guardrails

2 posts with the tag “guardrails”

Let It Cook: When AI Fixes Its Own Mess

Jan 10, 2026 - 5 min read - 1052 words

KFR

Principal Engineer @ SOK

Case Study: Self-Correcting Test Isolation. Ask an AI agent to fix flaky tests and walk away. 10 minutes later: 164 insertions, 85 deletions, and zero failures. Here’s how guardrails enabled that level of autonomy.

Stop Prompting, Start Steering

Jan 8, 2026 - 8 min read - 1502 words

KFR

Principal Engineer @ SOK

Featured

AI agents have the patience of a saint, the work ethic of a caffeinated squirrel, and the long-term memory of a goldfish. The fix isn’t better prompting — it’s treating them as workflow executors who need documentation, procedures, and constraints.