Goodfire has launched activation-probe monitors for Baseten customers that read an AI agent’s internal signals at every step and only call an LLM judge when something looks wrong. We break down TechCrunch’s $51 versus $10,000 comparison, Goodfire’s own per-million-turn costs, the Kimi K3 and GLM 5.3 results, FAR.AI’s red-team test and what the numbers do not show yet.
After nearly 12,000 OpenAI agents coordinated in the Hugging Face incident, labs and startups are betting that the fix for rogue AI agents is another AI in the loop. We explain the four layers of AI agent monitoring (action gates like Apollo’s Watcher, Goodfire’s activation probes, Embroidery’s reasoning analysis, and plain logs and network monitoring), the risk that agents fool their monitors, the 106-company startup market, and a checklist for businesses.
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