87,938 lines of
deterministic intelligence.
Not a wrapper around an LLM. A complete intelligence infrastructure with 8 governance engines, graph-constrained decoding, self-expanding knowledge, and sovereign delivery.
Four layers of computational sovereignty.
Collection Layer
SearXNG-powered isolated search across 50+ independent sources. Each source immediately scored by Signal Physics before proceeding.
Validation Layer
Multi-engine forensic validation. Falsarium gate, source credibility, manipulation detection, temporal verification, contradiction scanning.
Intelligence Layer
Bayesian convergence, graph-constrained decoding, neuro-symbolic bridge, knowledge graph operations, gap detection and auto-filling.
Governance Layer
Human-in-the-loop approval, continuous validation sweeps, provenance certificates, audit trail, compliance enforcement.
Infrastructure by the Numbers
8 Governance Engines
Every intelligence claim passes through these before reaching the vault.
Verified intelligence.
36.7 million checks per second.
Not a wrapper around an LLM. A purpose-built verification engine that cross-references claims against multiple independent sources, detects contradictions in real time, and mathematically eliminates misinformation before it reaches your decision.
From raw data to
proven intelligence.
Every claim starts unverified and must earn trust through independent corroboration, time, and human approval. Under clean conditions, roughly 40% of claims earn “proven” status. Under adversarial attack, zero false claims get through.
Automated collection across news, academic papers, government filings, regulatory databases, corporate disclosures, and real-time feeds. Each source independently scored for reliability and credibility.
Before any claim accumulates trust, it is checked against known contradictions and active disinformation campaigns. If it conflicts with established verified facts, it is eliminated immediately.
Independent sources that agree on the same claim build trust. The key word is independent — echo chambers and copied content are detected and discounted. Only genuinely separate confirmation counts.
Every claim receives a continuously updated trust score based on source quality, independent corroboration, recency, and consistency with established knowledge. Scores are transparent and auditable.
Intelligence blocks until a qualified human reviews and accepts. This is not optional. The system will not proceed without human authorization. Every approval is logged permanently.
Trust decays over time. Old claims must be re-verified with fresh evidence or they fade. Knowledge never goes stale undetected — the system actively flags aging information for review.
Only claims that pass all checks are delivered. Each comes with a signed proof certificate showing sources, derivation chain, confidence level, and timestamp. Exportable for compliance or audit.
1 billion queries processed in 28.4 seconds. Zero performance degradation under sustained load. Zero false positives under adversarial attack. Same results on any hardware — fully deterministic output to 15 decimal places.
A living database
of known lies.
DeeCi doesn't just know what's true — it actively catalogues what's false. Known misinformation is permanently flagged and any new claim attempting to reintroduce it is caught and eliminated instantly. 523,255 false claims killed under adversarial testing. The system gets stronger with every attack it survives.
Checks every claim against a comprehensive database of known false statements and their variants. Catches exact matches and rephrased versions.
Identifies AI-generated misinformation: hedging language, fabricated citations, statistically improbable claims, and confidence without evidence.
Catches emotional exploitation, outrage bait, tribal signaling, and fake authority claims designed to bypass rational evaluation.
Cross-references against known misinformation sources. Tracks credibility over time and flags sources with declining reliability.
Identifies mutated versions of known falsehoods that attempt to evade detection through paraphrasing or recontextualization.
Analyzes how claims spread. Genuine information propagates differently than manufactured narratives — the pattern reveals the intent.
No red flags detected. Claim proceeds to verification pipeline.
Known falsehood or variant detected. Eliminated with forensic report.
Uncertain — triggers additional source collection for resolution.
DeeCi knows
what it doesn't know.
When you ask a question that reveals a gap in knowledge, the system doesn't guess — it actively goes and finds the answer from 50+ sources, verifies it, and adds it to the knowledge base for next time. Every question makes the system smarter. Nothing is added without human approval.
“Hey DeeCi.”
Ask questions. Get verified answers.
Voice-native intelligence with zero ambient recording and sub-2-second response time. Ask a question, get a verified answer with proof — all processed on our infrastructure, never routed through third-party services. Your conversations stay sovereign.
37 Intelligence API Endpoints
Full programmatic access to the intelligence infrastructure.
Published Position Papers
The theoretical foundations behind DeeCi are published, peer-reviewable, and independently reproducible.