Exogram is the execution control plane for autonomous AI. It provides Identity and Access Management (IAM) for non-human entities, enforcing truth, detecting contradictions, and cryptographically gating every agent action before execution.

How is Exogram different from LangChain or CrewAI?

LangChain, CrewAI, and AutoGen are orchestration frameworks — they route agent actions. Exogram governs whether those actions are admissible. Orchestration says what to do. Exogram says whether it's allowed.

How is Exogram different from Mem0 or Zep?

Mem0 and Zep are memory layers — they store context. Exogram stores verified, encrypted, conflict-checked facts with SHA-256 integrity hashes and deterministic PII scrubbing. It's a governance control plane, not just a memory store.

What is the EAAP protocol?

EAAP (Exogram Action Admissibility Protocol) is a four-layer deterministic control plane: Ledger Governance, Meaning Engine, Judgment Engine, and Action Admissibility. It uses deterministic Python logic gates, not LLM inference, to evaluate every proposed action.

Does Exogram train on user data?

No. Exogram does not train models on user data. All ingestion is user-initiated, encrypted at rest with AES-256-GCM, and fully auditable via the immutable ledger.

What is AI IAM (Identity and Access Management for AI)?

AI IAM extends identity and access management to non-human entities — autonomous AI agents. Just as Auth0 and Okta govern human access, Exogram governs what AI agents are allowed to do in production systems.

Does Exogram work with ChatGPT, Claude, and other AI models?

Yes. Exogram is model-agnostic. It integrates via ChatGPT Custom GPT, Claude Desktop (MCP), REST API (for LangChain, CrewAI, AutoGen, LlamaIndex), and a Chrome extension. It governs actions regardless of which model generates them.

How is Exogram different from NVIDIA NemoClaw?

NemoClaw is an agentic AI framework from NVIDIA for building GPU-accelerated AI agents. It focuses on agent execution and hardware optimization. Exogram is the governance layer that sits between any agent framework (including NemoClaw) and execution. NemoClaw builds agents. Exogram governs them.

How is Exogram different from OpenClaw?

OpenClaw is an open-source agent framework for autonomous AI systems. Like LangChain and NemoClaw, it routes agent actions. Exogram provides the governance control plane that determines whether those actions are admissible — with deterministic logic gates, SHA-256 state integrity, and immutable audit trails.

Why do autonomous AI agents need governance?

AI agents in production can modify billing records, delete regulated data, and trigger operational workflows. Without governance, agents operate on probabilistic inference alone. Exogram ensures every action passes through deterministic verification gates before execution — the agent cannot act as its own security guard.

Why do AI agents forget context and lose memory?

AI agents operate within limited context windows and have no native persistent memory. Every new session starts from zero. Exogram solves this with a semantic ledger — a verified, encrypted, conflict-checked memory vault that persists across every session, every model, and every framework. The more Exogram is used, the more ledger entries are stored, and the richer the context becomes.

How do you prevent AI agents from going rogue?

AI agents go rogue when they operate without governance — no guardrails, no execution control, no truth verification. Exogram prevents this with deterministic execution gating: every proposed action must pass through four layers of verification (EAAP protocol) before execution is permitted. The agent cannot bypass the control plane. No action reaches production without cryptographic approval.

How does Exogram improve AI context and inference over time?

Every fact stored in Exogram's semantic ledger enriches the context available to future evaluations. The more Exogram is used, the more verified knowledge accumulates — improving contradiction detection, relevance scoring, and contextual understanding. Unlike static memory layers, Exogram's growing ledger creates compounding intelligence: better context leads to better meaning extraction, which leads to better inference and judgment.

What happens when AI agents hallucinate or contradict known facts?

When an AI agent proposes an action that contradicts verified facts in the Exogram ledger, the action is blocked with a 409 Conflict response. Exogram's conflict detection is deterministic — it compares every proposed claim against the existing truth ledger before execution. Hallucinations are caught before they cause damage, not after.

How is Exogram different from Mem0 or Zep memory layers?

Mem0 and Zep are memory layers — they store and retrieve context for AI agents. Exogram is a governance control plane. It doesn't just store context — it verifies facts, detects contradictions, scrubs PII, enforces constraints, and cryptographically gates execution. Mem0 remembers. Exogram governs. The difference is the difference between a filing cabinet and a security checkpoint.

