A decentralized, anti-LLM grounding engine
Builds a deterministic lexical mesh + knowledge graph from RSS streams — no probabilities, no GPUs, no black boxes.
Axiom nodes continuously:
- Discover trending topics via public RSS (no tracking APIs)
- Extract clean article content (bot-resistant scraper)
- Verify & extract facts only (spaCy NLP + multi-source corroboration rule)
- Link entities → build weighted knowledge graph
- Shred facts into linguistic atoms & synapses → open SQL lexical mesh
Result: queryable, fully inspectable symbolic "brain" of corroborated facts.
Contradictions are flagged. Single-source claims stay uncorroborated.
Strongly anti-probabilistic AI — everything is deterministic and auditable.
flowchart TD
Start([Heartbeat]) --> Discovery[Zeitgeist: RSS scan]
Discovery --> Extraction[Pathfinder: scrape content]
Extraction --> Validation{Crucible: NLP + fact extraction}
Validation -->|bias/speculation| Noise[Filtered out]
Validation -->|fact candidate| Corroboration[≥2 independent sources?]
Corroboration --> Linking[Synthesizer: entity linking → Knowledge Graph]
Linking --> Reflection[Lexical Mesh: shred → synapses]
Reflection --> Storage[(SQL Ledger: facts + brain)]
Storage --> Sleep[Sleep → next cycle]
git clone https://github.com/vicsanity623/AxiomEngine.git
cd AxiomEngine
uv sync
uv run python -m spacy download en_core_web_sm
export PORT=8009
uv run python -m src.node
// or using python:
export PORT=8009
python -m src.node
python build_standalone.py
python view_ledger.py
python view_ledger.py --stats
python view_ledger.py --brain # top synapses
python visualize_graph.py # visual HTML graph
• RSS discovery + scraping
# can be modified to DISCOVER anything
• Fact extraction & corroboration
# can be modified to extract & corroborate anything
• Basic knowledge graph linking
# makes connections for verification/ disputes/ corroborations
• Lexical mesh (linguistic atoms & synapses)
# builds a ledger of "language" (voice)
• SQL ledger persistence
# databse lives in the "Block" network and syncs accross
• Mobile/web UI (Universal Terminal)
# can interact directly with axiom from anywhere
• P2P gossip + sync (full mesh)
# nodes remain synced, reboot safe.
• Reputation & DAO voting
# DAO not yet implemented-brarebones TODO
License Peer Production License (PPL)
A lightweight, inspectable alternative to probabilistic language models.