Did you look at the reasoning trace? I'm curious whether it did a wide scan and saw that suspicious line, or whether it reasoned from the symptoms to that as a cause. A lot of bugs can be proven incorrect locally, and LLMs are great at that
CODE
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LLM-assisted development risks and prevention strategies
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Mate I'm well aware of that risk, you can read some my thoughts about LLM-assisted development here: https://
honnibal.dev/blog/llm-style
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…. Deleting my home directory would definitely be inconvenient so I'd like to take steps to prevent it. -
Voxtral Realtime: High-Performance Real-Time Transcription in Open Source
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Voxtral Realtime paper is out! The model is released under the Apache 2 license, and achieves state-of-the-art transcription performance at sub-500ms latency. Mistral AI for Developers (@MistralDevs) Since launching Voxtral Realtime, the community response has been remarkable. Today, we share the technical report, launch the Realtime playground in Mistral Studio, and share the model in Hugging Face Transformers. 🧵 — https://nitter.net/MistralDevs/status/2024162999599005715#m [Translated from EN to English]
→ View original post on X — @guillaumelample, 2026-02-19 11:28 UTC
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Seasonal Patterns in Claude Coding Adoption and User Power
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The nose dive has more to do with seasonality than model. People came back to work, so the distribution shifted. People Claude coding over winter break are likely more power users.
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Open Source RAG Service with Configurable Chunking and Cosine Similarity
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最近连续分享了不少 RAG 的库/服务，再来一个 RAG。 这次是 RAG as a service，开源，本地自部署免费，云端有免费额度。 特点：
• 支持可配置的 chunk size 和 overlap，用来提升召回（README 里写的是大约提升 12 个百分点的 recall，当然这是他们自己的数据）。 • 用 file_id + 余弦相似度做 -
Graph Machine Learning book — updated techniques with PyTorch Geometric
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2nd Edition — now at http://
amzn.to/45Y3LyI v/ @PacktDataML Graph Machine Learning — Latest advancements in Graph Data to build robust #MachineLearning algorithms 𝓚𝓮𝔂 𝓕𝓮𝓪𝓽𝓾𝓻𝓮𝓼:
Master new graph ML techniques through updated examples using PyTorch Geometric and -
Sonnet 4.6 Launch: Opus-Level Intelligence at Sonnet Prices
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Sonnet 4.6 is live on ChatLLM by Abacus A Pretty big launch.
Feels very close to Opus-level intelligence, but at Sonnet prices.
Honestly, a great pick for simple coding tasks. -
Codex App Makes Developer Switch From Emacs Terminal
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codex app has gotten me to switch from emacs / terminal for the first time
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Multilingual Data Curation Pipeline and Cross-Lingual Transfer Insights
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Excellent work, execution, and report :). In our recent work https://
arxiv.org/abs/2508.07414, we also released a multilingual data curation pipeline for 39 languages. Training models on the data, we share the same insights, mainly cross-lingual transfer, adding multilingual data does not -
Codex Mobile Experience Needs Parity with Terminal Version
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why is Codex on mobile so broken – it should feel similar to the experience on terminal