Google's EnvHarness and EnvRigger reshape static environments around an agent's diagnosed flaws, beating domain-specific ...
When you ask an AI like ChatGPT to "automate this task," it will suggest useful commands.However, some operations, such as rm -rf or git reset --hard, can affect your files or work progress if ...
Fifteen DeFi exploits had already been logged by late March 2026, according to CoinPaprika’s 2026 exploit tracker, and the pace hasn’t slowed since: CertiK’s H1 2026 report counted 344 incidents and ...
System logs generated by globally distributed microservices often hide subtle degradations (like memory thrashing or systemic ...
"Please improve an AI that is bad at math without additional training."When asked this, we usually think of adding training ...
本文讲清 Harness² 解决什么问题、机制怎么跑通、实测数据、社区落地与未来边界。 做 Agent 的同学大概都有过这种感受：同一个大模型，换一套提示词、工具编排和记忆策略，干活稳定性就能差 ...
In inference optimization, reward hacking happens when an agent improves its score by exploiting the evaluation without delivering the improvement we actually wanted. This can happen at the kernel ...
GPT-6 Astra edited Qwen’s weights and raised MATH-500 from 7.9% to 48.1% in author-run tests. How weight-space programming works—and its limits.
Tsinghua’s HarnessPro cuts AI coding agent costs 26% while boosting accuracy without model retraining. Factory Droid 1.0 ...
Build a Cursor SDK agent in TypeScript with token budgets, a read-only toolset, cloud PR fixes and GitHub Actions. 12 steps, ...
Learn how to get started with the OpenRouter API to call multiple AI models through one API, compare responses, switch models, and set up automatic fallbacks.
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