Skip to content
cohomolo-gyPublic

About

zero to competency in LLM research and associated *P problems and optimization theory

Resources

Stars

0 stars

Watchers

0 watching

Forks

Repository files navigation

polytope

A local, cabal-native practice pipeline for algorithms in Haskell — with a destination. Curated classic problems are organized into a topic ladder whose theory spine (greedy ↔ matroids, DP ↔ Bellman, convexity ↔ duality/KKT) terminates in from-scratch linear and integer programming, with a side module on modern LLMs taught through exact, property-tested implementations. Every problem is solved as a pair-programmed ladder from suboptimal to optimal: property-tested against a reference at each rung, benchmark-gated on its complexity claim, and closed with a teaching-grade writeup.

Utility in one line: practice that compounds — durable writeups, provable rungs (exact Rational wherever possible), and empirical complexity gates instead of vibes.

Quickstart

cabal test spec --test-options='-p /P001/'    # one problem's tests
cabal bench bmk --benchmark-options='-p /P010/ --stdev 5'   # its gates
scripts/new-problem 45 my-slug --topic greedy --tier standard
cd site && cabal run site -- watch            # browse: localhost:8000

The map is curriculum.yaml; the per-problem protocol is CLAUDE.md ("the Loop"); the full design record — requirements, grounded research, plan, decision registry — lives under logs/.

Attribution

  • Author: Emily Pillmore. Code and writeups are pair-programmed with Claude (Anthropic); the design flow used the llmephant interrogate → groundwork → planning skills.
  • Problems are restated in this repo's own words — never copied — from curated lists (NeetCode 150, Blind 75 taxonomies; AtCoder EDPC) and textbook classics: Kleinberg & Tardos, CLRS, Papadimitriou & Steiglitz, Boyd & Vandenberghe, Bertsimas & Tsitsiklis, Vanderbei, Wolsey, and the papers cited per problem.
  • Every theory claim carries provenance: per-topic dossiers (topics/*/dossier.md) and the grounding logs (logs/*-grounding/) record sources with access dates and confidence.

License: BSD-3-Clause.

About

zero to competency in LLM research and associated *P problems and optimization theory

Resources

Stars

0 stars

Watchers

0 watching

Forks

Releases

Packages

Contributors

Languages