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.

How do you secure autonomous AI agents?

Exogram secures autonomous AI agents by acting as an Authority Runtime execution boundary. We intercept proposed tool calls, database mutations, and transactions, validating them in 0.07ms against deterministic policy constraints before execution.

What does deterministic policy enforcement mean?

It means AI actions are gated by strict, hard-coded code rules rather than probabilistic model outputs. If an LLM makes an unsafe tool call proposal, Exogram blocks it deterministically at the execution boundary.

How is Exogram different from guardrails?

Guardrails filter model text outputs (post-generation filters). Exogram governs runtime execution. We intercept and block the actual tool call before it reaches production infrastructure, regardless of what text the model generated.

Can Exogram policies be bypassed by prompt injection?

No. Because Exogram sits between your agent orchestration framework and your database/APIs, the agent cannot execute any system call without passing through our policy gateway, rendering prompt injection attacks harmless to backend state.

Layer 2: Deterministic Inference

GPT-4 keeps generating unwarranted inferences JSON keys and breaking my script. How do I force strict JSON?

LLMs are stochastic text generators. No matter how much you prompt-engineer them or use "JSON mode," they will eventually make unwarranted inferences a key, use the wrong data type, or drift from your schema in edge cases.

When an agent is connected to a production API, a made unwarranted inferences JSON key isn't just an error—it's potentially data corruption.

The only way to guarantee 100% strict JSON is through Deterministic Inference (Layer 2 of the Exogram Authority Runtime). Exogram intercepts the LLM's probabilistic output and forces it through a hard-coded schema validation engine in 0.07ms. If the LLM makes unwarranted inferences a key, Exogram instantly returns an HTTP 400, rejecting the payload before it touches your script.

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Remediate Ai Probabilistic Variance Enforce Deterministic Ai Security Deploy Ai Guardrails Safely

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GPT-4 keeps generating unwarranted inferences JSON keys and breaking my script. How do I force strict JSON?

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