amni-prism 0.1.0

Shared knowledge atlas built on PTEX nonce-addressed textures

Amni-Prism

Shared knowledge atlas built on PTEX nonce-addressed textures. Every fact gets a unique GF(17) nonce — contribute knowledge, it deduplicates automatically, and the atlas grows.

Install

pip install -e .

Quick Start

import prism

# Contribute knowledge
prism.contribute_text('./codex', 'The speed of light is 299792458 m/s', domain='physics')

# Query it back
result = prism.query_text('./codex', 'The speed of light is 299792458 m/s')

# Search by keyword
hits = prism.search_keyword('./codex', 'speed of light')

CLI

# Contribute text
prism contribute "The speed of light is 299792458 m/s" -d physics

# Search
prism search "speed of light"

# Small model proposes a fact
prism propose "Water boils at 100C at sea level" -d physics --confidence 0.8

# Large model verifies pending proposals
prism pending
prism verify

# Scrape text for facts
prism scrape --file article.txt --source "https://en.wikipedia.org/wiki/Light"

# Stats
prism stats

How It Works

1. GF(17) Nonces — Every word/line/block gets a unique nonce in GF(17) finite field space. Same content = same nonce = automatic dedup.
2. PTEX Storage — Knowledge stored as nonce-addressed texture maps. Vocab in NLX format, hierarchical tiers in HNA format.
3. Content-Hash Dedup — SHA-256 content hashing ensures no duplicates across contributors.
4. Two-Tier Verification — Small models propose (~50 tokens), large models verify (~20 tokens). ~70 tokens per verified fact.
5. NDJSON Manifests — Append-only JSON-lines manifests are git-merge-friendly. No merge conflicts.

Contributing

# Fork, clone, then:
pip install -e .
prism contribute "Your knowledge here" -d general
# Or pipe from stdin:
cat facts.txt | prism contribute -d science

Domains

25 built-in domains: code, math, science, history, language, music, art, philosophy, psychology, economics, politics, law, medicine, engineering, technology, education, sports, entertainment, food, travel, nature, religion, mythology, literature, general.

License

MIT