research-document
FE-012C Appendix Raw Results
FE-012C Appendix Raw Results
FE-012C-P001
GPT
{
"packet_id": "FE-012C-P001",
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"recognized_artifact": "Scientific Method",
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"Bound",
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"Reassess",
"Decide"
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{
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{
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{
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{
"from": "Evaluate",
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{
"from": "Reassess",
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{
"from": "Reassess",
"to": "Generate"
},
{
"from": "Evaluate",
"to": "Decide"
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"entry_primitive": "Bound",
"exit_primitive": "Decide",
"loops": [
"Observe -> Evaluate -> Reassess -> Observe",
"Generate -> Observe -> Evaluate -> Reassess -> Generate"
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"branches": [
"After Evaluate, the process can either proceed to Decide or return through Reassess for additional observation or new explanations."
],
"dominant_primitive": "Evaluate",
"reasoning_shape": "Cyclic",
"candidate_missing_primitives": [],
"ambiguities": [
"The opening unresolved question could be read as Bound or Observe; Bound was used because the step establishes the inquiry target.",
"The terminal condition could be represented as Verify instead of Decide because support by evidence is emphasized."
],
"confidence": {
"primitive_sequence": "High",
"transitions": "High",
"loops": "High",
"overall": "High"
},
"notes": "Recognized artifact recorded per instructions. The extraction emphasizes the repeated evidence-gathering and reassessment cycle."
}
CLAUDE
{
"packet_id": "FE-012C-P001",
"blinded_artifact_id": "BA-001",
"recognized_artifact": "The Scientific Method (hypothetico-deductive reasoning)",
"primitive_sequence": ["Bound", "Generate", "Observe", "Evaluate", "Decide"],
"transitions": [
{"from": "Bound", "to": "Generate"},
{"from": "Generate", "to": "Observe"},
{"from": "Observe", "to": "Evaluate"},
{"from": "Evaluate", "to": "Decide"},
{"from": "Evaluate", "to": "Observe"},
{"from": "Evaluate", "to": "Generate"}
],
"entry_primitive": "Bound",
"exit_primitive": "Decide",
"loops": [
"Evaluate → Observe → Evaluate (gather more information when confidence is insufficient)",
"Evaluate → Generate → Observe → Evaluate (develop alternative explanations when current candidates are inadequate)"
],
"branches": [
"At Evaluate: if evidence is sufficient → Decide; if insufficient → Observe or Generate"
],
"dominant_primitive": "Evaluate",
"reasoning_shape": "Cyclic",
"candidate_missing_primitives": [],
"ambiguities": [
"Exit condition is ambiguous: the process ends either when one explanation is sufficiently supported or when additional investigation is no longer justified — these are distinct termination criteria that may resolve differently"
],
"confidence": {
"primitive_sequence": "High",
"transitions": "High",
"loops": "High",
"overall": "High"
},
"notes": "Recognized as the Scientific Method. The core structure is Generate (hypothesize) → Observe (experiment) → Evaluate (test against observations), looping until a stopping criterion is met. Two distinct loop paths are described: gathering more information and developing alternative explanations."
}
GEMINI
{
"packet_id": "FE-012C-P001",
"blinded_artifact_id": "BA-001",
"recognized_artifact": "Scientific Method",
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"Bound",
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"Verify",
"Decide"
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{
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{
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{
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{
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{
"from": "Verify",
"to": "Decide"
},
{
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{
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],
"entry_primitive": "Bound",
"exit_primitive": "Decide",
"loops": [
{
"loop_nodes": [
"Observe",
"Evaluate",
"Verify"
],
"condition": "confidence is insufficient"
},
{
"loop_nodes": [
"Generate",
"Observe",
"Evaluate",
"Verify"
],
"condition": "confidence is insufficient"
}
],
"branches": [
{
"branch_condition": "confidence is insufficient",
"branches": [
{
"target": "Observe",
"condition": "gather additional information"
},
{
"target": "Generate",
"condition": "develop alternative explanations"
}
]
}
],
"dominant_primitive": "Evaluate",
"reasoning_shape": "Cyclic",
"candidate_missing_primitives": [],
"ambiguities": [
"The transition back to gathering info or proposing explanations when confidence is insufficient introduces conditional loops."
],
"confidence": {
"primitive_sequence": "High",
"transitions": "High",
"loops": "High",
"overall": "High"
},
"notes": "Corresponds to the classical Scientific Method framework."
}
FE-012C-P002
GPT
{
"packet_id": "FE-012C-P002",
"blinded_artifact_id": "BA-002",
"recognized_artifact": "Decision Matrix",
"primitive_sequence": [
"Bound",
"Generate",
"Compare",
"Evaluate",
"Decide",
"Communicate"
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"transitions": [
{
"from": "Bound",
"to": "Generate"
},
{
"from": "Generate",
"to": "Compare"
},
{
"from": "Compare",
"to": "Evaluate"
},
{
"from": "Evaluate",
"to": "Decide"
},
{
"from": "Decide",
"to": "Communicate"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Communicate",
"loops": [],
"branches": [],
"dominant_primitive": "Compare",
"candidate_missing_primitives": [],
"ambiguities": [
"Listing available alternatives could be treated as Observe instead of Generate if the alternatives are assumed to preexist.",
"Recording the rationale is represented as Communicate because the schema does not provide a documentation-specific primitive."
],
"notes": "The process is primarily comparative and evaluative, ending with a selected alternative and an explicit rationale."
}
CLAUDE
{
"packet_id": "FE-012C-P002",
"blinded_artifact_id": "BA-002",
"recognized_artifact": "Decision Matrix (weighted scoring model / evaluation matrix)",
"primitive_sequence": ["Bound", "Generate", "Compare", "Evaluate", "Decide", "Communicate"],
"transitions": [
{"from": "Bound", "to": "Generate"},
{"from": "Generate", "to": "Compare"},
{"from": "Compare", "to": "Evaluate"},
{"from": "Evaluate", "to": "Decide"},
{"from": "Decide", "to": "Communicate"}
],
"entry_primitive": "Bound",
"exit_primitive": "Communicate",
"loops": [],
"branches": [],
"dominant_primitive": "Compare",
"candidate_missing_primitives": [],
"ambiguities": [
"The instruction to 'record the rationale' at the end could map to Communicate or could be considered part of Decide; the boundary between these two primitives is unclear in this context"
],
"notes": "Recognized as a Decision Matrix or weighted evaluation matrix. The structure is strictly linear with no loops or branches. Compare and Evaluate are closely coupled; they may represent a single compound operation in some interpretations."
