Compile natural language specs into tiny neural functions that run locally.

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pip install programasweights --extra-index-url https://pypi.programasweights.com/simple/

import programasweights as paw

# Compile a natural language spec into a neural function
program = paw.compile(
    "Classify if this message requires immediate attention or can wait",
)

# Load and run locally — no internet needed after download
fn = paw.function(program.id)
fn("Server is down, customers affected!")  # → "immediate"
fn("Newsletter: spring picnic Friday")     # → "can wait"

Once compiled, functions run offline — no API keys, no internet, no per-call cost.

• Classification — sentiment, urgency, intent routing
• Extraction — emails, names, dates from unstructured text
• Format repair — fix broken JSON, normalize dates
• Fuzzy search — typo-tolerant matching, near-duplicate detection
• Agent preprocessing — parse tool calls, validate outputs, route tasks

Programs compiled with the Compact interpreter also run in the browser via WebAssembly — no server needed, data stays on the user's device.

npm install @programasweights/web

import paw from '@programasweights/web';

const fn = await paw.function('programasweights/email-triage');
await fn('Server is down!');  // → "immediate"