ProgramAsWeights

A tool that compiles natural language specifications into small neural programs that run locally as regular Python functions, solving the problem of implementing functions that are easy to describe but hard to code as rules. It targets developers and teams who need custom text processing, classification, or data repair without training data or external APIs. It is positioned as open-source, local-first, and deterministic, with no per-call fees and optional browser-based inference.

Key features

• Compile English specs into local functions
• Runs locally without internet or API calls
• Fuzzy grep and semantic search
• Format repair for malformed JSON and dates
• Log and output triage
• Custom classification in plain English
• Email triage by urgency
• Agent preprocessing for tool calls and routing
• Browser inference via WebAssembly
• Community-shared programs