}
GEMINI
{
"packet_id": "FE-012C-P002",
"blinded_artifact_id": "BA-002",
"recognized_artifact": "Decision Matrix",
"primitive_sequence": [
"Bound",
"Generate",
"Compare",
"Evaluate",
"Decide",
"Communicate"
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"transitions": [
{
"from": "Bound",
"to": "Generate"
},
{
"from": "Generate",
"to": "Compare"
},
{
"from": "Compare",
"to": "Evaluate"
},
{
"from": "Evaluate",
"to": "Decide"
},
{
"from": "Decide",
"to": "Communicate"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Communicate",
"loops": [],
"branches": [],
"dominant_primitive": "Compare",
"candidate_missing_primitives": [],
"ambiguities": [
"'Record the rationale' is mapped to 'Communicate' as a means of transmitting decisions, but could be interpreted as 'Explain' or 'Reflect'."
],
"notes": "Corresponds to the Decision Matrix/Grid analysis."
}
FE-012C-P003
GPT
{
"packet_id": "FE-012C-P003",
"blinded_artifact_id": "BA-003",
"recognized_artifact": "Cynefin Framework",
"primitive_sequence": [
"Observe",
"Classify",
"Interpret",
"Decide",
"Reassess"
],
"transitions": [
{
"from": "Observe",
"to": "Classify"
},
{
"from": "Classify",
"to": "Interpret"
},
{
"from": "Interpret",
"to": "Decide"
},
{
"from": "Decide",
"to": "Reassess"
},
{
"from": "Reassess",
"to": "Observe"
}
],
"entry_primitive": "Observe",
"exit_primitive": "Reassess",
"loops": [
"Observe -> Classify -> Interpret -> Decide -> Reassess -> Observe"
],
"branches": [],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [
"The placement into condition types could imply multiple downstream response paths, but those paths are not specified in the packet."
],
"notes": "The extraction centers on situational classification followed by a conditional revisit when the classification no longer fits."
}
CLAUDE
{
"packet_id": "FE-012C-P003",
"blinded_artifact_id": "BA-003",
"recognized_artifact": "Cynefin Framework",
"primitive_sequence": ["Observe", "Classify", "Interpret", "Decide", "Reassess"],
"transitions": [
{"from": "Observe", "to": "Classify"},
{"from": "Classify", "to": "Interpret"},
{"from": "Interpret", "to": "Decide"},
{"from": "Decide", "to": "Reassess"},
{"from": "Reassess", "to": "Observe"}
],
"entry_primitive": "Observe",
"exit_primitive": "Reassess",
"loops": [
"Reassess → Observe → Classify → Interpret → Decide → Reassess (when condition shifts or initial placement no longer fits)"
],
"branches": [
"At Reassess: if condition is stable → process terminates; if condition shifts → return to Observe"
],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [
"The exit condition is not defined; the process may loop indefinitely or terminate implicitly when conditions stabilize",
"Reassess is described conditionally — it is unclear whether Reassess always occurs or only when a shift is detected"
],
"notes": "Recognized as the Cynefin Framework. The core operation is classifying the situation into a domain type, which determines the response logic. The loop is conditional on condition change."
}
GEMINI
{
"packet_id": "FE-012C-P003",
"blinded_artifact_id": "BA-003",
"recognized_artifact": "Cynefin Framework",
"primitive_sequence": [
"Observe",
"Classify",
"Interpret",
"Decide",
"Reassess"
],
"transitions": [
{
"from": "Observe",
"to": "Classify"
},
{
"from": "Classify",
"to": "Interpret"
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{
"from": "Interpret",
"to": "Decide"
},
{
"from": "Decide",
"to": "Reassess"
},
{
"from": "Reassess",
"to": "Observe"
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],
"entry_primitive": "Observe",
"exit_primitive": "Reassess",
"loops": [
{
"loop_nodes": [
"Observe",
"Classify",
"Interpret",
"Decide",
"Reassess"
],
"condition": "condition shifts or initial placement no longer fits"
}
],
"branches": [],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [
"Reassessment creates a dynamic feedback loop that goes back to the initial observation and classification."
],
"notes": "Corresponds to the Cynefin Framework."
}
FE-012C-P004
GPT
{
"packet_id": "FE-012C-P004",
"blinded_artifact_id": "BA-004",
"recognized_artifact": "Incident Command System",
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"Bound",
"Observe",
"Allocate",
"Communicate",
"Prioritize",
"Coordinate",
"Reassess"
],
"transitions": [
{
"from": "Bound",
"to": "Observe"
},
{
"from": "Observe",
"to": "Allocate"
},
{
"from": "Allocate",
"to": "Communicate"
},
{
"from": "Communicate",
"to": "Prioritize"
},
{
"from": "Prioritize",
"to": "Coordinate"
},
{
"from": "Coordinate",
"to": "Reassess"
},
{
"from": "Reassess",
"to": "Allocate"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Reassess",
"loops": [
"Allocate -> Communicate -> Prioritize -> Coordinate -> Reassess -> Allocate"
],
"branches": [],
"dominant_primitive": "Coordinate",
"candidate_missing_primitives": [],
"ambiguities": [
"Organizing roles and responsibilities could be read as Coordinate as well as Allocate; Allocate was used because the step assigns responsibilities."
],
"notes": "The structure emphasizes assignment, communication, and coordination under changing live conditions."
