26 articles
A deep dive into the review-manager powering opencode-team-lead — how it selects reviewers, isolates their contexts, arbitrates disagreements, and produces a structured verdict without reading a single line of code.
On long tasks, an all-in-one agent loses track and reviews its own code with the same blind spots that produced it. I built opencode-team-lead to fix both problems with a strict delegation pattern.
SHA256 as a KDF, no salt, no versioning — the classic encryption pitfalls in Go, and how cryptio fixes them with Argon2id.
sort.Interface, slices.SortFunc (Go 1.21+), and when a generic library actually saves you time — the complete picture.
In a codebase that serves as the source of truth, everything an agent needs to 'know' should be mechanically verifiable. Giving your agents memory is patching in prose what should be encoded in the harness.
Anthropic and OpenAI published their harness engineering post-mortems weeks apart. Different problems, same conclusions — here's what to take away.