop; stage=stop; control_flow=stop
unresolved dimensions: object
raw text: Termination may be externally imposed or implied by context outside this packet
role: interpret
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=context; object=None; purpose=None; stage=None; control_flow=or
unresolved dimensions: object, purpose, stage

gemini

raw text: Completion of execution and completion of reflection/reassessment.
role: evaluate
object: unresolved
purpose: learning
stage: analysis
control_flow: continuation
matched patterns: role=assess; object=None; purpose=reflect; stage=assess; control_flow=reassess
unresolved dimensions: object
raw text: Reflect on the cycle outcome and reassess the next cycle.
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None

ECR-000001-P002 constraint_layer.validity_conditions

gpt

raw text: The committed work is executed within the current work cycle.
role: decide
object: process
purpose: execution
stage: decision
control_flow: branch
matched patterns: role=commit; object=cycle; purpose=execute; stage=commit; control_flow=or
unresolved dimensions: None
raw text: Commit to what will be taken into the current work cycle. Carry out the work…
role: decide
object: process
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=commit; object=cycle; purpose=commit; stage=commit; control_flow=or
unresolved dimensions: None
raw text: The execution yields an immediately usable result.
role: unresolved
object: outcome
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=usable result, result; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, purpose, stage, control_flow
raw text: Carry out the work to produce an immediately usable result.
role: act
object: outcome
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=or
unresolved dimensions: None

claude

raw text: A cycle is valid only if it produces an immediately usable result
role: act
object: outcome
purpose: execution
stage: execution
control_flow: none
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=None
unresolved dimensions: control_flow
raw text: Carry out the work to produce an immediately usable result.
role: act
object: outcome
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=produce; object=usable result, result; purpose=produce; stage=produce; control_flow=or
unresolved dimensions: None
raw text: Whether a cycle with a partial result is considered valid is not addressed
role: unresolved
object: outcome
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=result; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, purpose, stage, control_flow

gemini

ECR-000001-P002 representation_layer.natural_language_summary

gpt

raw text: The procedure defines a near-term target, prioritizes available work, commits a subset for the current work cycle, performs that work to obtain an immediately usable result, then reflects on the outcome and reassesses the next cycle.
role: observe
object: outcome
purpose: execution
stage: evidence_collection
control_flow: sequence
matched patterns: role=obtain; object=usable result, outcome, result; purpose=perform; stage=obtain; control_flow=then
unresolved dimensions: None

claude

raw text: A repeating work cycle in which a near-term target is first defined, available work is prioritized, a subset of that work is committed to the current cycle, the work is executed until an immediately usable result is produced, and the cycle closes with reflection on the outcome and reassessment of the next cycle. The reassessment step feeds back into the start of the next cycle, creating an iterative loop of indefinite length.
role: decide
object: outcome
purpose: execution
stage: analysis
control_flow: loop
matched patterns: role=commit; object=usable result, outcome, result; purpose=execute, produce; stage=assess; control_flow=loop, repeat
unresolved dimensions: None

gemini

raw text: The procedure details a cyclical workflow consisting of five discrete chronological steps: establishing a near-term objective, prioritizing current work options, committing specific items to the cycle, executing the tasks to achieve a usable output, and concluding with a retrospective assessment to prepare for the subsequent cycle.
role: bound
object: option
purpose: learning
stage: decision_preparation
control_flow: branch
matched patterns: role=objective; object=options, option; purpose=retrospective; stage=prepare; control_flow=or
unresolved dimensions: None

ECR-000001-P002 representation_layer.canonical_summary

gpt

raw text: Define → Prioritize → Commit → Execute → Reflect/Reassess → Possible repeat.
role: decide
object: unresolved
purpose: execution
stage: decision
control_flow: continuation
matched patterns: role=commit; object=None; purpose=execute; stage=commit; control_flow=reassess
unresolved dimensions: object

claude

raw text: DEFINE target → PRIORITIZE work → COMMIT scope → EXECUTE to usable result → REFLECT and REASSESS → repeat
role: decide
object: outcome
purpose: execution
stage: decision
control_flow: continuation
matched patterns: role=commit; object=usable result, result; purpose=execute; stage=commit; control_flow=reassess
unresolved dimensions: None

gemini

raw text: 1. Define target. 2. Prioritize work. 3. Commit to cycle. 4. Execute work. 5. Reflect and reassess.
role: decide
object: process
purpose: execution
stage: decision
control_flow: continuation
matched patterns: role=commit; object=cycle; purpose=execute; stage=commit; control_flow=reassess
unresolved dimensions: None

