research-document VALIDATION-PROGRAM-FRONTIER
Validation program and independent replication plans frontier
Validation program and independent replication plans: research frontier
Scope and source artifacts
research/validation/validation-program.mdresearch/validation/independent-replication-plan.mdresearch/validation/competing-theory-challenge.md
These files are treated as one analysis unit because they share an evidence base or form one accepted/current package. Generated derivatives, templates, prompts, private working packets, and superseded runs are not counted as independent conclusions.
Knowledge extraction
- Primary objective: Attempt to disprove or simplify the theory before expansion or publication.
- Primary claims: Independent replication, competing explanations, falsification, and visible limits are publication gates.
- Methodology: Adversarial review standards and proposed replication protocols.
- Accepted hypotheses/findings: Internal same-model evidence remains exploratory.
- Rejected or unsupported hypotheses: Publication readiness without independent replication.
- Assumptions: Planned protocols will be executed without outcome-dependent drift.
- Limitations: Much of the validation program is a plan rather than completed evidence.
- Known uncertainties: External replicability; Human agreement; Control adequacy; Stopping rules.
- Confidence: bounded by the source package; no confidence is promoted by this frontier analysis.
Adversarial challenge
Repository process maturity is high relative to its completed independent validation coverage. Evidence that would materially change the assessment includes independent replication, preregistered negative controls, matched causal comparison, or a demonstrated failure of the current measurement instruments. The analysis deliberately treats planned validation as a dependency, not as completed evidence.
Top five opportunities
| Rank | Record | Opportunity | Category | Frontier score |
|---|---|---|---|---|
| 1 | RFR-2026-001 | Negative non-isomorphic control benchmark | Measurement | 495 |
| 2 | RFR-2026-016 | Complete blinded mechanism-boundary adjudication | Validation | 492 |
| 3 | RFR-2026-002 | Independent human procedural-extraction baseline | Human Factors | 491 |
| 4 | RFR-2026-003 | Matched incremental-utility experiment | Experimentation | 490 |
| 5 | RFR-2026-004 | Recognition-control replication | Validation | 394 |
Semantic duplicates were merged into the linked repository-wide records. The five selections maximize uncertainty reduction and repository reuse, rather than creating five unique labels for each source package.