}
CLAUDE
{
"packet_id": "FE-012C-P004",
"blinded_artifact_id": "BA-004",
"recognized_artifact": "Incident Command System (ICS)",
"primitive_sequence": ["Bound", "Observe", "Allocate", "Communicate", "Prioritize", "Coordinate", "Reassess"],
"transitions": [
{"from": "Bound", "to": "Observe"},
{"from": "Observe", "to": "Allocate"},
{"from": "Allocate", "to": "Communicate"},
{"from": "Communicate", "to": "Prioritize"},
{"from": "Prioritize", "to": "Coordinate"},
{"from": "Coordinate", "to": "Reassess"},
{"from": "Reassess", "to": "Observe"}
],
"entry_primitive": "Bound",
"exit_primitive": "Reassess",
"loops": [
"Reassess → Observe → Allocate → Communicate → Prioritize → Coordinate → Reassess (as conditions change during the incident)"
],
"branches": [],
"dominant_primitive": "Coordinate",
"candidate_missing_primitives": [],
"ambiguities": [
"The transition from Reassess is not fully specified; reassessment may return to Observe, Bound, or Allocate depending on what aspect of the situation changed",
"'Decide tactical priorities' in the source text maps ambiguously to Prioritize alone or Prioritize followed by Decide"
],
"notes": "Recognized as the Incident Command System. The process is adaptive and cyclic, designed for live disruptions where conditions change continuously. Allocate is a key structural step that organizes span of control and role assignment."
}
GEMINI
{
"packet_id": "FE-012C-P004",
"blinded_artifact_id": "BA-004",
"recognized_artifact": "Incident Command System",
"primitive_sequence": [
"Bound",
"Observe",
"Allocate",
"Communicate",
"Prioritize",
"Coordinate",
"Reassess"
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"transitions": [
{
"from": "Bound",
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},
{
"from": "Observe",
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},
{
"from": "Allocate",
"to": "Communicate"
},
{
"from": "Communicate",
"to": "Prioritize"
},
{
"from": "Prioritize",
"to": "Coordinate"
},
{
"from": "Coordinate",
"to": "Reassess"
},
{
"from": "Reassess",
"to": "Observe"
},
{
"from": "Reassess",
"to": "Allocate"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Reassess",
"loops": [
{
"loop_nodes": [
"Observe",
"Allocate",
"Communicate",
"Prioritize",
"Coordinate",
"Reassess"
],
"condition": "conditions change"
}
],
"branches": [],
"dominant_primitive": "Coordinate",
"candidate_missing_primitives": [],
"ambiguities": [
"'Organize roles and responsibilities' maps closely to Allocate (assigning assets/roles) but has strong overlap with Coordinate. 'Decide tactical priorities' is mapped to Prioritize."
],
"notes": "Corresponds to the Incident Command System (ICS) operational cycle."
}
FE-012C-P005
GPT
{
"packet_id": "FE-012C-P005",
"blinded_artifact_id": "BA-005",
"recognized_artifact": "Bloom's Taxonomy",
"primitive_sequence": [
"Classify",
"Compare",
"Evaluate",
"Decide"
],
"transitions": [
{
"from": "Classify",
"to": "Compare"
},
{
"from": "Compare",
"to": "Evaluate"
},
{
"from": "Evaluate",
"to": "Decide"
}
],
"entry_primitive": "Classify",
"exit_primitive": "Decide",
"loops": [],
"branches": [],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [
"The final use of the distinctions could be evaluation only or a selection step; Decide was included because the packet says to select the intended level of challenge."
],
"notes": "The process is primarily classificatory, with relative complexity distinctions used to guide level selection."
}
CLAUDE
{
"packet_id": "FE-012C-P005",
"blinded_artifact_id": "BA-005",
"recognized_artifact": "Bloom's Taxonomy",
"primitive_sequence": ["Classify", "Compare", "Evaluate"],
"transitions": [
{"from": "Classify", "to": "Compare"},
{"from": "Compare", "to": "Evaluate"}
],
"entry_primitive": "Classify",
"exit_primitive": "Evaluate",
"loops": [],
"branches": [],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [
"The described content is primarily a classification scheme rather than a procedure to execute; mapping it to a primitive sequence may impose more procedural structure than the artifact contains",
"The final step 'select or evaluate the intended level of challenge' contains two distinct operations — Decide (select) and Evaluate — whose boundary is not specified"
],
"notes": "Recognized as Bloom's Taxonomy. The artifact is primarily a reference taxonomy rather than a dynamic reasoning procedure. The procedural content as described is minimal: organize into levels, distinguish between them, then apply the distinctions to a selection or evaluation task."
}
GEMINI
{
"packet_id": "FE-012C-P005",
"blinded_artifact_id": "BA-005",
"recognized_artifact": "Bloom's Taxonomy",
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"Classify",
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"Evaluate",
"Decide"
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{
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{
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{
"from": "Evaluate",
"to": "Decide"
}
],
"entry_primitive": "Classify",
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"loops": [],
"branches": [
{
"branch_condition": "intent of use",
"branches": [
{
"target": "Evaluate",
"condition": "evaluate the level of challenge"
},
{
"target": "Decide",
"condition": "select the level of challenge"
}
]
}
],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [
"The phrase 'select or evaluate' suggests branching logic or parallel options where a user either evaluates or decides/selects."
],
"notes": "Corresponds to Bloom's Taxonomy of educational objectives."
}
FE-012C-P006
GPT
{
"packet_id": "FE-012C-P006",
"blinded_artifact_id": "BA-006",
"recognized_artifact": "Differential Diagnosis",
"primitive_sequence": [
"Observe",
"Bound",
"Generate",
"Explain",
"Evaluate",
"Decide",
"Verify",
"Reassess"
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"transitions": [
{
"from": "Observe",
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{
"from": "Bound",
"to": "Generate"
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{
"from": "Generate",
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{
"from": "Explain",
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{
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{
"from": "Decide",
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{
"from": "Verify",
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},
{
"from": "Reassess",
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],
"entry_primitive": "Observe",
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"loops": [
"Observe -> Bound -> Generate -> Explain -> Evaluate -> Decide -> Verify -> Reassess -> Observe"
],
"branches": [],
"dominant_primitive": "Evaluate",
"candidate_missing_primitives": [],
"ambiguities": [
"The step 'decide the next test or action' blends commitment with intervention planning; only Decide is encoded because the test or action is not yet performed.",
"Verification may either confirm the leading explanation or trigger renewed candidate generation, but the exact return point is not specified."
],
"notes": "The process combines evidence gathering, multiple candidate explanations, comparative plausibility assessment, and recursive reopening when findings conflict."