ECR-000001-P002 representation_layer.ambiguities

gpt

raw text: Whether reassessment automatically begins another cycle is not explicitly stated.
role: evaluate
object: process
purpose: unresolved
stage: analysis
control_flow: continuation
matched patterns: role=assess; object=cycle; purpose=None; stage=assess; control_flow=reassess
unresolved dimensions: purpose
raw text: The procedure repeats indefinitely.
role: reassess
object: process
purpose: unresolved
stage: unclear
control_flow: loop
matched patterns: role=repeat; object=procedure; purpose=None; stage=None; control_flow=repeat
unresolved dimensions: purpose, stage
raw text: The packet describes only one cycle and stops after reassessment.
role: sequence
object: process
purpose: termination
stage: analysis
control_flow: sequence
matched patterns: role=after; object=cycle; purpose=stop; stage=assess; control_flow=after
unresolved dimensions: None
raw text: The nature of commitment is unspecified.
role: decide
object: decision
purpose: selection
stage: decision
control_flow: none
matched patterns: role=commit; object=commitment; purpose=commit; stage=commit; control_flow=None
unresolved dimensions: control_flow
raw text: Selection of work items.
role: decide
object: decision
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=select; object=selection; purpose=select; stage=select; control_flow=or
unresolved dimensions: None
raw text: Formal commitment to execute selected work.
role: act
object: decision
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=execute; object=commitment; purpose=execute; stage=execute; control_flow=or
unresolved dimensions: None
raw text: Both selection and explicit commitment.
role: decide
object: decision
purpose: selection
stage: decision
control_flow: none
matched patterns: role=select, commit; object=commitment, selection; purpose=select, commit; stage=select, commit; control_flow=None
unresolved dimensions: control_flow
raw text: Relationship between reflection and reassessment is unspecified.
role: evaluate
object: unresolved
purpose: learning
stage: analysis
control_flow: continuation
matched patterns: role=assess; object=None; purpose=reflect; stage=assess; control_flow=reassess
unresolved dimensions: object
raw text: Reflection followed by reassessment.
role: evaluate
object: unresolved
purpose: learning
stage: analysis
control_flow: continuation
matched patterns: role=assess; object=None; purpose=reflect; stage=assess; control_flow=reassess
unresolved dimensions: object
raw text: A combined reflective reassessment activity.
role: evaluate
object: work
purpose: learning
stage: analysis
control_flow: continuation
matched patterns: role=assess; object=activity; purpose=reflect; stage=assess; control_flow=reassess
unresolved dimensions: None

claude

raw text: Whether 'Define a near-term working target' and 'Prioritize available work' are strictly sequential or partially concurrent is not specified
role: prioritize
object: work
purpose: ordering
stage: decision_preparation
control_flow: branch
matched patterns: role=prioritize; object=work; purpose=prioritize; stage=prioritize; control_flow=or
unresolved dimensions: None
raw text: Target definition scopes and precedes prioritization
role: bound
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=scope; object=None; purpose=None; stage=None; control_flow=or
unresolved dimensions: object, purpose, stage
raw text: Prioritization and target definition are co-determined in a single planning activity
role: act
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=act; object=activity; purpose=None; stage=None; control_flow=or
unresolved dimensions: purpose, stage
raw text: The packet contains no explicit termination condition for the outer loop
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: loop
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=loop
unresolved dimensions: role, object, purpose, stage
raw text: The cycle repeats indefinitely until externally stopped
role: terminate
object: process
purpose: termination
stage: termination
control_flow: loop
matched patterns: role=stop; object=cycle; purpose=stop; stage=stop; control_flow=repeat
unresolved dimensions: None
raw text: The cycle has an implied termination tied to a larger goal not described in this packet
role: bound
object: process
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=goal; object=cycle; purpose=None; stage=None; control_flow=None
unresolved dimensions: purpose, stage, control_flow
raw text: 'Reflect on the cycle outcome' and 'reassess the next cycle' may be one activity or two distinct activities
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: branch
matched patterns: role=reflect; object=outcome; purpose=reflect; stage=reflect; control_flow=or
unresolved dimensions: None
raw text: A single retrospective activity combining outcome review and next-cycle planning
role: reflect
object: outcome
purpose: learning
stage: reflection
control_flow: none
matched patterns: role=review, retrospective; object=outcome; purpose=review, retrospective; stage=review, retrospective; control_flow=None
unresolved dimensions: control_flow
raw text: Two separate activities: a backward-looking retrospective and a forward-looking planning update
role: reflect
object: unresolved
purpose: disambiguation
stage: reflection
control_flow: branch
matched patterns: role=retrospective; object=None; purpose=separate; stage=retrospective; control_flow=or
unresolved dimensions: object
raw text: Whether reflection and reassessment are the final step of the current cycle or the first step of the next is ambiguous
role: evaluate
object: process
purpose: learning
stage: analysis
control_flow: branch
matched patterns: role=assess; object=cycle; purpose=reflect; stage=assess; control_flow=or
unresolved dimensions: None
raw text: Reflect/reassess closes the current cycle
role: reflect
object: process
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=cycle; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None
raw text: Reflect/reassess opens the next cycle
role: reflect
object: process
purpose: learning
stage: reflection
control_flow: continuation
matched patterns: role=reflect; object=cycle; purpose=reflect; stage=reflect; control_flow=reassess
unresolved dimensions: None

gemini

raw text: Unclear exactly where the loop point lands for the subsequent cycle.
role: act
object: process
purpose: unresolved
stage: unclear
control_flow: loop
matched patterns: role=act; object=cycle; purpose=None; stage=None; control_flow=loop
unresolved dimensions: purpose, stage
raw text: Loop returns to Step 1 to redefine a new near-term working target.
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: loop
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=loop
unresolved dimensions: role, purpose, stage
raw text: Loop returns to Step 2 assuming the overarching target remains stable and only work items change.
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: loop
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=loop
unresolved dimensions: role, purpose, stage
raw text: The exact scope and definition of 'immediately usable' is left abstract.
role: bound
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=scope; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: object, purpose, stage, control_flow
raw text: Production-ready deployment.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow
raw text: Internal functional prototype ready for evaluation.
role: unresolved
object: category
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=type; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage

