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keniel13-ui/README.md

Keniel Maldonado

Building self-correcting systems: AI agent authorization, composition failures, memory/authority boundaries, and verification that has to survive being run — not only reported.

Relevance is not authority. A verifier inside the system it checks will report clean while being wrong.

Front of board
Suite sequence-attack-repro — proposed composition suite. python3 adapter.py
Write-up Catching the Attack Was Not the Same as Detecting the Sequence
Harness ai-memory-judgment-demo
Research workbench memory-authority-auditor (not a product pitch)

Writing

Contact

GitHub issues on the suite repo, or DEV comments on the posts.

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  1. ai-memory-judgment-demo ai-memory-judgment-demo Public

    Sanitized public harness for AI memory judgment-lineage retrieval evaluation

    Python 2 1

  2. memory-authority-auditor memory-authority-auditor Public

    Research: authority runtime, receipts, and memory/authority auditing (workbench — not a product).

    Python

  3. sequence-attack-repro sequence-attack-repro Public

    Proposed composition suite: every step can pass a per-call check; the sequence can still be takeover. Strict scorecard + gamers. Stdlib only.

    Python

  4. self-correcting-integration-maintainer self-correcting-integration-maintainer Public

    A persistent self-correcting agent that learns from anomalies without self-issuing authority.

    JavaScript

  5. signed-resumption-evidence signed-resumption-evidence Public

    Evidence bundle: one operator-signed permission an agent worker could use but could not mint. Contracts, 12 independent breaker verdicts, ablation harnesses, and the live P1 receipt.

    Python