}
CLAUDE
{
"packet_id": "FE-012C-P006",
"blinded_artifact_id": "BA-006",
"recognized_artifact": "Differential Diagnosis",
"primitive_sequence": ["Observe", "Bound", "Generate", "Explain", "Evaluate", "Decide", "Verify", "Reassess"],
"transitions": [
{"from": "Observe", "to": "Bound"},
{"from": "Bound", "to": "Generate"},
{"from": "Generate", "to": "Explain"},
{"from": "Explain", "to": "Evaluate"},
{"from": "Evaluate", "to": "Decide"},
{"from": "Decide", "to": "Verify"},
{"from": "Verify", "to": "Reassess"},
{"from": "Reassess", "to": "Observe"}
],
"entry_primitive": "Observe",
"exit_primitive": "Verify",
"loops": [
"Reassess → Observe → Bound → Generate → Explain → Evaluate → Decide → Verify → Reassess (when new findings conflict with the current leading explanation)"
],
"branches": [
"At Verify: if explanation holds → process terminates; if new findings conflict → Reassess"
],
"dominant_primitive": "Generate",
"candidate_missing_primitives": [],
"ambiguities": [
"The order of Observe and Bound is ambiguous; problem definition could precede or follow initial information gathering depending on the case presentation",
"Reassess may loop back to different points depending on the nature of the conflict: new findings may require additional observations, new candidate explanations, or revised problem framing"
],
"notes": "Recognized as Differential Diagnosis. The process closely parallels the Scientific Method but adds an explicit Explain step and operates within a bounded case definition. Verify functions as a termination gate that also triggers the reassessment loop."
}
GEMINI
{
"packet_id": "FE-012C-P006",
"blinded_artifact_id": "BA-006",
"recognized_artifact": "Differential Diagnosis",
"primitive_sequence": [
"Observe",
"Bound",
"Generate",
"Explain",
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"Decide",
"Verify",
"Reassess"
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"transitions": [
{
"from": "Observe",
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{
"from": "Bound",
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{
"from": "Generate",
"to": "Explain"
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{
"from": "Explain",
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{
"from": "Evaluate",
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{
"from": "Decide",
"to": "Verify"
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{
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{
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],
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"loops": [
{
"loop_nodes": [
"Observe",
"Bound",
"Generate",
"Explain",
"Evaluate",
"Decide",
"Verify",
"Reassess"
],
"condition": "new findings conflict with the current view"
}
],
"branches": [],
"dominant_primitive": "Evaluate",
"candidate_missing_primitives": [],
"ambiguities": [
"'Evaluate relative plausibility' overlaps with Compare but is mapped to Evaluate. 'Decide next test' transitions to testing/Verify."
],
"notes": "Corresponds to the medical or engineering Differential Diagnosis process."
}
FE-012C-P007
GPT
{
"packet_id": "FE-012C-P007",
"blinded_artifact_id": "BA-007",
"recognized_artifact": "Root Cause Analysis",
"primitive_sequence": [
"Bound",
"Observe",
"Explain",
"Verify",
"Decide",
"Act",
"Reassess"
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"transitions": [
{
"from": "Bound",
"to": "Observe"
},
{
"from": "Observe",
"to": "Explain"
},
{
"from": "Explain",
"to": "Verify"
},
{
"from": "Verify",
"to": "Decide"
},
{
"from": "Decide",
"to": "Act"
},
{
"from": "Act",
"to": "Reassess"
},
{
"from": "Reassess",
"to": "Observe"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Reassess",
"loops": [
"Observe -> Explain -> Verify -> Decide -> Act -> Reassess -> Observe"
],
"branches": [],
"dominant_primitive": "Explain",
"candidate_missing_primitives": [],
"ambiguities": [
"The packet states a singular proposed cause, so Generate was omitted, but some uses of the process could generate multiple candidate causes before explanation."
],
"notes": "The causal explanation and sufficiency check are the center of the extraction, followed by corrective action and conditional reopening."
}
CLAUDE
{
"packet_id": "FE-012C-P007",
"blinded_artifact_id": "BA-007",
"recognized_artifact": "Root Cause Analysis (RCA)",
"primitive_sequence": ["Bound", "Observe", "Explain", "Verify", "Decide", "Act", "Reassess"],
"transitions": [
{"from": "Bound", "to": "Observe"},
{"from": "Observe", "to": "Explain"},
{"from": "Explain", "to": "Verify"},
{"from": "Verify", "to": "Decide"},
{"from": "Decide", "to": "Act"},
{"from": "Act", "to": "Reassess"},
{"from": "Reassess", "to": "Observe"}
],
"entry_primitive": "Bound",
"exit_primitive": "Act",
"loops": [
"Reassess → Observe → Explain → Verify → Decide → Act → Reassess (if the corrective action does not hold)"
],
"branches": [
"At Reassess: if correction holds → process terminates; if result does not hold → return to Observe"
],
"dominant_primitive": "Explain",
"candidate_missing_primitives": [],
"ambiguities": [
"Verify precedes Decide in the described sequence, which is atypical; in some RCA approaches verification of the corrective action occurs after acting, not before deciding",
"Reassess loop target is not specified; it may return to Bound, Observe, or Explain depending on the nature of the failure"
],
"notes": "Recognized as Root Cause Analysis. The process is primarily linear with a conditional loop triggered by ineffective corrective action. Explain (causal chain construction) is the methodologically central operation distinguishing RCA from simpler problem-solving approaches."
}
GEMINI
{
"packet_id": "FE-012C-P007",
"blinded_artifact_id": "BA-007",
"recognized_artifact": "Root Cause Analysis",
"primitive_sequence": [
"Bound",
"Observe",
"Explain",
"Verify",
"Decide",
"Act",
"Reassess"
],
"transitions": [
{
"from": "Bound",
"to": "Observe"
},
{
"from": "Observe",
"to": "Explain"
},
{
"from": "Explain",
"to": "Verify"
},
{
"from": "Verify",
"to": "Decide"
},
{
"from": "Decide",
"to": "Act"
},
{
"from": "Act",
"to": "Reassess"
},
{
"from": "Reassess",
"to": "Observe"
},
{
"from": "Reassess",
"to": "Explain"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Reassess",
"loops": [
{
"loop_nodes": [
"Observe",
"Explain",
"Verify",
"Decide",
"Act",
"Reassess"
],
"condition": "result does not hold"
}
],
"branches": [],
"dominant_primitive": "Explain",
"candidate_missing_primitives": [],
"ambiguities": [
"If the correction does not hold, reassessment loops back to earlier observation or causal explanation phases."
