docs: reframe novelty claim to composite write-time contract (review MAJOR #3)
Replace the unverified/absolute novelty statement with the defensible four-part-contract form, verified against a focused adversarial PyPI+GitHub survey (2026-07-15): - BRIEF §11: 'assumed, not verified' -> verified survey with sources. Names aig-guardian (real, query-time; blurs only the minimal-dep-library differentiator), GuardLLM (nearest neighbour, runtime hardening, no scan-before-persist / capability isolation / fail-secure), and ipi-scanner (orphaned placeholder repo, recorded for honesty not as prior art). - README: differentiator moved from 'library vs hosted/model' to the full four-part write-time contract. - PLAN §27-31: drop the unverifiable 'the first' superlative. Also promotes the v1.0 session plan (PLAN-v1.md) and the cross-model review (review-2026-07.md) into docs/ on the open/ mirror, referenced by PLAN.md's re-sequencing addendum.
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@ -17,11 +17,15 @@ wiki). It packages the architectural contract — sanitize → fence → tool-le
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quarantined transform → per-stage capability isolation → scan output before
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commit → fail-secure — as composable, stdlib-first, framework-agnostic code.
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The gap it fills is **not** "no one detects injection." It is a small *library*
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(not a hosted service, not a fine-tuned model) that packages the **write-time
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ingestion contract** — the part query-time tooling structurally cannot see,
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because a poisoned artifact committed at write time is read by a *downstream*
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agent whose guardrail never sees where it came from.
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The gap it fills is **not** "no one detects injection." Existing OSS tools are
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either single-stage *detectors* — they emit a risk verdict and leave quarantine,
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capability isolation, scan-before-persist, and fail-secure disposition to the
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integrator — or runtime content-hardening that guards material as it *enters* the
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model. This library packages the full **write-time ingestion contract** as
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composable code: the part query-time tooling structurally cannot see, because a
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poisoned artifact committed at write time is read by a *downstream* agent whose
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guardrail never sees where it came from. (Nearest neighbours surveyed in
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`docs/BRIEF.md` §11.)
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**Status:** `v0.1`, alpha. The stdlib-only core is built and tested — ten
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detector/contract modules and the top-level wiring, exercised by an end-to-end
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