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python-stdlib

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Bottom-up driver-based revenue forecasting: base × penetration × share × price, with structural residual alignment, A/B/C data grading, Monte Carlo + tornado sensitivity, and annual-report segment extraction. Pure Python stdlib.

  • Updated Sep 22, 2026
  • Python

Autonomous execution governance for coding agents: run a ticket backlog to completion unattended. ASK/PARK/HALT autonomy contract, durable per-ticket state machine, deterministic test gates, git-backed reversibility, heartbeat watchdog, morning report. Python stdlib only.

  • Updated Oct 6, 2026
  • Python

Watch auction mechanisms run, one algorithmic step at a time: first-price, second-price, all-pay, English, Dutch, GSP, VCG, combinatorial, plus budget pacing, learning bidders and equilibrium analysis. Python stdlib engine, dependency-free JS interface.

  • Updated Sep 16, 2026
  • Python

Expert Fleet - a stdlib-only, file-backed platform for 24/7 expert AI agents: frozen goal contracts, verified procedural learning (repeated gated work compiles into zero-model procedures), sealed capability packs, and a proof system where no status can be set by hand. 105 modules, 138 acceptance tests.

  • Updated Oct 27, 2026
  • Python
loxodonta

A tamper-evident security record for AI agents. A hook in Claude Code or Codex writes one hash-chained receipt per tool call; a line edited, removed or reordered later shows, and the command that switched the recorder off is itself the last line written. The recommended setup keeps a copy out of the agent's reach. Python 3.9+, stdlib only.

  • Updated Oct 25, 2026
  • Python

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