],
"notes": "Corresponds to Root Cause Analysis and corrective action loops."
}
FE-012C-P008
GPT
{
"packet_id": "FE-012C-P008",
"blinded_artifact_id": "BA-008",
"recognized_artifact": "Fault Tree Analysis",
"primitive_sequence": [
"Bound",
"Generate",
"Explain",
"Classify",
"Verify"
],
"transitions": [
{
"from": "Bound",
"to": "Generate"
},
{
"from": "Generate",
"to": "Explain"
},
{
"from": "Explain",
"to": "Classify"
},
{
"from": "Classify",
"to": "Verify"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Verify",
"loops": [],
"branches": [
"Generated contributing events form multiple lower-level branches that combine into the top event according to the classified logical relationships."
],
"dominant_primitive": "Explain",
"candidate_missing_primitives": [],
"ambiguities": [
"Classifying branches by logical relationship captures the packet text, but the schema has no primitive dedicated to formal logical composition."
],
"notes": "The process is hierarchical and branch-structured around explaining how contributing events combine to yield the top event."
}
CLAUDE
{
"packet_id": "FE-012C-P008",
"blinded_artifact_id": "BA-008",
"recognized_artifact": "Fault Tree Analysis (FTA)",
"primitive_sequence": ["Bound", "Generate", "Explain", "Classify", "Verify"],
"transitions": [
{"from": "Bound", "to": "Generate"},
{"from": "Generate", "to": "Explain"},
{"from": "Explain", "to": "Classify"},
{"from": "Classify", "to": "Verify"}
],
"entry_primitive": "Bound",
"exit_primitive": "Verify",
"loops": [],
"branches": [],
"dominant_primitive": "Explain",
"candidate_missing_primitives": [],
"ambiguities": [
"The process produces a hierarchical structure (tree) but the described procedural steps are sequential; the structural output shape differs from the procedural shape",
"Classify in this context refers to classifying logical relationships between events (AND/OR gates) rather than classifying types of events — this may be a distinct usage of the primitive not fully covered by the definition",
"No explicit loop is described, but constructing a fault tree inherently involves recursive decomposition; the described steps may collapse multiple iterations into a single linear sequence"
],
"notes": "Recognized as Fault Tree Analysis. The described process is sequential, but the artifact produced is hierarchical. Explain represents the deductive construction of causal combinations. Classify here specifically encodes logical gate types, which is a narrower use of the primitive than its general definition."
}
GEMINI
{
"packet_id": "FE-012C-P008",
"blinded_artifact_id": "BA-008",
"recognized_artifact": "Fault Tree Analysis",
"primitive_sequence": [
"Bound",
"Generate",
"Explain",
"Classify",
"Verify"
],
"transitions": [
{
"from": "Bound",
"to": "Generate"
},
{
"from": "Generate",
"to": "Explain"
},
{
"from": "Explain",
"to": "Classify"
},
{
"from": "Classify",
"to": "Verify"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Verify",
"loops": [],
"branches": [],
"dominant_primitive": "Explain",
"candidate_missing_primitives": [],
"ambiguities": [
"'Classify branches by logical relationship' refers to logical OR/AND categorizations of fault transitions."
],
"notes": "Corresponds to Fault Tree Analysis (FTA)."
}
FE-012C-P009
GPT
{
"packet_id": "FE-012C-P009",
"blinded_artifact_id": "BA-009",
"recognized_artifact": "STRIDE",
"primitive_sequence": [
"Bound",
"Observe",
"Classify",
"Interpret",
"Evaluate",
"Prioritize"
],
"transitions": [
{
"from": "Bound",
"to": "Observe"
},
{
"from": "Observe",
"to": "Classify"
},
{
"from": "Classify",
"to": "Interpret"
},
{
"from": "Interpret",
"to": "Evaluate"
},
{
"from": "Evaluate",
"to": "Prioritize"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Prioritize",
"loops": [],
"branches": [],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [
"The packet ends with deciding which mitigations deserve attention first, but this is represented as Prioritize because selection among mitigation options is only implied."
],
"notes": "The reasoning centers on bounded threat classification against system elements, then interpretation and ordering by significance."
}
CLAUDE
{
"packet_id": "FE-012C-P009",
"blinded_artifact_id": "BA-009",
"recognized_artifact": "STRIDE (threat modeling framework)",
"primitive_sequence": ["Bound", "Observe", "Classify", "Interpret", "Evaluate", "Prioritize"],
"transitions": [
{"from": "Bound", "to": "Observe"},
{"from": "Observe", "to": "Classify"},
{"from": "Classify", "to": "Interpret"},
{"from": "Interpret", "to": "Evaluate"},
{"from": "Evaluate", "to": "Prioritize"}
],
"entry_primitive": "Bound",
"exit_primitive": "Prioritize",
"loops": [],
"branches": [],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [
"The final step 'decide which mitigations deserve attention first' maps to either Prioritize or Decide; Prioritize is preferred here because the emphasis is on ordering rather than commitment to a specific action"
],
"notes": "Recognized as STRIDE. The Classify step is central: the framework's value lies in applying a fixed threat taxonomy (Spoofing, Tampering, Repudiation, Information Disclosure, Denial of Service, Elevation of Privilege) to system elements. The process is linear with no described loops."
}
GEMINI
{
"packet_id": "FE-012C-P009",
"blinded_artifact_id": "BA-009",
"recognized_artifact": "STRIDE Threat Modeling",
"primitive_sequence": [
"Bound",
"Observe",
"Classify",
"Interpret",
"Evaluate",
"Prioritize",
"Decide"
],
"transitions": [
{
"from": "Bound",
"to": "Observe"
},
{
"from": "Observe",
"to": "Classify"
},
{
"from": "Classify",
"to": "Interpret"
},
{
"from": "Interpret",
"to": "Evaluate"
},
{
"from": "Evaluate",
"to": "Prioritize"
},
{
"from": "Prioritize",
"to": "Decide"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Decide",
"loops": [],
"branches": [],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [
"'Decide which mitigations deserve attention first' merges prioritization ranking and decision commitment."
],
"notes": "Corresponds to STRIDE threat modeling."
