H.U.N.I.E.
Human Understanding Neuro Intelligent Experience
Cognitive infrastructure for AI agents.
Persistent memory. Confidence scoring. Self-correcting consolidation.
The Problem
Every AI agent has amnesia.
- ✕Forgets between sessions
- ✕Repeats mistakes
- ✕Fills gaps with hallucinations
- ✕No confidence in its own knowledge
- ✓Persistent across sessions
- ✓Self-correcting consolidation
- ✓Confidence-scored retrieval
- ✓Reports known unknowns
Large language models forget everything between sessions. Developers duct-tape memory with vector databases and conversation logs — but storing data is not the same as understanding it. Until now.
How It Works
Write. Consolidate. Read.
01
Write
Send knowledge to H.U.N.I.E. — structured facts or experiential context. Every write carries source attribution and is staged for consolidation.
02
Consolidate
The engine evaluates incoming information against everything already known. Contradictions flagged. Redundancies merged. Confidence scored.
03
Read
Query by natural language, entity name, structured filters, or graph traversal. Every result returns with a confidence score and known-unknown flags.
The Difference
Not a database. An intelligence layer.
Confidence scoring
Every memory carries a score from 0.0 to 1.0. Source reliability, corroboration count, recency decay, and contradiction penalties — all computed on every write and recalculated on every consolidation pass.
Self-correcting consolidation
New information is evaluated against existing memory in real time. Contradictions are detected and flagged. Redundant knowledge is merged. The system gets smarter with every write — not just bigger.
Dual memory architecture
A structured knowledge graph for facts about the world, and a conversational context layer for experiential memory — what happened, what was decided, and why. Both layers unified under one schema.
Known unknowns
When H.U.N.I.E. doesn't have information, it says so. The system explicitly reports gaps instead of letting agents guess. This is how hallucination is eliminated at the memory layer.
See It Work
One API call. Full intelligence.
// Write a memory
const result = await fetch('https://api.hunie.ai/v1/memory/write', {
method: 'POST',
headers: {
'Authorization': 'Bearer hunie_your_api_key',
'Content-Type': 'application/json'
},
body: JSON.stringify({
agentId: 'agent-001',
content: {
contentType: 'KNOWLEDGE_GRAPH',
entity: 'Acme Corp',
entityType: 'ORGANIZATION',
attributes: {
industry: { value: 'Technology', type: 'string' },
employees: { value: 5000, type: 'number' }
},
summary: 'Acme Corp is a technology company.',
tags: ['client', 'enterprise']
},
source: {
type: 'AGENT_EXPERIENCE',
reliabilityWeight: 0.85,
name: 'CRM Integration'
}
})
});
// → { confidence: 0.62, action: "CREATED", contradictions: [] }Pricing
Infrastructure that scales with you.
Spark
- ●1,000 writes/mo
- ●5,000 reads/mo
- ●10,000 stored memories max
- ●1 agent, 1 namespace
- ●Daily consolidation (batch)
- ●Basic confidence scoring
- ●90 days inactive = data purge
- ●Community support
Circuit
- ●25,000 writes/mo
- ●100,000 reads/mo
- ●250,000 stored memories
- ●5 agents, 3 namespaces
- ●Hourly consolidation
- ●Full confidence scoring
- ●5 webhook notifications
- ●Email support (48hr)
Core
- ●200,000 writes/mo
- ●1,000,000 reads/mo
- ●2,000,000 stored memories
- ●25 agents, 10 namespaces
- ●Real-time consolidation
- ●Custom confidence tuning
- ●Unlimited webhooks
- ●Contradiction dashboard
- ●Memory health analytics
- ●Audit log (90-day)
- ●Bulk import/export
- ●Priority support (24hr)
Sovereign
Starting at $1,500/mo
- ●Unlimited everything
- ●Dedicated instance
- ●99.9% SLA
- ●SSO / SAML
- ●Data residency options
- ●Custom namespace schemas
- ●Compliance readiness (SOC 2)
- ●Priority feature requests
- ●Dedicated support channel
- ●Custom integration onboarding