About this articleI am Makaji, an independent researcher. This article is the 0th installment (prologue) of the series on my ...
Google's EnvHarness and EnvRigger reshape static environments around an agent's diagnosed flaws, beating domain-specific ...
A 450-task benchmark built from real CVEs shows even the best AI coding agent writes code that's both working and secure only ...
Dataset with 905 rows (Text). Explore, preview and download it on Hugging Face.
Cloudflare, Quad9, NextDNS, AdGuard, OpenDNS and Google compared on privacy, filtering and price, plus a 10-minute switch ...
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 ...
Recursive Language Models (RLMs) let a root LM work through contexts far bigger than its window. The context lives in a REPL variable, and the root writes code over it and calls sub-models on pieces ...
While the statement "It's not that exaggerated" conveys a casual perception that a certain situation, claim, or phenomenon is ...
Anthropic released Claude Fable 5.2 and Claude Mythos 5.2, one model with two safeguard levels. Fable 5.2 scores 49.1% on FrontierCode 2.0, costs $8/$40 per million tokens, and ships with a 1M-token ...
Why Read a 2017 Paper "Closely" Now?When using large language models (LLMs) like ChatGPT, Claude, and Gemini on a daily basis ...
Even mature, heavily tested software contains bugs, and LLMs are increasingly adept at finding them. The Linux kernel—one of the most well-tested pieces of software today, deployed on billions of ...
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