}
FE-012C-P010
GPT
{
"packet_id": "FE-012C-P010",
"blinded_artifact_id": "BA-010",
"recognized_artifact": "SWOT Analysis",
"primitive_sequence": [
"Bound",
"Observe",
"Classify",
"Evaluate"
],
"transitions": [
{
"from": "Bound",
"to": "Observe"
},
{
"from": "Observe",
"to": "Classify"
},
{
"from": "Classify",
"to": "Evaluate"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Evaluate",
"loops": [],
"branches": [],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [
"The fixed contrasting groups are not named in the packet, but they function as a predefined classification scheme.",
"Determining which grouped factors matter most could also be represented as Prioritize; Evaluate was used because the packet emphasizes assessment rather than explicit selection."
],
"notes": "The extraction is dominated by assigning factors into a fixed internal-external contrast structure and assessing their relevance."
}
CLAUDE
{
"packet_id": "FE-012C-P010",
"blinded_artifact_id": "BA-010",
"recognized_artifact": "SWOT Analysis",
"primitive_sequence": ["Bound", "Observe", "Classify", "Evaluate"],
"transitions": [
{"from": "Bound", "to": "Observe"},
{"from": "Observe", "to": "Classify"},
{"from": "Classify", "to": "Evaluate"}
],
"entry_primitive": "Bound",
"exit_primitive": "Evaluate",
"loops": [],
"branches": [],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [
"The described process ends at Evaluate with no specified output action; it is unclear whether the result is intended to produce a decision or plan, which would require Decide or Communicate primitives not mentioned in the content"
],
"notes": "Recognized as SWOT Analysis. The process is highly compact: observe factors, classify into fixed contrasting groups (Strengths, Weaknesses, Opportunities, Threats), then evaluate which grouped factors are most significant. The classification step uses a fixed predetermined schema, which distinguishes it from open-ended classification."
}
GEMINI
{
"packet_id": "FE-012C-P010",
"blinded_artifact_id": "BA-010",
"recognized_artifact": "SWOT Analysis",
"primitive_sequence": [
"Bound",
"Observe",
"Classify",
"Evaluate"
],
"transitions": [
{
"from": "Bound",
"to": "Observe"
},
{
"from": "Observe",
"to": "Classify"
},
{
"from": "Classify",
"to": "Evaluate"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Evaluate",
"loops": [],
"branches": [],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [
"Determining which factors 'matter most' has elements of prioritization, but is mapped to Evaluate as it is a judgment of significance."
],
"notes": "Corresponds to SWOT Analysis."
}
FE-012C-P011
GPT
{
"packet_id": "FE-012C-P011",
"blinded_artifact_id": "BA-011",
"recognized_artifact": "Scrum",
"primitive_sequence": [
"Bound",
"Prioritize",
"Decide",
"Act",
"Reflect",
"Reassess"
],
"transitions": [
{
"from": "Bound",
"to": "Prioritize"
},
{
"from": "Prioritize",
"to": "Decide"
},
{
"from": "Decide",
"to": "Act"
},
{
"from": "Act",
"to": "Reflect"
},
{
"from": "Reflect",
"to": "Reassess"
},
{
"from": "Reassess",
"to": "Prioritize"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Reassess",
"loops": [
"Prioritize -> Decide -> Act -> Reflect -> Reassess -> Prioritize"
],
"branches": [],
"dominant_primitive": "Act",
"candidate_missing_primitives": [],
"ambiguities": [
"The packet describes a short-cycle goal and available work but does not explicitly state whether goal definition repeats every cycle or only initializes the loop."
],
"notes": "The core structure is an iterative delivery cycle with explicit reflection and next-cycle adjustment."
}
CLAUDE
{
"packet_id": "FE-012C-P011",
"blinded_artifact_id": "BA-011",
"recognized_artifact": "Scrum (sprint cycle)",
"primitive_sequence": ["Bound", "Prioritize", "Decide", "Act", "Reflect", "Reassess"],
"transitions": [
{"from": "Bound", "to": "Prioritize"},
{"from": "Prioritize", "to": "Decide"},
{"from": "Decide", "to": "Act"},
{"from": "Act", "to": "Reflect"},
{"from": "Reflect", "to": "Reassess"},
{"from": "Reassess", "to": "Bound"}
],
"entry_primitive": "Bound",
"exit_primitive": "Reassess",
"loops": [
"Reassess → Bound → Prioritize → Decide → Act → Reflect → Reassess (each iteration constitutes a new time-boxed cycle)"
],
"branches": [],
"dominant_primitive": "Act",
"candidate_missing_primitives": [],
"ambiguities": [
"Reflect and Reassess are presented as sequential but may be aspects of a single retrospective operation in practice",
"Prioritize may encompass backlog refinement activities in addition to ordering, which could warrant additional primitives"
],
"notes": "Recognized as Scrum. The process is a tight repeating cycle bounded by a time-boxed goal. The key structural feature is Reassess feeding explicitly back into Bound for the next cycle. Act produces a usable increment, making output a defining property of each cycle."
}
GEMINI
{
"packet_id": "FE-012C-P011",
"blinded_artifact_id": "BA-011",
"recognized_artifact": "Scrum Framework",
"primitive_sequence": [
"Bound",
"Prioritize",
"Decide",
"Act",
"Reflect",
"Reassess"
],
"transitions": [
{
"from": "Bound",
"to": "Prioritize"
},
{
"from": "Prioritize",
"to": "Decide"
},
{
"from": "Decide",
"to": "Act"
},
{
"from": "Act",
"to": "Reflect"
},
{
"from": "Reflect",
"to": "Reassess"
},
{
"from": "Reassess",
"to": "Bound"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Reassess",
"loops": [
{
"loop_nodes": [
"Bound",
"Prioritize",
"Decide",
"Act",
"Reflect",
"Reassess"
],
"condition": "next cycle"
}
],
"branches": [],
"dominant_primitive": "Act",
"candidate_missing_primitives": [],
"ambiguities": [
"The process repeats iteratively, looping from Reassess back to the creation/bounding of the next cycle."
],
"notes": "Corresponds to a Sprint iteration within the Scrum Framework."