Exogram is a governed AI memory layer that gives LLMs persistent, verifiable, encrypted memory. Unlike raw vector databases, Exogram verifies facts, detects contradictions, enforces constraints, and encrypts everything at rest — enabling trust-grade AI memory.

How does Exogram differ from Mem0?

Mem0 stores memories as key-value pairs. Exogram goes further with governed verification (every fact is conflict-checked), zero-trust encryption (Fernet AES per-user), PII scrubbing, a full audit trail, and native MCP integration for Claude Desktop.

How does Exogram differ from Zep?

Zep focuses on conversation history management. Exogram focuses on governed fact memory — each entry is verified for contradictions, encrypted with per-user keys, and stored with full provenance. Exogram also supports MCP, CustomGPT, and Chrome extension interfaces.

Does Exogram encrypt AI memories?

Yes. Exogram uses Fernet (AES-128-CBC + HMAC) encryption with per-user salts derived from a master key. All data is encrypted at rest. PII is automatically detected and scrubbed before storage.

Can I use Exogram with Claude Desktop?

Yes. Exogram ships with a native MCP (Model Context Protocol) server that integrates directly with Claude Desktop. It exposes 5 tools: store_memory, recall, check_fact, search_memories, and health_check.

Where Exogram Fits in the AI Stack — 2026

The Three Layers of Enterprise AI

Comparing Exogram to NemoClaw is like comparing Okta to Microsoft Windows. One is the operating environment. The other is the access control boundary.

Exogram is not an alternative to orchestration frameworks. It is the identity and governance layer that sits between any AI agent and the enterprise database — regardless of which intelligence or orchestration stack you use.

Read the Protocol RFC-0001 →

The AI Stack Matrix

Every enterprise AI deployment has three layers. Intelligence reasons. Orchestration routes. Governance controls. Exogram is the only product purpose-built for the governance layer.

Intelligence

The reasoning engine. Generates outputs, interprets prompts, and produces probabilistic inference.

OpenAI (GPT)Google (Gemini)Anthropic (Claude)Meta (Llama)

Orchestration

The workflow engine. Routes tasks between agents, manages tool calls, and sequences multi-step execution.

NemoClaw (Nvidia)LangChainCrewAIAutoGen

Governance

EXOGRAM

The access control boundary. Cryptographically verifies every state-changing action before it reaches production.

Exogram (EAAP)

Why This Distinction Matters

NemoClaw, LangChain, and CrewAI are orchestration frameworks. They decide which tool an agent calls, how tasks are sequenced, and how multi-agent workflows are coordinated. They are the operating environment.

Exogram is the access control boundary. It does not decide what an agent does — it decides whether that agent's proposed action is cryptographically admissible before it reaches the database.

“Comparing Exogram to NemoClaw is like comparing Okta to Microsoft Windows. You need both. One runs the environment. The other controls who gets in.”

What Makes Exogram Different

Governed Verification

Every fact passes a multi-LLM pipeline: PII scrubbing → constraint checks → conflict detection → encryption → vector indexing. No unverified data enters your memory.

Zero-Trust Encryption

Fernet (AES-128-CBC + HMAC) with per-user salts. Your data is encrypted before storage — we can't read it even if we wanted to. SOC-2 ready out of the box.

Semantic Inference

Pinecone-enriched behavioral analysis generates rich multi-dimensional insights from stored facts. Context assembly is deterministic. Inference is enriched by cross-referencing your memory vault.

Memory Layer Comparison

Exogram vs memory-layer alternatives — governance features that other tools lack

Feature	Exogram	Mem0	Zep	LangMem	MemGPT	Pinecone
Governance
Conflict Detection (LLM-powered)
Constraint Enforcement
Provenance Audit Trail
Cognitive Decay Modeling
Fact Verification Pipeline
Security
Per-User Encryption (AES/Fernet)
Automatic PII Scrubbing
Zero-Trust Architecture
SOC-2 Readiness
Integration
MCP Server (Claude Desktop)
CustomGPT (ChatGPT Actions)
Chrome Extension
REST API
Multi-LLM Orchestration
Memory
Semantic Vector Search
Governed Ledger (not raw store)
Multi-Namespace Isolation
Versioned Memory Entries

Full support Partial Not available

Integration Ecosystem

Exogram works wherever your AI does

MCP (Claude)

Native MCP server

CustomGPT

ChatGPT Actions

Chrome Ext.

Browser capture

REST API

Any platform

Frequently Asked Questions

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