ECR-000001-P002 product_relevance_layer.clarity_relevance_observations

gpt

raw text: The ordered sequence is explicit and supports procedural extraction.
role: sequence
object: evidence
purpose: evidence_support
stage: decision_preparation
control_flow: sequence
matched patterns: role=sequence; object=support; purpose=support; stage=order; control_flow=ordered
unresolved dimensions: None
raw text: Entire procedural content.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow
raw text: Iteration remains implicit.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow

claude

raw text: The procedure is compact and communicable; each step maps to a single clear imperative, which supports clarity in tooling that must surface or guide iterative work
role: act
object: process
purpose: evidence_support
stage: unclear
control_flow: branch
matched patterns: role=act; object=procedure; purpose=support; stage=None; control_flow=or
unresolved dimensions: stage
raw text: Define a near-term working target. Prioritize available work. Commit to what will be taken into the current work cycle. Carry out the work to produce an immediately usable result. Reflect on the cycle outcome and reassess the next cycle.
role: decide
object: outcome
purpose: execution
stage: decision
control_flow: continuation
matched patterns: role=commit; object=usable result, outcome, result; purpose=produce; stage=commit; control_flow=reassess
unresolved dimensions: None
raw text: Relevance to a specific 'Clarity' product is not inferable from the packet alone
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow

gemini

ECR-000001-P002 product_relevance_layer.edf_relevance_observations

gpt

claude

raw text: The commitment step introduces a formal scope gate between prioritization and execution, which is structurally relevant to any execution-decision framework that models staged commitment
role: bound
object: decision
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=scope; object=decision, commitment; purpose=commit; stage=commit; control_flow=or
unresolved dimensions: None
raw text: Commit to what will be taken into the current work cycle.
role: decide
object: process
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=commit; object=cycle; purpose=commit; stage=commit; control_flow=or
unresolved dimensions: None
raw text: EDF interpretation is speculative without additional product context
role: interpret
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=context, interpret; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: object, purpose, stage, control_flow

gemini

ECR-000001-P002 product_relevance_layer.research_only_observations

gpt

raw text: The packet explicitly instructs preservation of ambiguity and evidence support levels during extraction.
role: observe
object: evidence
purpose: evidence_support
stage: unclear
control_flow: branch
matched patterns: role=evidence; object=evidence, support; purpose=support, evidence; stage=None; control_flow=or
unresolved dimensions: stage
raw text: Prefer reporting multiple plausible interpretations… Record uncertainty explicitly.
role: interpret
object: uncertainty
purpose: communication
stage: unclear
control_flow: branch
matched patterns: role=interpret; object=uncertainty; purpose=report; stage=None; control_flow=or
unresolved dimensions: stage

claude

raw text: The procedure's five-step form with embedded loop is a minimal iterative cycle; its compactness makes it a useful calibration artifact for procedural extraction studies testing loop detection and primitive sequencing
role: generate
object: artifact
purpose: validation
stage: verification
control_flow: loop
matched patterns: role=form; object=artifact; purpose=test; stage=test; control_flow=loop
unresolved dimensions: None
raw text: Research relevance is assessed from the study context, not the packet content
role: interpret
object: unresolved
purpose: unresolved
stage: analysis
control_flow: none
matched patterns: role=context; object=None; purpose=None; stage=assess; control_flow=None
unresolved dimensions: object, purpose, control_flow

gemini

ECR-000001-P003 structural_layer.entry_conditions

gpt

raw text: A set of kinds of work or performance is available for consideration.
role: generate
object: work
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=form; object=work; purpose=perform; stage=perform; control_flow=or
unresolved dimensions: None
raw text: Arrange kinds of work by level of cognitive challenge.
role: unresolved
object: level
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=level; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: The source does not explicitly state the input form or completeness of the set.
role: generate
object: information
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=form; object=input; purpose=None; stage=None; control_flow=or
unresolved dimensions: purpose, stage

claude

raw text: A set of tasks, objectives, or performance items exists and requires ordering or evaluation by cognitive demand.
role: generate
object: task
purpose: execution
stage: decision_preparation
control_flow: branch
matched patterns: role=form; object=tasks, task; purpose=perform; stage=order; control_flow=or
unresolved dimensions: None
raw text: Arrange kinds of work by level of cognitive challenge.
role: unresolved
object: level
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=level; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: The nature of the input items is unspecified. Could be learning objectives, assessment items, job tasks, rubric criteria, or other performative units.
role: evaluate
object: criteria
purpose: execution
stage: analysis
control_flow: branch
matched patterns: role=criteria, assess; object=criteria; purpose=perform; stage=assess; control_flow=or
unresolved dimensions: None

gemini

raw text: Presence of diverse kinds of work requiring classification
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Arrange kinds of work by level of cognitive challenge.
role: unresolved
object: level
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=level; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: It is ambiguous whether the work items must pre-exist or if they are evaluated dynamically.
role: evaluate
object: work
purpose: unresolved
stage: analysis
control_flow: branch
matched patterns: role=evaluate; object=work; purpose=None; stage=evaluate; control_flow=or
unresolved dimensions: purpose

