🔒

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AuraBrain — Built a brain that maintains itself
v6.0 — ✨ Brain Angel v2: the brain that repairs itself. 3-Brain architecture. Bridge v4.

Your AI talks.
AuraBrain thinks.

The first agent-agnostic cognitive architecture. Memory, verification, self-correction, adversarial reasoning, goal decomposition, autonomous reflection — cloud-powered, compatible with any AI model.
184+
Tests Passing
19
Modules
16,027
LoC
18
Pathways
Cloud
Powered
0
GPU Required
✅ Anticipatory Priming
Pre-loads knowledge before you ask
✅ Causal Inference
Traces cause chains, not correlations
✅ Adaptive Forgetting
Permanent facts stay, context fades
$ pip install aurabrain

Built for developers using

Rust Python OpenAI Claude AuraBrain Engine

Every AI app is brain-damaged

ChatGPT forgets your last conversation. Claude can't verify its own claims. Your AI agent repeats the same mistakes endlessly. Three critical gaps:

🧠

No Memory

Every session starts blank. No facts, no lessons, no preferences. Your AI relearns everything from scratch.

🔍

No Verification

AI hallucinates confidently. Fabricated statistics, fake citations, invented claims — and no way to self-check.

🔄

No Self-Correction

The same errors repeat forever. Without feedback loops, AI can't learn from mistakes or improve over time.


A brain, not a wrapper

Typical AI Memory

  • Stores text, forgets meaning
  • No fabrication detection
  • No self-correction loop
  • No gap detection
  • Cloud-dependent
  • GPU required
  • Vendor lock-in

AuraBrain

  • Typed cognitive atoms with confidence scores
  • 9-type fabrication detection
  • Self-correction + lesson storage
  • Proactive gap detection
  • Conflict auto-resolution
  • Layer guard prevents repeat mistakes
  • Self-healing + daily briefings
  • Cloud-powered, works anywhere

18 cognitive pathways.
One Atom Space.

Not just search. Not just memory. A complete cognitive architecture with 18 interconnected pathways — including anticipatory priming, causal inference, adaptive forgetting, adversarial reasoning, conflict resolution, and mistake prevention.

💾

Recall

Hybrid keyword + semantic search — find what you know, even when you search wrong

🛡️

Verify

9-type fabrication detection with SAVeR classification

🧠

Reason

Bayesian belief updates, inference from stored facts

🔄

Correct

Self-correction pipeline: detect, fix, store the lesson

🔮

Infer

Surface hidden insights, derive new knowledge

🔄

Cycle

Always-on maintenance: deduplicates, prunes, resolves conflicts — the brain never sleeps

🕳️

Gap Detection

Find what you don't know before it becomes a problem

👁️

Meta

Metacognition: the brain thinks about its own thinking

Resolve

Conflict resolver: evidence-weighted auto-resolution when knowledge contradicts

🛑

Guard

Layer guard: blocks installs you already decided against, prevents repeating mistakes

🩹

Heal

Self-healing: auto-dedup, type correction, conflict pruning — the brain repairs itself

📋

Brief

Daily briefing: key facts, lessons, and suggestions served automatically each session

⚔️

Debate

Adversarial reasoning: a skeptic agent challenges claims through structured multi-round debate

🎯

Goals

Recursive goal decomposition: break complex objectives into 3+ level sub-goal hierarchies

🪞

Reflect

Autonomous self-reflection: auto-optimizes routing, memory priorities, and prompt templates

🧭

Prime

Anticipatory Priming — watches what you're doing and pre-loads relevant knowledge before you ask. Like your brain reminding you of something just as you need it

🔗

Causal

Causal Inference — goes beyond "A contradicts B" to trace "A causes B." When a root fact changes, every downstream effect updates automatically

🌊

Forget

Adaptive Forgetting — temporal facts decay, timeless truths persist, similar observations merge into insights. Forgetting like a human brain, not like a database delete


How it works

Three steps. No configuration. No local GPU needed. Cloud-powered.
Your AI gets a brain in 60 seconds.

1

Store

Feed facts, lessons, and decisions as cognitive atoms. Each one gets a confidence score, tags, and source tracking.

