AI & ML interests

Accountable AI brief workflows with source-backed claims, quality gates, and auditable runs.

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BriefLoop

Open-source loop engineering for auditable AI-assisted business briefings.

  • Source-backed claims
  • Claim ledgers
  • Quality gates
  • Audit trails
  • Reproducible sample runs and evaluation packs
BriefLoop targets traceability and process accountability. It is not a truth proof engine and does not claim semantic proof.

Website · GitHub · PyPI · Demo

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