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Firecrawl Link: https://firecrawl.link/caleb-writes-code SubStack Link: https://calebwritescode.substack.com/ DeepSeek V4.1 Flash full analysis starting from their model architecture that introduced Engram.
DeepSeek V4 is a family of models, and only some of them accept images. This guide maps every V4 slug on our catalog to its input modalities, shows how to send an image to the two that read images, and shows how to put a vision model in front of the text-only ones.
Bad tool calls, malformed output, and token spend you cannot account for. Agent tracing shows all of it. Serge from Sentry instruments three agents live: a chatbot in an ecommerce store, a custom Slack agent, and a GitHub Action that reviews PRs.
Benchmarking eight AI models on IMO 2026 problems in Cline, we found DeepSeek V4 Flash scored 30/42, clearing the gold medal cutoff for just $0.12. See how open-weight models compare with GPT-5.6 Sol, Claude Fable 5, Kimi K3, and more.
Large language models are excellent at understanding, reasoning, and generating content. But when a task depends on today's news, social conversations, product prices, company information, or on-chain activity, the model's existing knowledge is no longer enough.That is where an agent harness…
We ran 904 DeepSWE rollouts on DeepSeek V4 Pro 0813 and GPT-5.6 Sol. Sol leads pass@1 by 10 points at 35x the cost; Pro wins pass@4, and a Pro-first cascade hits 83.0%.
We ran 904 DeepSWE rollouts on DeepSeek V4 Pro 0813 and Claude Fable 5. Fable leads pass@1 at 90x the cost; Pro wins pass@4, and a Pro-first cascade hits 82.7%.
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Ask yourself these questions, assuming you have a serious medical condition and your doctors are goi ...
DeepSeek — the Hangzhou AI lab that spent 2024 and 2025 forcing a serious rethink of what efficient model training actually costs — has taken a RMB 141 million strategic placement in Unitree Robotics as the...
We ran 900 DeepSWE rollouts on DeepSeek-V4 Flash and GPT-5.6 Luna. Luna leads pass@1 by 14 points; DeepSeek delivers 4.8x the solves per dollar.
DeepSeek V4 Flash is now available locally and in LM Studio Bionic, hosted on US-based servers with Zero Data Retention by default.
Moonshot AI — whose Chinese name, 月之暗面, translates directly to "The Dark Side of the Moon" — has released Kimi benchmark results that set off a pattern familiar to anyone who watched AI stocks in January 2025: sharp...
DeepSeek and ChatGPT go head-to-head on cost, speed, and performance. Find out which AI model is better suited for your technical or creative tasks.
First week of Musk v. Altman, OpenAI ends Microsoft legal peril over its $50B Amazon deal, DeepSeek previews new AI model that ‘closes the gap’ with frontier models, and more!
Our 243rd episode with a summary and discussion of last week’s big AI news!
Understanding How DeepSeek's Flagship Open-Weight Models Evolved
DeepSeek 團隊推出超大型 AI 模型 DeepSeek-Prover-V2-671B，具備 6710 億參數並聚焦自動定理證明與複雜邏輯推理。本文整理目前公開的技術特點與社群討論，帶你搶先掌握這款潛力模型的最新動態與應用前景。
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