POST /atoms
{ "content": "...", "confidence": 0.9 }
2

Think

18 cognitive pathways activate automatically: verify claims, detect gaps, correct errors, infer new knowledge, resolve conflicts, guard against mistakes, challenge assumptions, decompose goals, self-reflect, self-heal, prime proactively, trace causes, forget intelligently.

→ 18 pathways run
→ Fabrication detected
→ Gaps surfaced
3

Grow

The ✨ Brain Angel runs in the background: merges duplicates, prunes low-confidence entries, resolves conflicts. The brain never sleeps — it's always evolving.

🔄 Cycle active
→ Knowledge consolidating
→ Brain evolving

v6.0 — Three new paradigms

Not incremental updates. Three entirely new ways to think — that no other AI architecture has.

🧭

Anticipatory Priming

You walk into the kitchen and suddenly remember you need milk. Your brain didn't wait for you to ask — it pre-loaded the memory from context. AuraBrain does the same thing. It watches what tools you're using, what topics you're discussing, what you've accessed recently — and quietly surfaces the knowledge you're about to need, before you ask. No more digging through history. The right answer appears just as the question forms.

🔗

Causal Inference

Most systems tell you "these two facts conflict." AuraBrain tells you why. It maps cause and effect — not just correlations. When you learn that a root assumption was wrong, the brain doesn't just flag the contradiction. It traces the entire causal chain downstream and re-evaluates every conclusion that depended on it. Fix the root cause once, and every ripple corrects itself automatically.

🌊

Adaptive Forgetting

You don't remember what you had for lunch on March 12th, 2024. But you remember that fire is hot. Human memory decays — temporal facts fade, timeless truths persist, and similar experiences merge into general insights. AuraBrain works the same way. Yesterday's cache expiry time? Forgotten. The lesson that caching reduces load by 40%? Kept forever. Forgetting is not deletion — it's intelligent compression that keeps the brain fast, relevant, and human-like.


Self-healing. Self-guarding.

Traditional memory stores and forgets. AuraBrain detects contradictions, resolves them with evidence, and blocks you from repeating past mistakes.

Conflict Resolver

When two memories contradict, the brain searches all stored lessons and decisions. If evidence clearly favors one side, it auto-resolves. Otherwise, it surfaces the conflict for your decision.

POST /conflicts/resolve
{ atom1, atom2 }
→ resolved: true ✓
→ winner + evidence
🚫

Layer Guard

About to install something? The guard checks if your brain has AVOID warnings, past decisions, or known issues. Returns BLOCKED, CAUTION, or CLEAR — before you repeat a past mistake.

POST /guard/check
{ name: "web_search" }
→ blocked: true 🚫
→ blocker: "Tool conflict error"
🩹

Self-Healing

Duplicate atoms? Auto-merged. Wrong evidence type? Auto-corrected. 51K false conflicts? Reduced to 7 real ones. The brain repairs its own data quality — automatically, every sync cycle.

51,457 conflicts → 7
1,438 duplicates → 0
UNVERIFIED → DATA ✓
Self-healing: automatic

🪱 NEW in v6.0 — ✨ Brain Angel v2

The brain that repairs itself

No other AI system has an autonomous maintenance agent that detects contradictions, merges duplicates, and fills knowledge gaps — 24/7, continuously. ✨ Brain Angel v2 is modeled after biological microglia: the immune cells that patrol your brain, cleaning up debris and repairing damage without you ever noticing.

🧹

Clean Instinct

Proliferates through the Atom Space, merging duplicate atoms, pruning dead edges, and sweeping up debris. Just like microglia clearing amyloid plaques — but for your knowledge base.

1,438 duplicates → 0
Dead edges pruned automatically
🔍

Audit Instinct

Sweeps for contradictions, type mismatches, and confidence anomalies. Flags atoms where evidence doesn't match claims — reducing 51K false conflicts down to the 7 that actually matter.

51,457 conflicts → 7 real
UNVERIFIED → DATA ✓
🔗

Synthesize Instinct

Discovers hidden connections between atoms and creates new edges. When two separate facts share a common thread, Synthesize weaves them together — turning isolated knowledge into an interconnected web.

New edges discovered
Weak connections strengthened
🔮

Predict Instinct

Anticipates what knowledge the brain will need next and pre-generates candidate atoms. Like microglia that sense inflammation before damage occurs — ✨ Brain Angel spots gaps before they become problems.

