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AI Systems Notes

This repo collects technical notes around systems I am building and studying: long-horizon agent workflows, RAG/document intelligence, payout correctness, retrieval architecture, evaluation, and product engineering.

Why This Repo Exists

The goal is to keep a public trail of how I think about applied AI and product systems. These notes are not polished research papers. They are working documents that connect implementation details, system-design tradeoffs, and the projects I am building in public.

Notes Index

Current Focus

RAG evaluation loop

  • Durable state for long-horizon agent workflows.
  • Retrieval and document intelligence for layout-heavy files.
  • Backend correctness in money-movement simulations.
  • Evaluation loops for RAG systems.
  • Practical open-source contribution habits.

Related Projects

  • Stateframe - file-first task-state ledger for agent workflows.
  • PayRail - payout correctness demo with ledger accounting and idempotency.
  • Portfolio - public project surface for applied AI and product engineering work.

Status

Active notes repo. Content will evolve as projects, experiments, and contribution work become more concrete.

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Technical notes on agent state, RAG systems, payout correctness, document AI, and backend/product engineering.

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