ECR-000001-P003 structural_layer.exit_conditions

gpt

raw text: Distinctions among levels of cognitive challenge have been established and are available for selecting or evaluating an intended challenge level.
role: decide
object: level
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=select; object=level, levels; purpose=select; stage=select; control_flow=or
unresolved dimensions: None
raw text: Use those distinctions when choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: It is not explicit whether both choosing and evaluating must occur or whether either is sufficient.
role: unresolved
object: unresolved
purpose: confidence_building
stage: unclear
control_flow: branch
matched patterns: role=None; object=None; purpose=sufficient; stage=None; control_flow=or, either
unresolved dimensions: role, object, stage

claude

raw text: Items are arranged or labeled according to their assigned cognitive level.
role: allocate
object: level
purpose: coordination
stage: unclear
control_flow: branch
matched patterns: role=assign; object=level; purpose=assign; stage=None; control_flow=or
unresolved dimensions: stage
raw text: Arrange kinds of work by level of cognitive challenge. Use those distinctions when choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: Whether the output is a ranked ordering, a categorized grouping, or an annotated list is not specified.
role: prioritize
object: team
purpose: classification
stage: decision_preparation
control_flow: branch
matched patterns: role=rank; object=group; purpose=categorize, group; stage=rank, order; control_flow=or
unresolved dimensions: None

gemini

raw text: An intended level of challenge has been selected or evaluated using cognitive distinctions.
role: decide
object: level
purpose: selection
stage: analysis
control_flow: branch
matched patterns: role=select; object=level; purpose=select; stage=evaluate; control_flow=or
unresolved dimensions: None
raw text: Use those distinctions when choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: The text implies a conclusion after choice/evaluation, but explicit end states are not defined.
role: sequence
object: conclusion
purpose: termination
stage: termination
control_flow: sequence
matched patterns: role=after; object=conclusion; purpose=end; stage=end; control_flow=after
unresolved dimensions: None

ECR-000001-P003 structural_layer.required_steps

gpt

raw text: Arrange kinds of work by level of cognitive challenge.
role: unresolved
object: level
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=level; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Differentiate simpler forms of performance from more demanding ones.
role: compare
object: unresolved
purpose: disambiguation
stage: analysis
control_flow: branch
matched patterns: role=differentiate; object=None; purpose=differentiate; stage=differentiate; control_flow=or
unresolved dimensions: object
raw text: This may be a distinct step or a decomposition of the arranging activity.
role: act
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=act; object=activity; purpose=None; stage=None; control_flow=or
unresolved dimensions: purpose, stage
raw text: Use the resulting distinctions when choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: Use those distinctions when choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: The procedure may require choosing, evaluating, or both depending on context.
role: interpret
object: process
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=context; object=procedure; purpose=end; stage=end; control_flow=or
unresolved dimensions: None

claude

raw text: Establish or apply a taxonomy of cognitive levels that distinguishes simpler from more demanding performance.
role: classify
object: level
purpose: classification
stage: execution
control_flow: branch
matched patterns: role=taxonomy; object=levels, level; purpose=taxonomy; stage=perform; control_flow=or
unresolved dimensions: None
raw text: Differentiate simpler forms of performance from more demanding ones.
role: compare
object: unresolved
purpose: disambiguation
stage: analysis
control_flow: branch
matched patterns: role=differentiate; object=None; purpose=differentiate; stage=differentiate; control_flow=or
unresolved dimensions: object
raw text: Whether the taxonomy is pre-defined (imported) or constructed during the procedure is not stated.
role: classify
object: process
purpose: classification
stage: unclear
control_flow: branch
matched patterns: role=taxonomy; object=procedure; purpose=taxonomy; stage=None; control_flow=or
unresolved dimensions: stage
raw text: Assign each item or kind of work to a cognitive level within the taxonomy.
role: classify
object: level
purpose: classification
stage: unclear
control_flow: branch
matched patterns: role=taxonomy; object=level; purpose=taxonomy; stage=None; control_flow=or
unresolved dimensions: stage
raw text: Arrange kinds of work by level of cognitive challenge.
role: unresolved
object: level
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=level; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Assignment could be strict (one level per item) or fuzzy (ranges or overlapping levels).
role: allocate
object: level
purpose: coordination
stage: unclear
control_flow: branch
matched patterns: role=assign; object=level, levels; purpose=assign; stage=None; control_flow=or
unresolved dimensions: stage
raw text: Apply the level distinctions to select or evaluate items for an intended challenge target.
role: decide
object: level
purpose: selection
stage: analysis
control_flow: branch
matched patterns: role=select; object=level; purpose=select; stage=evaluate; control_flow=or
unresolved dimensions: None
raw text: Use those distinctions when choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: Whether this is a selection step (choosing new items) or an evaluation step (auditing existing items) or both is ambiguous.
role: decide
object: decision
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=select; object=selection; purpose=select; stage=select; control_flow=or
unresolved dimensions: None

gemini

raw text: Arrange kinds of work by level of cognitive challenge.
role: unresolved
object: level
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=level; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Does 'arrange' mean organizing an existing static list, or establishing a framework/scale for future arrangement?
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Differentiate simpler forms of performance from more demanding ones.
role: compare
object: unresolved
purpose: disambiguation
stage: analysis
control_flow: branch
matched patterns: role=differentiate; object=None; purpose=differentiate; stage=differentiate; control_flow=or
unresolved dimensions: object
raw text: It is unclear if this step is a mechanism for the arrangement in step 1, or a separate parallel action.
role: act
object: unresolved
purpose: disambiguation
stage: unclear
control_flow: branch
matched patterns: role=act; object=None; purpose=separate; stage=None; control_flow=or
unresolved dimensions: object, stage
raw text: Use those distinctions when choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: 'Choosing' and 'evaluating' are presented as two options, creating an execution branch.
role: communicate
object: option
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=present; object=options, option; purpose=None; stage=None; control_flow=branch
unresolved dimensions: purpose, stage