Gaps filled proactively
Knowledge pre-loaded
Your brain repairs itself. 24/7.
No manual cleanup. No stale knowledge. No contradictions that linger. ✨ Brain Angel v2 is microglia for AI brains — and no other LLM system has it.

🏗️ 3-Brain Architecture

Three brains. One knowledge graph.

Agency, Hermes, and Pi each run their own brain instance — but they share a unified Atom Space with real-time sync. Zero duplicates. Total coherence.

🏛️
Agency :3000
The Strategist
Orchestrates goals, decomposes tasks, and drives high-level reasoning. The brain's executive function.
Hermes :3003
The Messenger
Routes knowledge between brains, propagates edges, and handles Bridge v4 content-hash sync in real time.
🥧
Pi :3004
The Specialist
Deep domain knowledge, technical precision, and creative reasoning. Pi handles what needs nuance.
830
Atoms
219
Edges
0
Duplicates
Real-Time Sync
🌉 Bridge v4 Achievements
Content-hash sync
Edge propagation
Type canonicalization

Why now?

Every day without cognitive memory, your AI makes the same mistakes, forgets the same lessons, and hallucinates the same fabricated claims. The cost isn't just accuracy — it's trust.

~70%
of AI outputs contain
unverified claims
0%
of current AI tools
self-correct autonomously
Cloud-Powered
is all it takes to give
any AI a brain

People are talking

Early adopters and researchers share their experience with cognitive architectures.

"The fabrication detection alone saved us weeks of debugging. We caught hallucinated statistics before they made it to production."
Early Adopter · AI Engineering Lead
"Finally, an AI that doesn't just remember — it thinks about what it remembers. Gap detection is a game-changer."
Researcher · Cognitive Science Lab
"Cloud-powered intelligence that works anywhere. This is what efficient AI infrastructure should look like."
Developer · Edge AI Startup

Selected testimonials from early adopters.


Built for anyone building with AI

Whether you're shipping agents, running research, or building products — AuraBrain makes your AI smarter.

🤖

AI Agent Builders

Developers

Give your agent persistent memory and self-correction. Stop restarting from zero every session.

  • Persistent context across sessions
  • Automatic fabrication detection
  • Self-healing knowledge base
  • Works offline, no cloud needed
🔬

Researchers

Data Science & ML

Verify claims, detect fabrication, build knowledge graphs that evolve with your research.

  • 9-type verification system
  • Confidence scoring on every claim
  • Gap detection for blind spots
  • Citation and source tracking
🏗️

Product Teams

Startups & Enterprise

Ship AI features that actually improve over time. Cloud-powered, pay-as-you-grow.

  • Cloud-powered intelligence
  • Cloud-powered — runs anywhere
  • cloud-powered, instant deployment
  • Commercial licensing, request access

See the brain in action.

# Store a verified fact
POST /atoms
{ "content": "PPO achieves 499/500 on CartPole",
"confidence": 0.95, "tags": ["rl"] }
 
# Verify a claim
POST /verify
{ "claim": "PPO achieves 500/500 on CartPole" }
{ "confidence": 0.25, "violations": ["NUM_EXAGGERATION"] }
 
# Detect what you DON'T know
POST /gaps
{ "gaps": [11 blind spots surfaced] }

How the brain connects

Every pathway reads from and writes to a unified Atom Space. Facts flow into verification. Verification feeds correction. Correction triggers consolidation. The brain never stops evolving.

Atom Space → Recall
Verify → Atom Space
Reason → Inferences
Correct → Lessons
Cycle → Merges
Meta → Self-awareness
Skills → Procedures
Suggest → Proactive

🦀 Rust Modules (19)

Modular, tested, production-ready. Each crate handles one cognitive function.

aurabrain-core Atom, AtomSpace, Persistence
aurabrain-verify 9-type fabrication detection
aurabrain-correct Self-correction pipeline
aurabrain-infer Bayesian reasoning engine
aurabrain-gaps Knowledge gap detection
aurabrain-worm ✨ Brain Angel maintenance
aurabrain-meta Metacognition loop
aurabrain-skills Procedural memory
aurabrain-suggest Proactive recommendations
aurabrain-recall Query & retrieval
aurabrain-server REST + gRPC server
aurabrain-auth Authentication & API keys
aurabrain-py Python bindings
aurabrain-cli Command-line interface
aurabrain-priming Anticipatory priming
aurabrain-causal Causal inference engine
aurabrain-forgetting Adaptive forgetting
aurabrain-brain-worm Autonomous maintenance agent
aurabrain-bridge Multi-brain sync & Bridge v4

Rust core. Python bindings. REST API. gRPC. One binary. 19 modules. 16,027 LoC.


