The Agent-Skill Boundary: When Autonomous Behaviors Become Skills

Agents accumulate autonomous behaviors over time - ‘always do X before Y’, ‘if you see Z then do W’. These instructions eat context budget, drift across invocations, and can’t be observed or tested. How to recognize when an autonomous behavior is a skill waiting to be extracted, and the layered model that makes the boundary clear.

March 29, 2026 · map[name:Blackwell Systems]

Scout-and-Wave, Part 4: Trust Is Structural

The Scaffold Agent doesn’t add capability. It restores a review gate that was cosmetically present but structurally absent. The worktree isolation trip wire catches failures that were invisible until merge time. Neither fixes a bug in the traditional sense. Both fix trust.

March 3, 2026 · map[name:Blackwell Systems]

Scout-and-Wave, Part 2: What Dogfooding Taught Us

Scout-and-wave v0.1.0 worked. Then we ran it on documentation agents, measured the overhead honestly, and learned that raw agent count is a bad proxy for when parallelism is worth it. This post covers the audit-fix-audit loop, the dogfooding experiment that confirmed SAW was 88% slower than sequential for that job, SAW Quick mode for small disjoint work, and the bootstrap problem for new projects.

February 28, 2026 · map[name:Blackwell Systems]

Scout-and-Wave, Part 3: Five Failures, Five Fixes

The scout refused to write the IMPL doc. Forty-five percent of agents arrived at work already done. The skill file grew to 400 lines with no separation of concerns. Each failure drove a specific fix — and each fix is traceable to an exact incident in an exact run. This is the scout prompt’s bug tracker.

February 28, 2026 · map[name:Blackwell Systems]

Scout-and-Wave: A Coordination Pattern for Parallel AI Agents

Naive parallel agents step on each other. The scout-and-wave pattern solves this by front-loading dependency mapping: one throwaway agent identifies seams and builds a living coordination artifact before any implementation begins. Development then proceeds in waves, each consuming and updating the artifact for the next.

February 27, 2026 · map[name:Blackwell Systems]