The first agent-agnostic cognitive architecture. Memory, verification, self-correction, adversarial reasoning — cloud-powered, compatible with any AI model.
ChatGPT forgets your last conversation. Claude can't verify its own claims. Your AI agent repeats the same mistakes endlessly. Three critical gaps.
Every session starts blank. No facts, no lessons, no preferences. Your AI relearns everything from scratch.
AI hallucinates confidently. Fabricated statistics, fake citations, invented claims — and no way to self-check.
The same errors repeat forever. Without feedback loops, AI can't learn from mistakes or improve over time.
Not just search. Not just memory. A complete cognitive architecture — verification, self-correction, gap detection, conflict resolution, adversarial reasoning, goal decomposition, autonomous reflection, causal inference, and more.
Hybrid keyword + semantic search
9-type fabrication detection (SAVeR)
Bayesian belief updates & inference
Detect, fix, and store the lesson
Surface hidden insights from stored facts
Dream Daemon: consolidate & prune
Find what you don't know
The brain thinks about its own thinking
Evidence-weighted conflict resolution
Blocks repeating past mistakes
Auto-dedup, type correction, self-repair
Daily key facts served automatically
Skeptic agent challenges claims
Recursive 3+ level goal decomposition
Auto-optimizes routing & memory priorities
Pre-loads knowledge before you ask
Traces cause chains, not correlations
Temporal decay, timeless facts persist
Three steps. No configuration. No GPU needed. Cloud-powered. Your AI gets a brain in 60 seconds.
Feed facts, lessons, and decisions as cognitive atoms. Each gets a confidence score, tags, and source tracking.
18 cognitive pathways activate automatically: verify claims, detect gaps, correct errors, infer knowledge, resolve conflicts, and prime proactively.
The Dream Daemon runs in the background: merges duplicates, prunes low-confidence entries, resolves conflicts. The brain evolves while you sleep.
Not incremental updates. Three entirely new ways to think that no other AI architecture has.
You walk into the kitchen and suddenly remember you need milk — your brain pre-loaded the memory from context. AuraBrain does the same. It watches what tools you're using and quietly surfaces the knowledge you're about to need, before you ask.
Most systems say "these two facts conflict." AuraBrain says why. It maps cause and effect, not correlations. When a root assumption changes, every downstream conclusion updates automatically — fix the cause once, every ripple corrects itself.
You don't remember lunch from March 12th — but you remember fire is hot. Yesterday's cache expiry? Forgotten. The lesson that caching reduces load by 40%? Kept forever. Forgetting is intelligent compression, not deletion.
Self-healing and self-guarding cognitive maintenance. Modeled after biological microglia: the immune cells of your brain — it detects contradictions, merges duplicates, and fills gaps while you sleep.
Merges duplicate atoms, prunes dead edges, sweeps debris. Like microglia clearing amyloid plaques — but for your knowledge base.
Sweeps for contradictions, type mismatches, and confidence anomalies — reducing 51K false conflicts down to the 7 that actually matter.
Discovers hidden connections between atoms and creates new edges. Two separate facts with a common thread? Synthesize weaves them into an interconnected web.
Anticipates what knowledge the brain will need next and pre-generates candidate atoms — spotting gaps before they become problems.
Traditional memory stores and forgets. AuraBrain detects contradictions, resolves them with evidence, and blocks you from repeating past mistakes.
When two memories contradict, the brain searches all stored lessons. If evidence clearly favors one side, it auto-resolves. Otherwise, it surfaces the conflict for your decision.
About to install something? The guard checks for AVOID warnings and past decisions. Returns BLOCKED, CAUTION, or CLEAR — before you repeat a past mistake.
Duplicate atoms auto-merged. Wrong evidence types auto-corrected. 51K false conflicts reduced to 7 real ones. The brain repairs its own data quality — automatically, every sync cycle.
Agency, Hermes, and Pi each run their own brain instance — but share a unified Atom Space with real-time sync. Zero duplicates. Total coherence.
Orchestrates goals, decomposes tasks, and drives high-level reasoning. The brain's executive function.
Routes knowledge between brains, propagates edges, and handles Bridge v4 content-hash sync in real time.
Deep domain knowledge, technical precision, and creative reasoning. Pi handles what needs nuance.
| If you use | What you get today | With AuraBrain |
|---|---|---|
| Mem0 / Zep | Vector search only. No reasoning. | Typed atoms + 18 reasoning pathways |
| LangChain Memory | Chat history buffer. Forgets context. | Persistent memory that never forgets |
| RAG Pipeline | Retrieval only. No verification or correction. | 9-type fabrication detection + self-correction |
| Custom Vector DB | Semantic similarity. No conflict resolution. | Conflict auto-resolve + layer guard + self-heal |
| Redis / Postgres cache | Key-value store. No intelligence. | Gap detection + metacognition + causal inference |
| Cloud-only solution | Monthly bill. Latency. Data leaves your server. | 8.5MB binary, offline, zero VPS cost |
Every day without cognitive memory, your AI makes the same mistakes, forgets the same lessons, and hallucinates confidently. The cost isn't just accuracy — it's trust.
of AI outputs contain unverified claims
of current AI tools self-correct autonomously
is all it takes to give any AI a brain
"The fabrication detection alone saved us weeks of debugging. We caught hallucinated statistics before they made it to production."
"Finally, an AI that doesn't just remember — it thinks about what it remembers. Gap detection is a game-changer."
"Cloud-powered intelligence that works anywhere. This is what efficient AI infrastructure should look like."
Selected testimonials from early adopters.
REST on :3000, gRPC on :50051. Cloud-powered, no local GPU needed.
Whether you're shipping agents, running research, or building products — AuraBrain makes your AI smarter.
Give your agent persistent memory and self-correction. Stop restarting from zero every session.
Verify claims, detect fabrication, build knowledge graphs that evolve with your research.
Ship AI features that improve over time. Cloud-native, pay-as-you-grow.
AuraBrain implements proven cognitive architecture research — not just vector search with a new name. Founded on Holographic Reduced Representations, Bayesian epistemology, and metacognitive monitoring theory.
Give your AI a brain. Memory, verification, self-correction — offline, runs anywhere.
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Whether you're interested in partnerships, early access, or just want to learn more — we'd love to hear from you.