A small eval loop for the humanizer skill
A case study in using Caliper to evaluate blader/humanizer, tighten voice calibration, and turn the improvement into an upstream contribution with regression coverage.
agents evaluation skills writing
Archive
Blog
Essays, notes, and working models for AI safety, agentic systems, and trustworthy infrastructure.
Skills without evals are just optimism
Tribal knowledge encoded as an AI skill is still just text until you evaluate it. Ablation baselines, routing regression tests, trajectory autoraters, and the gotchas flywheel keep encoded knowledge from rotting.
agents evaluation skills
Why traditional access control fails with agents
Everyone is worried about AI reading things it shouldn't. That's the wrong threat model. The problem starts after the agent reads.
ai-safety agents security access-control
You secured MCP. Skills are a different problem
Skills bundle instructions, scripts, and MCP servers into a single installable package. That convenience is also the attack surface.
ai-safety mcp supply-chain security
Welcome
A few words on what this space is about.
ai-safety meta