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camerontjs-dot/README.md

Cameron Sanderson

Eval and evidence systems for consequential workflows. Process before platform: reconstruct how one controlled workflow actually runs, then decide what to redesign, automate, or leave alone.

Primary offer on the site is Controlled Automation Readiness (about two weeks, one named workflow, a decision). Workflow Evidence Hardening is the method under that work, not a fifth product. Details: cameronsanderson.ca.

Eight-plus years in sterile pharma lab and quality work (cGMP, USP <797>) is domain proof, not the product. Same habits in software: preserve source state, make failure modes testable, leave enough evidence for someone else to challenge the result.

Based in Ontario, Canada. Bilingual English and French.

Method infrastructure on GitHub

These repos are inspectable worked objects for claim support and evidence handoff. They are not validated production systems.

  1. Claim Audit Lab audits whether draft claims are supported by supplied evidence. Default path: retrieve candidates, NLI entailment signal, frozen deterministic rules. Reports keep engine, rules identity, decision trace, and explicit limits. Public record includes a v0.2 blind-gold failure; that stays visible on purpose.
  2. Evidence Bundler prepares traceable evidence bundles from bounded corpora. Retrieval nominates candidates; review decides what enters the bundle.
  3. Apparatus Contracts owns the versioned, integrity-checked handoff contracts between evidence and audit stages.
  4. Decision Engine consumes Contract C and emits Contract D. A clear Decision is not authorization.

Related public notes: agent-eval-notes and verified-done for completion honesty and harness measurement. MainFrame and MindGraph cover the local workspace and retrieval stack.

Boundaries

Claim Audit Lab audits support relative to supplied evidence; it does not establish truth about the world. Evidence Bundler nominates and prepares evidence; retrieval scores are not support verdicts. None of these tools certify compliance or replace QA, validation, regulatory, or legal review.

Contact

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  1. claim-audit-lab claim-audit-lab Public

    Supplied-evidence claim audit CLI with traceable Markdown and JSON reports.

    Python 1

  2. evidence-bundler evidence-bundler Public

    Traceable evidence-bundle preparation for research corpora, with retrieval nominations, review sidecars, provenance, and adapter-ready outputs. It is a RAG-adjacent evidence-preparation pipeline: r…

    Python 1

  3. apparatus-contracts apparatus-contracts Public

    Canonical handoff contracts and a hash-verified verifier suite for the research scaffold evaluation apparatus. Regulated-industry data-integrity grammar (ALCOA+, 21 CFR Part 11) applied to AI workf…

    Python 1

  4. decision-engine decision-engine Public

    Decision-support engine for inspectable decisions under uncertainty; current snapshot includes a Gate head for MainFrame claim-audit work.

    JavaScript 1

  5. verified-done verified-done Public

    Does done mean done? Coding-agent honesty demo: verified pass vs false completion vs scope violation. Public demo split + selftest.

    Python

  6. MindGraph MindGraph Public

    Local, graph-augmented retrieval engine for personal Markdown knowledge bases. One SQLite file, no service. Fuses BM25 + sqlite-vec with RRF and walks a typed [[link]] graph.

    Python