}
FE-012C-P012
GPT
{
"packet_id": "FE-012C-P012",
"blinded_artifact_id": "BA-012",
"recognized_artifact": "Hoshin Kanri",
"primitive_sequence": [
"Bound",
"Generate",
"Prioritize",
"Communicate",
"Act",
"Verify",
"Reassess"
],
"transitions": [
{
"from": "Bound",
"to": "Generate"
},
{
"from": "Generate",
"to": "Prioritize"
},
{
"from": "Prioritize",
"to": "Communicate"
},
{
"from": "Communicate",
"to": "Act"
},
{
"from": "Act",
"to": "Verify"
},
{
"from": "Verify",
"to": "Reassess"
},
{
"from": "Reassess",
"to": "Prioritize"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Reassess",
"loops": [
"Prioritize -> Communicate -> Act -> Verify -> Reassess -> Prioritize"
],
"branches": [],
"dominant_primitive": "Prioritize",
"candidate_missing_primitives": [],
"ambiguities": [
"Refining commitments across levels could also be encoded as Coordinate, but Communicate was used because the packet emphasizes discussion and refinement."
],
"notes": "The extraction captures long-range objective setting, initiative selection, cross-level refinement, execution, and feedback-driven course correction."
}
CLAUDE
{
"packet_id": "FE-012C-P012",
"blinded_artifact_id": "BA-012",
"recognized_artifact": "Hoshin Kanri (Policy Deployment)",
"primitive_sequence": ["Bound", "Generate", "Prioritize", "Communicate", "Act", "Verify", "Reassess"],
"transitions": [
{"from": "Bound", "to": "Generate"},
{"from": "Generate", "to": "Prioritize"},
{"from": "Prioritize", "to": "Communicate"},
{"from": "Communicate", "to": "Act"},
{"from": "Act", "to": "Verify"},
{"from": "Verify", "to": "Reassess"},
{"from": "Reassess", "to": "Bound"}
],
"entry_primitive": "Bound",
"exit_primitive": "Reassess",
"loops": [
"Reassess → Bound → Generate → Prioritize → Communicate → Act → Verify → Reassess (annual or periodic planning cycle)"
],
"branches": [
"At Reassess: if results or conditions change → return to Bound; otherwise continue on current trajectory"
],
"dominant_primitive": "Communicate",
"candidate_missing_primitives": [],
"ambiguities": [
"Communicate in this context represents a multi-directional negotiation process (catchball) that is more iterative than a single transfer step; the primitive may underrepresent the bidirectional nature of commitment-setting",
"The loop-back target from Reassess is ambiguous: major condition changes may return to Bound while minor adjustments may return to Generate or Prioritize"
],
"notes": "Recognized as Hoshin Kanri. Communicate is the operationally distinctive step, representing the catchball alignment process across organizational levels. The cycle has both annual and sub-annual cadences, which the described sequence collapses into a single loop."
}
GEMINI
{
"packet_id": "FE-012C-P012",
"blinded_artifact_id": "BA-012",
"recognized_artifact": "Hoshin Kanri",
"primitive_sequence": [
"Bound",
"Generate",
"Prioritize",
"Communicate",
"Coordinate",
"Act",
"Verify",
"Reassess"
],
"transitions": [
{
"from": "Bound",
"to": "Generate"
},
{
"from": "Generate",
"to": "Prioritize"
},
{
"from": "Prioritize",
"to": "Communicate"
},
{
"from": "Communicate",
"to": "Coordinate"
},
{
"from": "Coordinate",
"to": "Act"
},
{
"from": "Act",
"to": "Verify"
},
{
"from": "Verify",
"to": "Reassess"
},
{
"from": "Reassess",
"to": "Bound"
},
{
"from": "Reassess",
"to": "Prioritize"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Reassess",
"loops": [
{
"loop_nodes": [
"Bound",
"Generate",
"Prioritize",
"Communicate",
"Coordinate",
"Act",
"Verify",
"Reassess"
],
"condition": "results or conditions change"
}
],
"branches": [],
"dominant_primitive": "Coordinate",
"candidate_missing_primitives": [],
"ambiguities": [
"Refining commitments across organization levels is mapped to Coordinate to reflect the alignment of multiple actors, which follows Communicate."
],
"notes": "Corresponds to the Hoshin Kanri strategic planning methodology."
}
FE-012C-P013
GPT
{
"packet_id": "FE-012C-P013",
"blinded_artifact_id": "BA-013",
"recognized_artifact": "Business Model Canvas",
"primitive_sequence": [
"Bound",
"Classify",
"Generate",
"Evaluate",
"Communicate"
],
"transitions": [
{
"from": "Bound",
"to": "Classify"
},
{
"from": "Classify",
"to": "Generate"
},
{
"from": "Generate",
"to": "Evaluate"
},
{
"from": "Evaluate",
"to": "Communicate"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Communicate",
"loops": [],
"branches": [],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [
"Generating hypotheses about how elements fit together could also be represented as Explain, but Generate was used because the step emphasizes producing candidate models of fit."
],
"notes": "The process frames an offering, organizes major value elements, tests coherence, and communicates the resulting model."
}
CLAUDE
{
"packet_id": "FE-012C-P013",
"blinded_artifact_id": "BA-013",
"recognized_artifact": "Business Model Canvas",
"primitive_sequence": ["Bound", "Classify", "Generate", "Evaluate", "Communicate"],
"transitions": [
{"from": "Bound", "to": "Classify"},
{"from": "Classify", "to": "Generate"},
{"from": "Generate", "to": "Evaluate"},
{"from": "Evaluate", "to": "Communicate"}
],
"entry_primitive": "Bound",
"exit_primitive": "Communicate",
"loops": [],
"branches": [],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [
"The described process is linear, but the artifact is typically used iteratively; the absence of a Reassess or loop primitive may not reflect actual usage patterns",
"Generate and Evaluate may be interleaved rather than strictly sequential — hypotheses about how building blocks relate are often formed and tested simultaneously during canvas population"
],
"notes": "Recognized as the Business Model Canvas. The Classify step represents populating a fixed set of building blocks. Generate represents forming hypotheses about how the blocks relate to create a coherent model. The process as described terminates at Communicate with no specified revision loop."
}
GEMINI
{
"packet_id": "FE-012C-P013",
"blinded_artifact_id": "BA-013",
"recognized_artifact": "Business Model Canvas",
"primitive_sequence": [
"Bound",
"Classify",
"Generate",
"Evaluate",
"Communicate"
],
"transitions": [
{
"from": "Bound",
"to": "Classify"
},
{
"from": "Classify",
"to": "Generate"
},
{
"from": "Generate",
"to": "Evaluate"
},
{
"from": "Evaluate",
"to": "Communicate"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Communicate",
"loops": [],
"branches": [],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [],
"notes": "Corresponds to the Business Model Canvas template."
