How to prevent an AI agent from executing an infinite loop?

Exogram acts as an Execution Authority Layer that monitors intent and rate limits tool calls, intercepting unmonitored loop cost overruns before they execute.

How do you stop LLM indirect prompt injection API access?

A Semantic Firewall decouples the LLM's non-deterministic text generation from the actual tool execution. Exogram inspects the intent of the payload, blocking unauthorized state mutations triggered by prompt injection.

What are deterministic guardrails for LLM tool calls?

Deterministic guardrails are strict, code-level policies (like capability downgrading) that cannot be bypassed by natural language. Exogram wraps every tool call in these policies to prevent execution drift.

Exogram is the memory and safety engine for AI. It securely stores verified facts, reads between the lines to learn user preferences, and ensures AI models reference ground truth instead of hallucinating.

Exogram is designed for everyone building or using AI: solo builders, operations teams, framework developers, and enterprise security leaders.

Data Plane · Control Plane · Governed Autonomy

Make Any AI Smart, Safe, &
Impossible to Break

Exogram is the memory and safety engine for AI. Exogram stops AI agents from leaking customer data, executing rogue database writes, or burning thousands of dollars in infinite API loops — before the action ever executes.

Evaluated in 0.07 milliseconds · Zero model hallucination in safety checks · Works with ChatGPT, Claude, Cursor, LangChain, or custom enterprise code.

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Executive Jargon Decoder (Click any term for plain English)

5-Second Non-Technical Guide

MCP ProtocolUniversal Plug

The standard connector used by Claude, Cursor, and AI apps to access your database and tools.

Like USB-C, but for AI software connections.

Authority RuntimeSafety Engine

The 0.07ms guardrail engine that inspects every AI action before it can execute.

Like an instant security guard approving tool calls.

Deterministic GateUnbypassable Rules

Strict mathematical checks that cannot be tricked by clever AI prompts or jailbreaks.

A hard door lock, not a friendly sign.

Cryptographic AuditProof Ledger

Tamper-proof execution logs built specifically for SOC 2, EU AI Act, and compliance auditors.

A black box flight recorder for AI actions.

5-Second Interactive Demonstration

See Exogram Safety Intercept in Action

Select a mode below to test how an AI agent handles a dangerous tool request.

Click "Without Exogram" or "With Exogram" to run simulation...

0.07ms deterministic evaluation · Zero model hallucination in safety rules

Who Is Exogram For?

Select your role to see how Exogram prevents costly AI mistakes in 5 seconds.

Security Leaders

CISOs & Security Architects

Prevent autonomous agents from leaking sensitive customer data, executing unauthorized tool calls, or bypassing database access rules.

See Security Controls

Engineering Teams

CTOs & AI Engineers

Stop infinite API loops, double-spend bugs, and state corruption in LangChain, AutoGen, CrewAI, and Claude MCP adapters in sub-0.07ms.

Explore SDK & Docs

Audit & Legal

Compliance Officers & CFOs

Generate tamper-proof audit trails mapped directly to EU AI Act, NIST AI RMF, SOC2, and HIPAA regulatory mandates.

Review Compliance Matrix

Instant Safeguards · Zero Configuration Required

3 Costly AI Mistakes Exogram Stops Instantly

Whether you are an executive managing compliance risk or an engineer deploying agents, here is how Exogram protects your business in plain English.

Compliance & Security

Automatic SOC 2 & HIPAA Audit Trails

The Plain-English Fix: Exogram acts as an unchangeable flight recorder. Every AI decision and database action is automatically logged with cryptographic proof, so you hand auditors clean evidence with zero custom logging code.

# 1. AI agent proposes action

exogram.record_action(agent="bot")

# 2. Tamper-proof proof sealed (0.07ms)

Read Audit Blueprint

Safety Boundary

Execution Governance: The Gatekeeper

The Plain-English Fix: AI should never have raw access to your live systems. Exogram sits between the AI and your database, checking every requested action against your company rules before it is allowed to run.

# 1. AI requests tool execution

result = exogram.gate(payload)

# 2. Blocked if rules are violated

How It Works

Cost & Stability

Stop AutoGen & LangChain Infinite Loops

The Plain-English Fix: Prevent runaway multi-agent loops from draining your API budget. Exogram detects repetitive conversational death spirals and shuts them down before they burn thousands of dollars.

# 1. Multi-agent loop detected

circuit_breaker.trip(max_turns=5)

# 2. Loop halted, budget preserved

Read Loop Prevention Guide

authority-runtime-gateway.log

Live Production Proof · 500k+ Verifications

Proven at Scale on CareerWin.ai

CareerWin uses Exogram's verification engine to ensure candidate resume claims are fact-checked, not AI-hallucinated. Over 500,000 candidate claims have been fact-checked with 0 AI hallucinations using Exogram's Layer 2 context engine.

Experience CareerWin Live

About the Founder

Richard Ewing · The AI Economist

Exogram was founded by Richard Ewing, published AI Economist and spend auditor reading market signals across 11,000+ technology leaders on LinkedIn & Substack. Richard founded both Exogram (AI governance software) and CareerWin (AI career intelligence).

Read Founder Bio →Substack & LinkedIn (11K+)

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