MEMORY · TOOLS · GUARDRAILS · GOVERNANCE

The Enterprise
Infrastructure Layer.

Memory, tool registry, safety guardrails, and human-in-the-loop approval. The platform separating prototype agents from production-grade enterprise systems.

Platform DocsArchitecture →
Platform Stack
①Guardrails + ApprovalRisk · HITL · Audit
②Dynamic Tool RegistryFastAPI · Semantic
③Agent Memory SystemRedis · ChromaDB · PG
④LangGraph ExecutionStateful · Checkpointed
⑤LiteLLM Model GatewayClaude · GPT-4o · Groq
04
Platform Modules
✓
Audit Logging
HITL
Human In The Loop
3-tier
Memory Layers
// Guardrails

Risk Scoring System

Score < 0.3 — Auto-execute immediately
Score 0.3–0.7 — Flag and notify operator
Score > 0.7 — Block, require human approval
All actions → immutable audit log → PostgreSQL
// Memory

Three-Layer Memory

Short-term (session)Redis
Vector memory (semantic)ChromaDB
Long-term (persistent)PostgreSQL
State checkpointingLangGraph
// Projects

Platform Modules

P1PHASE 3
Agent Memory System
Persistent, queryable agent memory. Agents remember past interactions and retrieve context semantically across sessions.
Intent → Semantic Retrieve → Context → Agent
ChromaDBRedisPostgreSQL
P2PHASE 3
Dynamic Tool Registry
Agents discover and invoke tools at runtime by semantic search — no hardcoding required.
Intent → Semantic Search → Tool Match → Execute
FastAPILangGraphChromaDB
P3PHASE 3
Guardrails + Approval Layer
Risk scoring, human approval queue, immutable audit logging. Every agent action evaluated before execution.
Action → Risk Score → Gate → Approve/Block
LangGraphPostgreSQLRedis
P4PHASE 4
Multi-Tenant Agent Platform
SaaS evolution — tenant isolation, billing metering, admin dashboard, API keys.
Tenant → Isolated Agent → Billing → Dashboard
SaaSMulti-tenantEnterprise
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