Goodfire says its new ‘inside-out’ monitors catch rogue AI agents at a fraction of the cost
Goodfire's inside-out monitoring cuts the cost of agent oversight by replacing expensive second-AI watchers with model introspection.

Why it matters
Agent safety and monitoring infrastructure is moving from external (expensive, always-on) to internal (sparse, introspection-based). This shifts the economics of production agent deployment and changes how enterprises think about agent guardrailing.
The key facts
5 to knowGoodfire launched inside-out agent monitors that peek into model internals instead of reading all agent outputs
Claimed cost reduction versus traditional external monitoring (second-AI read-everything approach)
Monitors only flag anomalies for secondary review, reducing overhead
Product positions as cheaper alternative to expensive agent oversight systems
No pricing, deployment numbers, or independent benchmarking disclosed
Go to the source
TechCrunch AItechcrunch.com
Publisher excerpt: Goodfire just launched what it says is a cheaper way to keep AI agents in check: instead of paying a second AI to read everything an agent does, its monitors peek inside the model while it works and only call in backup when something looks fishy.