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Agents2026-08-09 · source-backed
Accio open-sourced it August 2, now 1,042 stars: 107 tasks across 14 containerized mock services replicating Alibaba, Shopify, and FreightOS (GitHub). Task mix is 53 CLI, 28 browser, 16 file ops, 10 API/MCP, split 65 text-only / 20 browser-text / 22 vision-requiring. Twelve model families on two harnesses. Claude Opus 5 led both at 66/107 (61.7%) on the Accio harness and 60/107 (56.1%) on OpenClaw. What separates this from most agent benchmarks is that tasks require mutating state, not answering questions. The 5.6-point harness gap on identical models is its own finding.
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The leaderboard says first place. The methodology says you should check your own bill. Qwen3.8 Max now ranks first on Artificial Analysis' agentic index, scoring 86.1 on OSWorld-Verified ahead of GPT-5.6 Sol Max at 83.2 and Fable 5 at 85.0, priced at $2.00/M input and $6.00/M...
A spec is a press release until someone who didn't write it implements it. GitHub made Agent Plugins 1.0 generally available on August 12 across VS Code, Copilot CLI, the Copilot SDK, and the Copilot app on all plans. The spec, published August 6, was co-authored by AWS, Anysp...
Not mocks, not static transcripts. High-fidelity reproducible replicas of real online commerce services, with a reproducibility contract, live leaderboard, and reference results run through the OpenClaw harness. The stateful-replica approach targets the failure mode static ben...
QM went up under MIT license. Created July 29. As of the GitHub API check: 8,420 stars, 887 forks. Five days. YC uses it internally across accounting, legal, events, and engineering, including to build QM itself. Every employee and every Slack room gets its own scoped memory,...
One Claude Code release fixed two independent permission-check bypasses on the same day. That's the story. Version 2.1.221, shipped August 4, patches a Bash tool bypass where zsh could execute hidden commands embedded inside [[ ]] regex conditionals. The approval prompt never...
Three separate Anthropic changes over about two weeks point the same direction, and none of them announced themselves as a strategy. Claude Code 2.1.238 added claude self-hosted-runner --defer-shutdown-max-min, which keeps serving attached sessions on SIGTERM, parks whatever's...
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