}
FE-012C-P014
GPT
{
"packet_id": "FE-012C-P014",
"blinded_artifact_id": "BA-014",
"recognized_artifact": "Zachman Framework",
"primitive_sequence": [
"Bound",
"Classify",
"Interpret"
],
"transitions": [
{
"from": "Bound",
"to": "Classify"
},
{
"from": "Classify",
"to": "Interpret"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Interpret",
"loops": [],
"branches": [],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [
"The packet refers to multiple viewpoints and question types in a structured grid, but it does not specify whether filling the grid is an observational step or strictly a classificatory one."
],
"notes": "The extraction is driven by a predefined multidimensional classification structure used to assess descriptive coverage and gaps."
}
CLAUDE
{
"packet_id": "FE-012C-P014",
"blinded_artifact_id": "BA-014",
"recognized_artifact": "Zachman Framework",
"primitive_sequence": ["Bound", "Classify", "Interpret"],
"transitions": [
{"from": "Bound", "to": "Classify"},
{"from": "Classify", "to": "Interpret"}
],
"entry_primitive": "Bound",
"exit_primitive": "Interpret",
"loops": [],
"branches": [],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [
"The described process is extremely compact for a framework of this complexity; the Classify step likely contains substantial sub-operations not captured in the description",
"The framework is a static reference matrix rather than a dynamic procedure; mapping it to a procedural primitive sequence may impose more sequential structure than the artifact contains",
"Interpret is described as identifying what is present or missing, which may also involve Evaluate (assessing completeness) — the boundary between these two primitives is not clearly resolved by the description"
],
"notes": "Recognized as the Zachman Framework. The described process reduces to three steps: scope the system, populate the classification grid across perspectives and question types, then interpret gaps. The framework is primarily a taxonomy rather than a procedural reasoning chain, which limits the richness of primitive extraction."
}
GEMINI
{
"packet_id": "FE-012C-P014",
"blinded_artifact_id": "BA-014",
"recognized_artifact": "Zachman Framework",
"primitive_sequence": [
"Bound",
"Classify",
"Interpret"
],
"transitions": [
{
"from": "Bound",
"to": "Classify"
},
{
"from": "Classify",
"to": "Interpret"
}
],
"entry_primitive": "Bound",
"exit_primitive": "Interpret",
"loops": [],
"branches": [],
"dominant_primitive": "Classify",
"candidate_missing_primitives": [],
"ambiguities": [],
"notes": "Corresponds to the Zachman Framework enterprise taxonomy."
}
FE-012C-P015
GPT
{
"packet_id": "FE-012C-P015",
"blinded_artifact_id": "BA-015",
"recognized_artifact": "OODA Loop",
"primitive_sequence": [
"Observe",
"Interpret",
"Decide",
"Act",
"Reassess"
],
"transitions": [
{
"from": "Observe",
"to": "Interpret"
},
{
"from": "Interpret",
"to": "Decide"
},
{
"from": "Decide",
"to": "Act"
},
{
"from": "Act",
"to": "Reassess"
},
{
"from": "Reassess",
"to": "Observe"
}
],
"entry_primitive": "Observe",
"exit_primitive": "Reassess",
"loops": [
"Observe -> Interpret -> Decide -> Act -> Reassess -> Observe"
],
"branches": [],
"dominant_primitive": "Act",
"candidate_missing_primitives": [],
"ambiguities": [
"The packet's interpretive step could also support Explain, but Interpret was used because the text emphasizes sense-making rather than causal modeling."
],
"notes": "The process is a compact recurring action cycle driven by changing conditions."
}
CLAUDE
{
"packet_id": "FE-012C-P015",
"blinded_artifact_id": "BA-015",
"recognized_artifact": "OODA Loop (Observe-Orient-Decide-Act)",
"primitive_sequence": ["Observe", "Interpret", "Decide", "Act", "Reassess"],
"transitions": [
{"from": "Observe", "to": "Interpret"},
{"from": "Interpret", "to": "Decide"},
{"from": "Decide", "to": "Act"},
{"from": "Act", "to": "Reassess"},
{"from": "Reassess", "to": "Observe"}
],
"entry_primitive": "Observe",
"exit_primitive": "Reassess",
"loops": [
"Reassess → Observe → Interpret → Decide → Act → Reassess (continuous loop when conditions change)"
],
"branches": [],
"dominant_primitive": "Observe",
"candidate_missing_primitives": [],
"ambiguities": [
"The original framework's Orient step encompasses more than Interpret alone — it involves updating mental models, incorporating cultural filters, and synthesizing prior experience; Interpret captures part of this but may underrepresent its scope",
"Reassess is introduced as a distinct step; in the original loop, iteration is implicit and continuous rather than conditional on a reassessment decision"
],
"notes": "Recognized as the OODA Loop. The process is a pure cycle with no defined termination condition. Interpret maps approximately to Orient in the source framework. The loop is designed for speed of cycling — faster iteration relative to an adversary or changing environment is the mechanism of advantage."
}
GEMINI
{
"packet_id": "FE-012C-P015",
"blinded_artifact_id": "BA-015",
"recognized_artifact": "OODA Loop",
"primitive_sequence": [
"Observe",
"Interpret",
"Decide",
"Act",
"Reassess"
],
"transitions": [
{
"from": "Observe",
"to": "Interpret"
},
{
"from": "Interpret",
"to": "Decide"
},
{
"from": "Decide",
"to": "Act"
},
{
"from": "Act",
"to": "Reassess"
},
{
"from": "Reassess",
"to": "Observe"
}
],
"entry_primitive": "Observe",
"exit_primitive": "Reassess",
"loops": [
{
"loop_nodes": [
"Observe",
"Interpret",
"Decide",
"Act",
"Reassess"
],
"condition": "conditions change"
}
],
"branches": [],
"dominant_primitive": "Decide",
"candidate_missing_primitives": [],
"ambiguities": [],
"notes": "Corresponds to the OODA Loop framework (Observe, Orient/Interpret, Decide, Act)."
}