ECR-000001-P003 structural_layer.optional_steps

gpt

claude

raw text: Revise or re-classify items whose assigned level is disputed or borderline.
role: classify
object: level
purpose: classification
stage: decision_preparation
control_flow: branch
matched patterns: role=classify; object=level; purpose=classify; stage=order; control_flow=or
unresolved dimensions: None
raw text: Differentiate simpler forms of performance from more demanding ones.
role: compare
object: unresolved
purpose: disambiguation
stage: analysis
control_flow: branch
matched patterns: role=differentiate; object=None; purpose=differentiate; stage=differentiate; control_flow=or
unresolved dimensions: object
raw text: Revision is a plausible procedural step but is not mentioned.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow

gemini

ECR-000001-P003 structural_layer.loops

gpt

claude

raw text: Iterative re-evaluation of items may occur if initial classification is contested or if the intended challenge target changes.
role: unresolved
object: problem
purpose: termination
stage: entry
control_flow: branch
matched patterns: role=None; object=challenge; purpose=end; stage=initial; control_flow=or
unresolved dimensions: role
raw text: Use those distinctions when choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: No explicit loop is described; iteration is inferred from evaluation language.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: loop
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=loop
unresolved dimensions: role, object, purpose, stage

gemini

ECR-000001-P003 structural_layer.branches

gpt

raw text: Apply the distinctions for choosing an intended level of challenge or for evaluating an intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: Use those distinctions when choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: The conjunction 'or' permits multiple plausible control flows: either activity alone or both in sequence.
role: sequence
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=sequence; object=activity; purpose=None; stage=None; control_flow=or, either
unresolved dimensions: purpose, stage

claude

raw text: Branch A: Use taxonomy to choose new items targeting a desired cognitive level. Branch B: Use taxonomy to audit existing items against a desired cognitive level.
role: decide
object: level
purpose: classification
stage: decision
control_flow: branch
matched patterns: role=choose; object=level; purpose=taxonomy; stage=choose; control_flow=branch
unresolved dimensions: None
raw text: Use those distinctions when choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: 'Choosing' and 'evaluating' may be alternative uses or sequential steps. The packet does not resolve this.
role: unresolved
object: alternative
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=alternative; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage

gemini

raw text: Choose the intended level of challenge OR evaluate the intended level of challenge.
role: decide
object: level
purpose: selection
stage: analysis
control_flow: branch
matched patterns: role=choose; object=level; purpose=choose; stage=evaluate; control_flow=or
unresolved dimensions: None
raw text: choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: The text does not clarify whether choosing and evaluating are mutually exclusive branches, sequential steps, or situational alternatives.
role: unresolved
object: alternative
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=alternatives, alternative; purpose=None; stage=None; control_flow=or, branch
unresolved dimensions: role, purpose, stage

ECR-000001-P003 structural_layer.termination_conditions

gpt

raw text: The distinctions have been applied to the intended level-of-challenge decision or assessment.
role: evaluate
object: decision
purpose: termination
stage: analysis
control_flow: branch
matched patterns: role=assess; object=decision; purpose=end; stage=assess; control_flow=or
unresolved dimensions: None
raw text: Use those distinctions when choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: The stopping point is implied rather than explicitly stated.
role: terminate
object: unresolved
purpose: termination
stage: termination
control_flow: termination
matched patterns: role=stop; object=None; purpose=stop; stage=stop; control_flow=stop
unresolved dimensions: object

claude

raw text: All items have been assigned a cognitive level and the intended challenge target has been chosen or evaluated.
role: evaluate
object: level
purpose: coordination
stage: analysis
control_flow: branch
matched patterns: role=evaluate; object=level; purpose=assign; stage=evaluate; control_flow=or
unresolved dimensions: None
raw text: Use those distinctions when choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: No explicit termination signal is given.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow

gemini

ECR-000001-P003 constraint_layer.invariants

gpt

raw text: Distinctions are based on level of cognitive challenge and on simpler versus more demanding performance.
role: generate
object: level
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=form; object=level; purpose=perform; stage=perform; control_flow=or
unresolved dimensions: None
raw text: Arrange kinds of work by level of cognitive challenge. Differentiate simpler forms of performance from more demanding ones.
role: compare
object: level
purpose: disambiguation
stage: analysis
control_flow: branch
matched patterns: role=differentiate; object=level; purpose=differentiate; stage=differentiate; control_flow=or
unresolved dimensions: None

claude

raw text: The taxonomy must distinguish at least two levels: simpler and more demanding.
role: compare
object: level
purpose: classification
stage: unclear
control_flow: branch
matched patterns: role=distinguish; object=levels, level; purpose=taxonomy; stage=None; control_flow=or
unresolved dimensions: stage
raw text: Differentiate simpler forms of performance from more demanding ones.
role: compare
object: unresolved
purpose: disambiguation
stage: analysis
control_flow: branch
matched patterns: role=differentiate; object=None; purpose=differentiate; stage=differentiate; control_flow=or
unresolved dimensions: object
raw text: The number of levels above two is unconstrained by the packet.
role: unresolved
object: level
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=levels, level; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, purpose, stage, control_flow
raw text: Level distinctions must be consistent across classification and selection/evaluation steps.
role: decide
object: decision
purpose: selection
stage: decision
control_flow: none
matched patterns: role=select; object=selection; purpose=select; stage=select; control_flow=None
unresolved dimensions: control_flow
raw text: Use those distinctions when choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: Consistency is implied by 'those distinctions' referring back to the same differentiation.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow

gemini

ECR-000001-P003 constraint_layer.preconditions

gpt

raw text: Kinds of work are available for comparison.
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Arrange kinds of work…
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: The source does not explicitly state acquisition of the work types.
role: unresolved
object: category
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=types, type; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage

