Post
126
✅ Article highlight: *Foundation Model Swap without Claim Inflation* (art-60-291, v0.1)
TL;DR:
This article argues that “the new model performs similarly” does not mean “the old governance claim still stands.”
When a governed system swaps its foundation model, continuity must be checked across more than task quality: refusal behavior, tool use, replay posture, evaluation floors, latency, rollback, trace coverage, modality, and external reliance may all change.
Read:
kanaria007/agi-structural-intelligence-protocols
Why it matters:
• prevents “drop-in replacement” language from laundering old assurance
• separates benchmark similarity from claim continuity
• makes successor gaps visible instead of silently carrying predecessor claims forward
• treats model swap as a possible re-certification trigger
• protects buyers, assessors, insurers, and regulators from stale reliance
What’s inside:
• model-swap assessments
• surface-by-surface continuity checks
• successor claim-gap registers
• bounded carry-over, narrowed, gap-present, and recheck-required postures
• non-equivalence declarations
• public-claim update and re-certification triggers
Key idea:
Do not say:
*“we changed the foundation model, but performance looks about the same, so nothing important changed.”*
Say:
*“this successor preserves these surfaces, breaks or narrows these others, requires these checks before prior claims can carry over, and needs this public non-equivalence or re-certification posture where continuity is not supportable.”*
Model sameness is not the right question.
Surface continuity is.
TL;DR:
This article argues that “the new model performs similarly” does not mean “the old governance claim still stands.”
When a governed system swaps its foundation model, continuity must be checked across more than task quality: refusal behavior, tool use, replay posture, evaluation floors, latency, rollback, trace coverage, modality, and external reliance may all change.
Read:
kanaria007/agi-structural-intelligence-protocols
Why it matters:
• prevents “drop-in replacement” language from laundering old assurance
• separates benchmark similarity from claim continuity
• makes successor gaps visible instead of silently carrying predecessor claims forward
• treats model swap as a possible re-certification trigger
• protects buyers, assessors, insurers, and regulators from stale reliance
What’s inside:
• model-swap assessments
• surface-by-surface continuity checks
• successor claim-gap registers
• bounded carry-over, narrowed, gap-present, and recheck-required postures
• non-equivalence declarations
• public-claim update and re-certification triggers
Key idea:
Do not say:
*“we changed the foundation model, but performance looks about the same, so nothing important changed.”*
Say:
*“this successor preserves these surfaces, breaks or narrows these others, requires these checks before prior claims can carry over, and needs this public non-equivalence or re-certification posture where continuity is not supportable.”*
Model sameness is not the right question.
Surface continuity is.