phira-ai

Deterministic Graphviz/DOT derivation + validation for archive records.

Canonical per-record archive format (YAML front matter + Markdown body).

Pointer semantics for "since last record" and detected-change bookkeeping.

Checklist for proving baseline behavior is unchanged (or changes are intentional) via controlled A/B runs.

Fast, compute-aware verification checklist for implementation changes (imports, configs, tiny runs).

Workflow for conference/venue paper search and short reading lists.

Procedural checklist to infer and state the repo's effective runtime environment and dependency policy.

Option-card format for phira-hypothesizer (math-first ideas + end-to-end training/inference).

Use when tasks involve semantically matching a user's idea (query or example papers) to papers in a specific OpenReview venue. Uses `embed-papers` to crawl metadata, build/use embedding caches, run cosine-similarity search, then produces a short, grouped…

Use when tasks involve reading and summarising an academic paper from either a PDF file or an arXiv URL. If the input is a PDF, convert it to images for accurate reading (equations/figures). If the input is an arXiv URL, download the LaTeX source to read.…