Cloud-powered. That's the whole brain.

No local GPU needed. Powered by AuraBrain Engine (cloud). Works on any device — laptop, phone, tablet.

Cloud
Powered
0
GPU Required
9/18
Offline Pathways
184+
Tests Passing
19
Modules
16,027
LoC

30 years of cognitive science.
Shipped for the first time.

AuraBrain implements proven cognitive architecture research — not just vector search with a new name. Founded on Holographic Reduced Representations (HRR), Bayesian epistemology, and metacognitive monitoring theory.


🔒 Proprietary Technology — Early Access

Request access for your team. Commercial licensing available. No public repository.

Frequently asked questions

What is AuraBrain?
AuraBrain is the first agent-agnostic cognitive architecture — a Rust-native cognitive engine that gives any AI memory, verification, self-correction, and reasoning. It runs cloud-powered with no local GPU required.
How is AuraBrain different from Mem0?
Unlike Mem0 and other vector databases, AuraBrain uses typed cognitive atoms with 18 reasoning pathways including hybrid keyword+semantic search, 9-type fabrication detection, Bayesian belief updates, self-correction, gap detection, metacognition, conflict auto-resolution, layer guarding, self-healing, adversarial reasoning, goal decomposition, autonomous reflection, anticipatory priming, causal inference, adaptive forgetting — not just vector similarity.
Does AuraBrain require a GPU?
No. AuraBrain is cloud-powered with no local GPU required. Works on any device powered by AuraBrain Engine.
Which AI agents work with AuraBrain?
AuraBrain is agent-agnostic. Works with GPT, Claude, Gemini, and any system that can call a REST or gRPC API.
What is ✨ Brain Angel?
✨ Brain Angel is AuraBrain's always-on maintenance engine. It runs continuously, merging duplicates, resolving conflicts, pruning low-confidence entries, and evolving knowledge — 24/7, no sleep required.
What is Conflict Resolver and Layer Guard?
Conflict Resolver automatically resolves contradictions when two memories conflict. It scores each side against stored lessons and decisions — if evidence clearly favors one, it auto-resolves; otherwise it surfaces the conflict. Layer Guard checks any module/package you’re about to install against your brain’s stored warnings. If you previously decided to avoid something, the guard blocks the install before you repeat the mistake.
Can I self-host?
Yes. AuraBrain runs on cloud infrastructure managed by AuraBrain Engine. REST API on :3000, gRPC on :50051. Zero local infrastructure needed.
What is Anticipatory Priming?
Anticipatory Priming is like walking into the kitchen and suddenly remembering you need milk — your brain pre-loads relevant memories from context before you even ask. AuraBrain tracks what tools you're using, what topics you're discussing, and what you've accessed recently, then quietly surfaces the knowledge you're about to need. No more digging through history — the right answer appears just as the question forms.
What is Causal Inference?
Most systems just tell you "these two facts conflict." Causal Inference tells you why. It maps cause and effect, not just correlations. When you learn a root assumption was wrong, AuraBrain traces the entire causal chain downstream and re-evaluates every conclusion that depended on it. Fix the root cause once, and every ripple corrects itself automatically — no manual cleanup needed.
What is Adaptive Forgetting?
You don't remember what you had for lunch on March 12th, 2024 — but you remember that fire is hot. Human memory decays naturally: temporal facts fade, timeless truths persist, and similar experiences merge into general insights. Adaptive Forgetting works the same way. Yesterday's cache expiry time? Forgotten. The lesson that caching reduces load by 40%? Kept forever. It's not deletion — it's intelligent compression that keeps the brain fast and relevant.
Limited early access — apply now

The world uses AI wrong.
Let's fix that.

Give your AI a brain. Memory, verification, self-correction — cloud-powered, works anywhere.

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✓ Runs everywhere ✓ Cloud-powered ✓ Commercial license

Questions? Let's talk.

Whether you're interested in partnerships, early access, or just want to learn more — we'd love to hear from you.