claude

raw text: A set of items representing 'kinds of work' must exist prior to arrangement.
role: communicate
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=present; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: purpose, stage
raw text: Arrange kinds of work by level of cognitive challenge.
role: unresolved
object: level
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=level; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: What constitutes a 'kind of work' is not defined.
role: unresolved
object: work
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=work; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage

gemini

raw text: Distinct kinds of work and forms of performance must exist to be evaluated.
role: evaluate
object: work
purpose: execution
stage: analysis
control_flow: branch
matched patterns: role=evaluate; object=work; purpose=perform; stage=evaluate; control_flow=or
unresolved dimensions: None
raw text: Arrange kinds of work by level of cognitive challenge. Differentiate simpler forms of performance from more demanding ones.
role: compare
object: level
purpose: disambiguation
stage: analysis
control_flow: branch
matched patterns: role=differentiate; object=level; purpose=differentiate; stage=differentiate; control_flow=or
unresolved dimensions: None

ECR-000001-P003 constraint_layer.postconditions

gpt

raw text: Distinctions are available for use in choosing or evaluating challenge level.
role: unresolved
object: level
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=level; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Use those distinctions when choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role

claude

raw text: Items are arranged by cognitive level.
role: unresolved
object: level
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=level; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, purpose, stage, control_flow
raw text: Arrange kinds of work by level of cognitive challenge.
role: unresolved
object: level
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=level; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Whether arrangement produces a strict ordering or a grouped categorization is unspecified.
role: classify
object: team
purpose: classification
stage: decision_preparation
control_flow: branch
matched patterns: role=group; object=group; purpose=group; stage=order; control_flow=or
unresolved dimensions: None
raw text: A challenge target has been chosen or an existing set has been evaluated against one.
role: evaluate
object: problem
purpose: unresolved
stage: analysis
control_flow: branch
matched patterns: role=evaluate; object=challenge; purpose=None; stage=evaluate; control_flow=or
unresolved dimensions: purpose
raw text: Use those distinctions when choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: Both choosing and evaluating may be postconditions, or only one applies depending on branch taken.
role: unresolved
object: unresolved
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=None; purpose=end; stage=end; control_flow=or, branch
unresolved dimensions: role, object

gemini

raw text: The intended level of challenge is either chosen or evaluated.
role: evaluate
object: level
purpose: termination
stage: analysis
control_flow: branch
matched patterns: role=evaluate; object=level; purpose=end; stage=evaluate; control_flow=or, either
unresolved dimensions: None
raw text: choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role

ECR-000001-P003 constraint_layer.stopping_criteria

gpt

raw text: The distinctions have been used for the intended selection or evaluation activity.
role: decide
object: decision
purpose: selection
stage: decision
control_flow: branch
matched patterns: role=select; object=selection; purpose=select; stage=select; control_flow=or
unresolved dimensions: None
raw text: Use those distinctions…
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow
raw text: No explicit completion criterion is provided.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow

claude

raw text: All relevant items classified and the target challenge level acted upon.
role: act
object: level
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=act; object=level; purpose=None; stage=None; control_flow=None
unresolved dimensions: purpose, stage, control_flow
raw text: Use those distinctions when choosing or evaluating the intended level of challenge.
role: unresolved
object: level
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=level; purpose=end; stage=end; control_flow=or
unresolved dimensions: role
raw text: No explicit stopping signal; inferred from completion of stated steps.
role: terminate
object: unresolved
purpose: termination
stage: termination
control_flow: termination
matched patterns: role=stop; object=None; purpose=stop; stage=stop; control_flow=stop
unresolved dimensions: object

gemini

ECR-000001-P003 constraint_layer.validity_conditions

gpt

raw text: The arrangement and distinctions remain aligned with relative cognitive challenge.
role: coordinate
object: problem
purpose: coordination
stage: unclear
control_flow: none
matched patterns: role=align; object=challenge; purpose=align; stage=None; control_flow=None
unresolved dimensions: stage, control_flow
raw text: Arrange kinds of work by level of cognitive challenge.
role: unresolved
object: level
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=level; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: No validation procedure is specified.
role: unresolved
object: process
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=procedure; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, purpose, stage, control_flow

claude

raw text: The taxonomy used must produce a meaningful gradient from simpler to more demanding.
role: classify
object: unresolved
purpose: classification
stage: execution
control_flow: branch
matched patterns: role=taxonomy; object=None; purpose=taxonomy; stage=produce; control_flow=or
unresolved dimensions: object
raw text: Differentiate simpler forms of performance from more demanding ones.
role: compare
object: unresolved
purpose: disambiguation
stage: analysis
control_flow: branch
matched patterns: role=differentiate; object=None; purpose=differentiate; stage=differentiate; control_flow=or
unresolved dimensions: object
raw text: Validity criteria for the taxonomy itself are not specified.
role: evaluate
object: criteria
purpose: classification
stage: unclear
control_flow: branch
matched patterns: role=criteria; object=criteria; purpose=taxonomy; stage=None; control_flow=or
unresolved dimensions: stage

gemini

ECR-000001-P003 representation_layer.natural_language_summary

gpt

raw text: Arrange work according to cognitive challenge, distinguish simpler from more demanding performance, and use those distinctions when selecting or assessing the intended challenge level.
role: compare
object: level
purpose: disambiguation
stage: analysis
control_flow: branch
matched patterns: role=distinguish; object=level; purpose=distinguish; stage=assess; control_flow=or
unresolved dimensions: None

claude

raw text: The procedure involves classifying items representing kinds of work according to a cognitive demand taxonomy that distinguishes simpler from more demanding performance. Items are then arranged by level. The resulting level distinctions are applied either to select new items at a desired challenge level or to evaluate whether existing items meet an intended challenge target.
role: decide
object: level
purpose: classification
stage: analysis
control_flow: branch
matched patterns: role=select; object=level; purpose=taxonomy, classify; stage=evaluate; control_flow=or, either
unresolved dimensions: None

gemini

raw text: The procedure requires arranging work by cognitive challenge levels and distinguishing simple from demanding performances. These created distinctions are then utilized to either choose or evaluate an intended level of challenge.
role: decide
object: level
purpose: selection
stage: analysis
control_flow: branch
matched patterns: role=choose; object=level, levels; purpose=choose; stage=evaluate; control_flow=or, either
unresolved dimensions: None

