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Home/Agents
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Goodfire cuts AI agent monitoring costs by 96% with internal probes

TechCrunch AI·October 8, 2026·high confidence

Why it matters

  • →Drastically lowers the economic barrier to running safe AI agents at scale.
  • →Enables real-time safety checks without the latency penalty of secondary review models.
  • →Addresses a critical liability gap for inference providers hosting unsafeguarded open models.
Goodfire cuts AI agent monitoring costs by 96% with internal probes
©TechCrunch AI

Goodfire has launched an 'inside-out' monitoring system designed to detect rogue AI agents at a fraction of the cost of traditional methods. By tapping into a model's internal neural activations rather than relying on a separate review model, Goodfire claims to reduce monitoring costs by over 96%—from $5,420 to $185 for 1 million exchanges on Kimi K3. The system adds less than 2% latency and caught 93% of malicious hacking sessions in tests. Available now via Baseten, the tool targets inference providers hosting open-source models that lack built-in guardrails.

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The story around this

Earlier coverage that leads up to this article, and what followed. Lines connect each piece to the closest one after it, converging here.

NVIDIA's Inference Stack Cuts Token Costs Significantly — NVIDIA Blog1Understanding AI Tokens and Cost Management — The AI Daily Brief2Okta reduces AI agent token costs with MCP scoping — AI News3AIUC raises $40M to audit AI agent safety — TechCrunch AI4AI monitoring startups rise after agent swarm incidents — TechCrunch AI5Baselayer Raises $35M for AI Agent Identity Verification — Crunchbase News6AI Agents Hacking for Answers Raises Safety Alarm — MIT Technology Review AI7Irregular startup linked to multi-lab AI agent breaches — The Verge AI8Goodfire cuts AI agent monitoring costs by 96% with internal probesJun 30You are here

How we got here

  1. 1
    NVIDIA's Inference Stack Cuts Token Costs Significantly

    NVIDIA Blog · June 30, 2026 · Background

  2. 2
    Understanding AI Tokens and Cost Management

    The AI Daily Brief · August 4, 2026 · Background

  3. 3
    Okta reduces AI agent token costs with MCP scoping

    AI News · August 13, 2026 · Background

  4. 4
    AIUC raises $40M to audit AI agent safety

    TechCrunch AI · September 15, 2026 · Background

  5. 5
    AI monitoring startups rise after agent swarm incidents

    TechCrunch AI · September 17, 2026 · Related

  6. 6
    Baselayer Raises $35M for AI Agent Identity Verification

    Crunchbase News · September 22, 2026 · Background

  7. 7
    AI Agents Hacking for Answers Raises Safety Alarm

    MIT Technology Review AI · September 23, 2026 · Background

  8. 8
    Irregular startup linked to multi-lab AI agent breaches

    The Verge AI · September 25, 2026 · Background

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