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articleX25 Aug 2026

How we Build Agent Environments & Tasks

TLDR: This is a practical guide on how we create synthetic agent environments and tasks. By the end, we have a two-step pipeline.

Viv@Vtrivedy10

x.com

articleCline18 Aug 2026

Open-sourcing evals for open-weight agents

Learn how Cline evaluates and improves open weight coding agents using Terminal Bench, with practical heuristics for model performance, token efficiency, reasoning, providers, and eval optimization.

Ara Khan

cline.bot

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An Alibaba open-source multi-language benchmark for evaluating LLMs in repository-level automatic code review, featuring an AI-assisted and expert-verified dataset.

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Braintrust

Ship quality agents at scale. Braintrust is the AI observability platform for tracing production, running evals, and catching regressions before they reach users.

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Harbor

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How we Build Agent Environments & Tasks

Open-sourcing evals for open-weight agents

More in Evals

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BenchLocal

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