ECR-000001-P003 representation_layer.canonical_summary

gpt

raw text: Classify by cognitive challenge, differentiate performance levels, then apply the distinctions during challenge-level decisions.
role: compare
object: level
purpose: classification
stage: analysis
control_flow: sequence
matched patterns: role=differentiate; object=level, levels; purpose=classify; stage=differentiate; control_flow=then
unresolved dimensions: None

claude

raw text: Cognitive classification and level-based selection or audit of performative items using a demand taxonomy.
role: classify
object: decision
purpose: classification
stage: decision
control_flow: branch
matched patterns: role=taxonomy; object=selection; purpose=taxonomy; stage=select; control_flow=or
unresolved dimensions: None

gemini

raw text: 1. Arrange work by cognitive challenge. 2. Differentiate performance demands. 3. Use distinctions to choose or evaluate challenge levels.
role: decide
object: level
purpose: disambiguation
stage: analysis
control_flow: branch
matched patterns: role=choose; object=levels, level; purpose=differentiate; stage=evaluate, differentiate; control_flow=or
unresolved dimensions: None

ECR-000001-P003 representation_layer.ambiguities

gpt

raw text: The text does not specify whether these are independent sequential steps or whether differentiation is the mechanism of arrangement.
role: unresolved
object: unresolved
purpose: termination
stage: termination
control_flow: branch
matched patterns: role=None; object=None; purpose=end; stage=end; control_flow=or
unresolved dimensions: role, object
raw text: Separate sequential operations
role: unresolved
object: unresolved
purpose: disambiguation
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=separate; stage=None; control_flow=None
unresolved dimensions: role, object, stage, control_flow
raw text: Differentiation is part of the arranging process
role: unresolved
object: process
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=process; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, purpose, stage, control_flow
raw text: The wording permits choosing, evaluating, or potentially both.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, object, purpose, stage
raw text: Choose only
role: decide
object: unresolved
purpose: selection
stage: decision
control_flow: none
matched patterns: role=choose; object=None; purpose=choose; stage=choose; control_flow=None
unresolved dimensions: object, control_flow
raw text: Evaluate only
role: evaluate
object: unresolved
purpose: unresolved
stage: analysis
control_flow: none
matched patterns: role=evaluate; object=None; purpose=None; stage=evaluate; control_flow=None
unresolved dimensions: object, purpose, control_flow
raw text: Choose and evaluate
role: decide
object: unresolved
purpose: selection
stage: analysis
control_flow: none
matched patterns: role=choose; object=None; purpose=choose; stage=evaluate; control_flow=None
unresolved dimensions: object, control_flow

claude

raw text: 'Kinds of work' is unspecified. Could be learning objectives, tasks, assessment items, rubric criteria, or other units.
role: evaluate
object: criteria
purpose: learning
stage: analysis
control_flow: branch
matched patterns: role=criteria, assess; object=criteria; purpose=learn; stage=assess; control_flow=or
unresolved dimensions: None
raw text: Educational learning objectives
role: bound
object: unresolved
purpose: learning
stage: unclear
control_flow: none
matched patterns: role=objective; object=None; purpose=learn; stage=None; control_flow=None
unresolved dimensions: object, stage, control_flow
raw text: Assessment or test items
role: evaluate
object: unresolved
purpose: validation
stage: verification
control_flow: branch
matched patterns: role=assess; object=None; purpose=test; stage=test; control_flow=or
unresolved dimensions: object
raw text: Job or task descriptions
role: unresolved
object: task
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=task; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: Rubric performance criteria
role: evaluate
object: criteria
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=criteria; object=criteria; purpose=perform; stage=perform; control_flow=or
unresolved dimensions: None
raw text: The packet uses both 'choosing' and 'evaluating' without clarifying whether these are alternatives or sequential.
role: unresolved
object: alternative
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=alternatives, alternative; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: They are mutually exclusive branches (design mode vs. audit mode)
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=branch
unresolved dimensions: role, object, purpose, stage
raw text: They are sequential (choose then evaluate)
role: decide
object: unresolved
purpose: selection
stage: analysis
control_flow: sequence
matched patterns: role=choose; object=None; purpose=choose; stage=evaluate; control_flow=then
unresolved dimensions: object
raw text: They are synonymous in this context
role: interpret
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=context; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: object, purpose, stage, control_flow
raw text: The taxonomy is referenced but not defined. Number of levels, labels, and granularity are all unspecified.
role: classify
object: level
purpose: classification
stage: unclear
control_flow: none
matched patterns: role=taxonomy; object=levels, level; purpose=taxonomy; stage=None; control_flow=None
unresolved dimensions: stage, control_flow
raw text: A recognized multi-level cognitive taxonomy is imported (e.g., six levels)
role: identify
object: level
purpose: classification
stage: entry
control_flow: branch
matched patterns: role=recognized; object=level, levels; purpose=taxonomy; stage=recognized; control_flow=or
unresolved dimensions: None
raw text: A bespoke two-level simpler/demanding binary is used
role: unresolved
object: level
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=level; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, purpose, stage, control_flow
raw text: A continuum rather than discrete levels is used
role: unresolved
object: level
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=levels, level; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, purpose, stage, control_flow

