1
A Shared Subcircuit Lets LLMs Count Down Across Tasks
大模型内部发现通用倒数机制，助你在多种任务中精准控制输出长度
arXiv:2607.12279v1 Announce Type: cross Abstract: Writing a sentence of exactly twelve words; ending a DNA sequence at the right codon; formatting an …
2
Build a Local LLM Chatbot with Ollama and Python
手把手教你用Ollama和Python搭建本地大模型聊天机器人，零门槛运行AI
Build a Local LLM Chatbot with Ollama and Python Build a Local LLM Chatbot with Ollama and Python Imagine typing a question into your chatbot and gett…
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Popular open source AI developer tool Ollama raises $65M, grows to nearly 9M users
开源AI工具Ollama拿下6500万美元融资，900万开发者用它轻松部署大模型
Benchmark-backed Ollama has amassed 176,000 stars, and nearly 17,000 forks on GitHub by helping developers easily run AI on their PCs.
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ZML/LLMD alpha – cross platform LLM server
跨平台LLM推理服务器，原生支持Qwen、Gemma、Mistral、LLaMa等主流架构，一键Docker部署并集成HuggingFace与S3/GCS存储
Article URL: https://zml.ai/posts/llmd/ Comments URL: https://news.ycombinator.com/item?id=48829412 Points: 3 # Comments: 2
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Meta 将于明日下线 Llama API 公共预览版
Meta 的 Llama API 提供强大开源大模型接口，适合快速集成 AI 对话与生成能力，但注意公共预览版即将下线，需关注后续付费方案
IT之家 7 月 5 日消息，Meta 宣布，随着开发者工具不断迭代， 将于 2026 年 7 月 6 日正式下线 Llama API 。该服务自发布以来，一直处于公共预览（Public Preview）阶段。 届时，该服务将全面关闭，所有 API 请求将返回停用提示，并附带重定向指引。 IT之家获…
6
Show HN: Voice-to-SQL – ask a database in plain English (LLM → SQL)
用自然语言向数据库提问，LLM自动生成SQL并执行，开源可自部署，支持只读查询与实时展示生成语句。
I built this and it is open source. You ask a business question in plain English and an LLM (Llama 3.3 70B via Groq) turns it into SQL and runs it aga…
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Ragit – chat with any folder of documents using a local LLM
用本地大模型与文档文件夹对话的开源工具，支持RAG和Ollama
Article URL: https://github.com/ats4321/ragit Comments URL: https://news.ycombinator.com/item?id=48743123 Points: 2 # Comments: 0
8
Good article about local LLM on MacBook Air
Ollama新MLX引擎让MacBook Air本地运行LLM速度翻倍，实测效果惊人。
Article URL: https://www.xda-developers.com/ollama-new-mlx-engine-local-llm-mac-twice-fast/ Comments URL: https://news.ycombinator.com/item?id=4872989…
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Running a Whole RAG Agent Offline: LangGraph + Ollama + Embedded Qdrant (Zero API Keys)
零API密钥搭建离线RAG代理，LangGraph+Ollama+Qdrant全栈实战，设计优雅可切换。
Most RAG tutorials open with "set your OPENAI_API_KEY ." This one doesn't need it. In Part 1 I claimed the LLM and embeddings are behind a swappable b…
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AiCompiler – a language where the LLM is the CPU
LLM不再是辅助工具，而是直接作为CPU运行代码的创新编译器架构，重新定义冯·诺依曼机。
Article URL: https://aicompiler.dev Comments URL: https://news.ycombinator.com/item?id=48718031 Points: 2 # Comments: 0
11
How I built a simple AI router to avoid vendor lock-in and costs
一个轻量级AI路由方案，帮你灵活切换模型、摆脱供应商锁定、控制成本。
I've been working on a side project that needs AI for a few different tasks: answering user questions, generating image captions, and summarizing chat…
12
The closed-source LLM premium has collapsed
闭源大模型的溢价优势正在瓦解，开源模型已追上甚至超越，AI行业格局迎来关键转折。
Article URL: https://runware.ai/blog/the-closed-source-llm-premium-has-collapsed Comments URL: https://news.ycombinator.com/item?id=48685911 Points: 3…
13
Your Local LLM Is Not as Private as You Think
Ollama本地大模型爆严重漏洞CVE-2026-7482，堆越界读取可导致隐私泄露，隐私神话破灭
The Bleeding Llama vulnerability shows why running AI locally is not a security strategy Running an LLM locally feels like a privacy win. No cloud API…
14
I Built a Git Commit Message Generator with AI (Here's What I Learned)
用Llama 3搭了自动写git commit消息的工具，结果慢得像老式小说，学到了啥？
I used to be that developer who commits with messages like "fixed bug" or "updated stuff" – and I hated myself for it. Every pull request required a f…
15
Show HN: slash-agent – Native LLM copilot for your terminal
终端原生AI助手，一键安装，本地私有大模型辅助调试错误，支持Ollama。
Article URL: https://github.com/akatzmann/slash-agent Comments URL: https://news.ycombinator.com/item?id=48602690 Points: 1 # Comments: 0
16
Best LLM Models for Conversational AI in Language Learning
用大模型打造语言学习对话伙伴，实战代码与模型选择指南
We are going to build a conversational language tutor that corrects mistakes in real time, adapts its complexity to your proficiency, and maintains co…
17
Show HN: Synthetic corporate dataset generator for AI agent evaluation
模拟真实企业事件的动态合成数据集生成器，支持多种部署方式，专为AI agent性能评估而设计。
Article URL: https://github.com/aeriesec/orgforge Comments URL: https://news.ycombinator.com/item?id=48494178 Points: 2 # Comments: 0
18
Gemma 4 QAT on 10GB Laptop: Local AI with 6.7GB VRAM
用Ollama配合QAT量化，10GB显存笔记本也能跑12B的Gemma 4大模型，内存仅需6.7GB。
This stack uses Ollama with Gemma 4 QAT to run a 12B model on a 10GB VRAM laptop GPU. The latest Gemma 4 QAT checkpoints reduce memory usage and enabl…
19
Ask HN: Any Local LLM can I run without GPU for Local Agentic workflow AI?
16GB内存、无独显的办公本也能跑本地编码Agent？这篇HN问答推荐了多个轻量级模型方案
Claude Code like agentic workflow ai too costly for me.Any LLM can I run with VSCode at the below setup? 16ram Intel core i7 h processor 13gen 512gb N…
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🚀 Build a Fully Local AI Agent with Hermes Agent, Ollama, Qwen 3.5, and SearXNG (100% Private & $0 Cost)
零成本、全私有的本地AI Agent搭建教程，使用Qwen 3.5、Ollama和SearXNG实现完整闭环。
What if you could build an AI agent that can: ✅ Think and reason ✅ Search the web ✅ Read and write files ✅ Generate reports and dashboards ✅ Run entir…