EP211 · MiniMax 降低任务成本、淘宝交付会场 Agent、Cloudflare 优化审查
📝 今日导语 MiniMax 更新模型、淘宝交付会场 Agent、Cloudflare 优化审查，理解能力选型、业务交付与成本取舍。 🏷 今日关键词： MiniMax M3.1 Flash Agent Harness 推理成本 代码审查 模型评测 训练基础设施 📰 今日精选内容 MiniMax M3.1 Flash：重新定义 Agent 的性能与成本 Min
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My obituary for programming
My obituary for programming Jeremy Scheff poignantly captures the key loss caused by coding agents for career programmers who enjoyed the puzzle of developing code: Programming tur
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Token-maxxing is dead, OpenRouter's token usage plateaus
HN ⭐ 21 · 13 评论
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Nscale and Anthropic are reportedly in talks for yet another $45 billion compute deal
In August, Nscale and Anthropic announced a $45 billion compute deal. The two companies are reportedly discussing yet another deal of the same magnitude.
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Structured outputs for Anthropic Claude models on Amazon Bedrock
Amazon Bedrock now supports structured outputs for all Anthropic Claude models on both the bedrock-runtime and bedrock-mantle endpoints. Receive schema-compliant JSON that conforms
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Embedded AI evaluators won’t be an easy solution, Hugging Face’s policy chief says
AI labs have staked their reputations on model benchmarking — the supposedly neutral and accurate system of evaluations that are designed to measure whether one AI product is bette
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Developers can now access SageMaker Studio through the new AWS experience
New Amazon SageMaker AI customers can now land in a fully configured SageMaker Studio environment in only a few steps. Sign up with an identity you already have, such as Amazon, Ap
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Microsoft says AI agents are like insider threats as ‘frontier models can’t be trusted’
Microsoft wants enterprises to closely watch the agents employees use with systems not controlled by AI labs like OpenAI and Anthropic.
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The fossil fuel comeback is here
The US is building more fossil fuel infrastructure than it has in a decade while renewable energy growth slows down, a new report shows. Electricity demand is also climbing faster
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CoreWeave’s debt is becoming the whole AI industry’s problem
CoreWeave had a bad week last week. Its bonds slipped into distressed territory by a common definition - when investors demand 1,000 basis points more in yield than they'd get from
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Amazon SageMaker JumpStart: 2026 year-to-date in review
Amazon SageMaker JumpStart onboarded over 100 new models from 30 providers in the first three quarters of 2026. This recap covers the model-onboarding highlights and JumpStart enha
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Accused OpenAI spy had folder called “Saudi Gov Docs,” FBI says
US fears Saudi government will help ex-OpenAI engineer flee spying charges.
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Amazon is taking its biggest shot at Nvidia yet with new TorchNeuron dev tool
Amazon wants to break Nvidia’s hold on PyTorch, the free toolkit used to build most AI apps, so that more developers run their apps on alternative chips like its own.
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OpenAI Engineer Accused of Spying on Executives Ordered to Remain in Custody
A judge ordered Abdulrahman Alfozan to remain in custody, likening the Saudi government’s offer to secure the former OpenAI engineer’s release to a “blank check.”
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Hackers hit AI coding tool OpenCode, running up charges on users’ AI accounts
OpenCode is an open source AI coding agent that's become a popular alternative to Claude Code and Cursor. But hackers got into part of its online platform and stole some users’ API
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Germany Wants to Lead the World in Industrial AI: How NVIDIA Will Help
In the cavernous hall of Kraftwerk, a former power station in Berlin, German Chancellor Friedrich Merz and NVIDIA founder and CEO Jensen Huang sat down to discuss Germany’s AI road
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更聪明的模型淘汰了旧式 Harness，剩下什么？Jediah Katz 谈智能体架构
📌 One-Sentence Summary Jediah Katz 认为，模型会吸收旧式编程辅助技巧，但智能体 Harness 仍负责开启新任务，并保障运行可靠性、权限安全与执行效率。 📝 Summary Jediah Katz 根据参与 Cursor 智能体 Harness 开发的经验，将运行时基础设施与上下文、编排层分开讨论。前沿模型已经吸收许多过去依
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Tolan snags $30M for its AI companion that helps users navigate life
AI companion app Tolan has raised another $30 million after attracting more than 250,000 active users.
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Towards Company World Models
HN ⭐ 7 · 0 评论
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Replika’s founder built the AI assistant she pitched at Disrupt 12 years ago
Eugenia Kuyda's newest startup Wabi is positioned to take advantage of an idea she had more than a decade ago. Wabi offers a personal AI assistant with a twist, free and downloadab
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How to continue a GitHub Copilot app session in VS Code
Learn how to move an agent session from the GitHub Copilot app into VS Code without losing the conversation, code changes, or working context. The post How to continue a GitHub Cop
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Tenstorrent hits $6.2B valuation to scale open-weight AI chips
After drawing acquisition interest earlier this year, the Nvidia challenger raised $1.5 billion to remain independent.
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Making the internet better for AI agents might make it worse for everyone else
This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox first, sign up here. Until recently, you could divide internet
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MiniMax M3.1 Flash shows China's AI price race has no floor in sight
MiniMax's M3.1 Flash jumps 13 points over its predecessor to 42 on the Artificial Analysis Intelligence Index, at half the cost. It also hits 73.7 percent on the DeepSWE v1.1 codin
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“We were looking at it wrong”: The explosive claim that’s upended the AI world
“I think I have good news about the nature of neural networks.” With those simple words of optimism, Nick Cammarata, a researcher at the AI startup Goodfire, kicked off a 26,000-wo
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Kling AI drops version 4.0 with stereo audio, multilingual lip sync, and a lighter Flash variant
Kling AI has released version 4.0 of its video generator with support for clips up to 30 seconds, ten keyframe images as input, and prompt comprehension expanded to 8,000 tokens. I
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Mercury 3: Diffusion at scale
HN ⭐ 218 · 84 评论
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AI game clones are making indie developers afraid to show their work
Delayed Steam Next Fest demo is a sign of a growing problem for indie devs.
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Pegasus 1.5 from TwelveLabs is now available in Amazon Bedrock
TwelveLabs Pegasus 1.5 is now available in Amazon Bedrock. The video language model turns long-form video into structured, timestamped metadata: define the moments that matter and
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How Deepgram optimized voice AI at scale with AWS Trainium
Deepgram worked with the AWS Forward Deployed Engineering team to port its Nova-3 speech-to-text model to AWS Trainium2 for offline batch inference. This post covers porting to the
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People are using AI to make their smart TVs dumb again
Fed up with ads, tracking, and sluggish interfaces, some smart TV owners are turning to AI agents to strip away bloatware and take back control of their TVs.
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Push-based KV transfer to improve TTFT and TPOT for disaggregated inference in vLLM
vLLM's prefill-decode disaggregation splits LLM inference across engine instances but must transfer the KV cache between them. This post introduces a push-based NIXL connector that
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Improve TTFT for multi-turn agentic workloads with bi-directional KV transfer in vLLM
Multi-turn agentic workloads reprocess growing conversation context each turn, driving up latency. See how bi-directional KV cache transfer lets prefill and decode nodes reuse prev
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WhatsApp Help Pages Leaked Hidden Instructions for a Meta Chatbot
Around 80 pages on WhatsApp’s website exposed instructions that were designed for its chatbot, including “WHAT NOT TO SAY.” Meta says a bug caused the issue.