gemini

raw text: The disjunction 'choosing or evaluating' creates two different functional outcomes.
role: generate
object: outcome
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=create; object=outcome; purpose=None; stage=None; control_flow=or
unresolved dimensions: purpose, stage
raw text: The user performs a selection task (choosing).
role: decide
object: decision
purpose: execution
stage: decision
control_flow: branch
matched patterns: role=select; object=selection; purpose=perform; stage=select; control_flow=or
unresolved dimensions: None
raw text: The user performs an assessment task (evaluating).
role: evaluate
object: task
purpose: execution
stage: analysis
control_flow: branch
matched patterns: role=assess; object=task; purpose=perform; stage=assess; control_flow=or
unresolved dimensions: None
raw text: The user performs both tasks sequentially.
role: generate
object: task
purpose: execution
stage: execution
control_flow: branch
matched patterns: role=form; object=tasks, task; purpose=perform; stage=perform; control_flow=or
unresolved dimensions: None

ECR-000001-P003 product_relevance_layer.clarity_relevance_observations

gpt

raw text: The procedure depends on distinctions among cognitive challenge levels being understandable enough to apply.
role: interpret
object: level
purpose: termination
stage: termination
control_flow: termination
matched patterns: role=understand; object=levels, level; purpose=end; stage=end; control_flow=end
unresolved dimensions: None
raw text: Use those distinctions…
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow

claude

raw text: This procedure could inform how clarity products sequence or tier instructional or evaluative content by cognitive demand.
role: communicate
object: process
purpose: communication
stage: unclear
control_flow: branch
matched patterns: role=inform; object=procedure; purpose=inform; stage=None; control_flow=or
unresolved dimensions: stage
raw text: Arrange kinds of work by level of cognitive challenge.
role: unresolved
object: level
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=level; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage
raw text: No explicit product context is given.
role: interpret
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=context; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: object, purpose, stage, control_flow

gemini

ECR-000001-P003 product_relevance_layer.edf_relevance_observations

gpt

claude

raw text: A cognitive demand taxonomy could serve as a structural layer in an evaluation or differentiation framework, providing a principled basis for level assignment.
role: classify
object: level
purpose: classification
stage: unclear
control_flow: branch
matched patterns: role=taxonomy; object=level; purpose=taxonomy; stage=None; control_flow=or
unresolved dimensions: stage
raw text: Differentiate simpler forms of performance from more demanding ones.
role: compare
object: unresolved
purpose: disambiguation
stage: analysis
control_flow: branch
matched patterns: role=differentiate; object=None; purpose=differentiate; stage=differentiate; control_flow=or
unresolved dimensions: object
raw text: EDF context is not stated in the packet.
role: interpret
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=context; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: object, purpose, stage, control_flow

gemini

ECR-000001-P003 product_relevance_layer.research_only_observations

gpt

raw text: The packet emphasizes procedural extraction while preserving ambiguity rather than normalizing to a single decomposition.
role: act
object: uncertainty
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=act; object=ambiguity; purpose=None; stage=None; control_flow=or
unresolved dimensions: purpose, stage
raw text: Prefer reporting multiple plausible interpretations over collapsing them into a single interpretation when the packet supports more than one reading.
role: interpret
object: evidence
purpose: communication
stage: unclear
control_flow: branch
matched patterns: role=interpret; object=support; purpose=report; stage=None; control_flow=or
unresolved dimensions: stage
raw text: This observation concerns extraction instructions rather than the blinded procedural content.
role: act
object: observation
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=act; object=observation; purpose=None; stage=None; control_flow=None
unresolved dimensions: purpose, stage, control_flow

claude

raw text: The procedure's reliance on an unstated taxonomy introduces a significant degree of interpretive freedom that may require empirical validation of level assignments.
role: classify
object: level
purpose: classification
stage: unclear
control_flow: none
matched patterns: role=taxonomy; object=level; purpose=taxonomy; stage=None; control_flow=None
unresolved dimensions: stage, control_flow
raw text: Differentiate simpler forms of performance from more demanding ones.
role: compare
object: unresolved
purpose: disambiguation
stage: analysis
control_flow: branch
matched patterns: role=differentiate; object=None; purpose=differentiate; stage=differentiate; control_flow=or
unresolved dimensions: object
raw text: Research implications are inferred, not stated.
role: unresolved
object: unresolved
purpose: unresolved
stage: unclear
control_flow: none
matched patterns: role=None; object=None; purpose=None; stage=None; control_flow=None
unresolved dimensions: role, object, purpose, stage, control_flow

gemini

raw text: Content matches foundational concepts of educational taxonomy design.
role: classify
object: unresolved
purpose: classification
stage: unclear
control_flow: none
matched patterns: role=taxonomy; object=None; purpose=taxonomy; stage=None; control_flow=None
unresolved dimensions: object, stage, control_flow
raw text: Arrange kinds of work by level of cognitive challenge.
role: unresolved
object: level
purpose: unresolved
stage: unclear
control_flow: branch
matched patterns: role=None; object=level; purpose=None; stage=None; control_flow=or
unresolved dimensions: role, purpose, stage