procedural-memory
Four Projects Shipped 'Skills' Today and None of Them Mean the Same Thing News
A SKILL.md file plus scripts has become the common interface for handing an AI agent reusable expertise, but today's four releases occupy four different layers - writing skills, training agents to use them, deploying them, and governing their supply chain.
The New Frontier in AI Agents: Giving Them a Memory That Actually Sticks News
A cluster of new research treats agent memory as a first-class system, with benchmarks showing that skills learned from multiple models transfer better than one model's own, and a warning that stored memories can make agents sycophantic.
reverse-skill Tool
A deployed cybersecurity skill pack for coding agents: instructions, a routing table that picks the method and tools for a given task type, a local tool inventory, scripts and sub-skills. It also keeps a field journal, writing task outcomes and lessons back to disk so later runs consult prior work. Persistent procedural memory by file mutation, with no verifier checking that each write improves future performance.