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Skills2026-06-08 · source-backed
Before treating an agent task as complete, spawn a reviewer in a clean context that sees only the diff and your acceptance criteria, not the reasoning that produced the change. It evaluates the result on its own terms and catches the cross-cutting gaps the original session rationalized away. The longer the agent ran unattended, the more this matters.
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Have it write and execute a small script whose stdout is the only thing that comes back. One execution replaces several read and grep calls, and the raw bytes never cost you context. It's the single highest-leverage habit for keeping long sessions cheap. (context-mode)
The term stabilized across Martin Fowler's site, Addy Osmani, LangChain ("Agent = Model + Harness") and an arXiv exploratory study, converging on a five-layer definition: tool orchestration, verification loops, context and memory, guardrails, observability (Martin Fowler). The...
A 110-page complaint in the Central District of California alleges mass training-data infringement and seeks an injunction that, if granted, would force at least a temporary shutdown of the service (Fireship / Hollywood Reporter). As of June it sits in discovery. This is the p...
agentic-kv-cache simulates cross-request prefix caching against real traces, not synthetic ones: 68,266 requests across 393 Claude Code sessions at 64-token blocks, plus Mooncake traces at 512-token blocks. It models prefix-contiguous hits, radix eviction constraints and pinne...
Qiuner/birdview was created September 12 at 06:59Z, MIT, JavaScript, pitched as "stop letting AI code blind" by mapping a codebase's architecture before every change. The 40:1 star-to-fork ratio on a day-old repo points at attention rather than adoption, and there's no seconda...
Factory shipped into beta September 8 and took Product Hunt's top slot September 9 with 468 upvotes. The post gives audited counts: agents authored 17.0% of merged PRs (277 of 1,627) and closed 28.5% of issues (222 of 778), against a headline claim of 25-35% and 50-60%. The ch...
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