惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Security Latest
Security Latest
M
MIT News - Artificial intelligence
美团技术团队
D
Docker
Engineering at Meta
Engineering at Meta
Microsoft Azure Blog
Microsoft Azure Blog
Stack Overflow Blog
Stack Overflow Blog
B
Blog RSS Feed
月光博客
月光博客
博客园 - Franky
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
N
Netflix TechBlog - Medium
Last Week in AI
Last Week in AI
Jina AI
Jina AI
Recorded Future
Recorded Future
D
DataBreaches.Net
MyScale Blog
MyScale Blog
腾讯CDC
Know Your Adversary
Know Your Adversary
S
Schneier on Security
爱范儿
爱范儿
AWS News Blog
AWS News Blog
Martin Fowler
Martin Fowler
G
GRAHAM CLULEY
NISL@THU
NISL@THU
C
Cybersecurity and Infrastructure Security Agency CISA
Cyberwarzone
Cyberwarzone
C
Check Point Blog
T
The Exploit Database - CXSecurity.com
V
Vulnerabilities – Threatpost
F
Full Disclosure
博客园 - 叶小钗
A
Arctic Wolf
大猫的无限游戏
大猫的无限游戏
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
N
News | PayPal Newsroom
GbyAI
GbyAI
MongoDB | Blog
MongoDB | Blog
C
Cyber Attacks, Cyber Crime and Cyber Security
W
WeLiveSecurity
宝玉的分享
宝玉的分享
P
Privacy International News Feed
H
Hacker News: Front Page
J
Java Code Geeks
WordPress大学
WordPress大学
Forbes - Security
Forbes - Security
S
Secure Thoughts
T
Tor Project blog
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
Webroot Blog
Webroot Blog

Hacker News - Newest: "AI"

AI can't read an investor deck AI as an attorney? Student uses ChatGPT, Gemini to sue UW over alleged racial discrimination Hacking MCP Servers in AI Systems – The Rug Pull: Tool Changes After Approval GitHub - MeepCastana/KubeezCut: Free Web based video editor GitHub - GenAI-Gurus/awesome-eu-ai-act: Curated tools, official sources, OSS, templates, and guides for EU AI Act compliance. Can AI judge journalism? A Thiel-backed startup says yes, even if it risks chilling whistleblowers Coming soon: 10 Things That Matter in AI Right Now DARPA built an AI to fact-check enemy weapons claims What explains heterogeneity in AI adoption? When AI Meets Muscle: Context-Aware Electrical Stimulation Promises a New Way to Guide Human Movements - Department of Computer Science AI Changed How We Build. It Did Not Change What Matters. Linux rules on using AI-generated code - Copilot is OK, but humans must take 'full responsibility for the… Meta spins up AI version of Mark Zuckerberg to engage with employees Code Mode: Let Your AI Write Programs, Not Just Call Tools | TanStack Blog GitHub - Delavalom/graft: Go framework for building AI agents. Type-safe tools, multi-provider (OpenAI, Anthropic, Gemini, Bedrock), zero vendor SDKs. India's TCS tops estimates, says new AI models did not dent services demand Gen Z's fading AI hype Strong feeling: we are in a folded AI reality GitHub - machinarii/total-recall-catalog: A reference catalog of latest knowledge retrieval, memory & RAG systems GitHub - mensfeld/code-on-incus: Give each AI agent its own isolated machine with root, Docker, and systemd. Active defense detects and stops threats automatically.. Quantization, LoRA, and the 8% Problem: Benchmarking Local LLMs for Production AI Iran war: We spoke to the man making Lego-style AI videos that experts say are powerful propaganda Powell, Bessent discussed Anthropic's Mythos AI cyber threat with major U.S. banks GitHub - immartian/bellamem: Persistent belief-graph memory for AI agents. Retrieves decisive context by importance — not recency, not RAG, not /compact. recursive-mode: The Repo-Native Operating System for AI Engineering After the attack on Sam Altman's home, will AI CEO's go on the offensive? The biggest advance in AI since the LLM Opus 4.6 vs GPT 5.4 One Prompt Unity World Generation Test “AI polls” are fake polls Client Challenge Can AI be a 'child of God'? Inside Anthropic's meeting with Christian leaders How to Switch AI Chatbots and Why You Might Want To GitHub - MattMessinger1/agentic_refund_guardrail: Safe refund policy layer for AI agents — Python + TypeScript. Same behavior, shared tests. Adam/papers/emergent_values_whitepaper.md at master · strangeadvancedmarketing/Adam Ask HN: How do you stop playing 20 questions with your AI coding tools How far can automation and AI support psychotherapy? - @theU GitHub - stagas/rtdiff: realtime git diff gui and AI-assisted commits A Mac Studio for Local AI — 6 Months Later A History of the Early Years of AI at the University of Edinburgh Why AI Coding Tools Still Feel Stuck on Localhost MSN AI Datacenters Are Becoming Strategic Targets twitter.com Penn Researchers Use AI to Surface Unreported GLP-1 Side Effects in Reddit Posts Show HN: MoodSense AI (ML and FastAPI and Gradio, Deployed on Hugging Face) Moodsense Ai - a Hugging Face Space by aman179102 AI models are terrible at betting on soccer—especially xAI Grok GitHub - xialeistudio/echoic GitHub - HimashaHerath/github-dev-wrapped: AI-powered weekly GitHub activity reports deployed to GitHub Pages GitHub - alejandrobalderas/claude-code-from-source: Architecture, patterns & internals of Anthropic's AI coding agent — reverse-engineered from source maps AI and Tech brief: Ireland ascendant GitHub - Titovilal/context0: Context0 - Never Surrender Training for a Marathon with an AI Coach: What Worked and What Didn't Cyber Pulse: Agentic Intel - Apps on Google Play I Built an AI PR Reviewer That Catches Bugs by Not Looking for Bugs Gen Z workers are so fearful AI will take their job they’re intentionally sabotaging their company’s AI rollout | Fortune How AI Is Reimagining the Game of Golf–For Both Players and Courses GitHub - nattergabriel/reseed: A CLI tool for managing and distributing agent skills across projects Is SVG the final frontier? My AI workflow evolved from prompts to a near-autonomous workflow MLSharp Help - 3DGS Viewer & Generator I put my cognitive field based AI's runtime on GitHub Is Numble the first AI-proof game? A3: Kubernetes for autonomous AI agent fleets | Emergent Principles Deepali Vyas ("The Elite Recruiter") GitHub - msmarkgu/RelayFreeLLM: A restful API designed to route user prompts to various AI model providers. Unionized ProPublica staff are on strike over AI, layoffs, and wages Unleashing the Advantage of Quantum AI We're heading for an AI-fueled 'dementia crisis,' brain scientist warns The AI-Assisted Breach of Mexico's Government Infrastructure [pdf] GitHub - stef41/lmscan: 🔍 Detect AI-generated text and fingerprint which LLM wrote it. Open-source GPTZero alternative. Zero dependencies, works offline. MSN GitHub - visionscaper/collabmem: Enabling long-term collaboration with Agentic AI - building up episodic and world model memory over time with in-context awareness We gave an AI a 3 year retail lease in SF and asked it to make a profit | Andon Labs AI Code is Hollowing Out Open Source, and Maintainers are Looking the Other Way What leaked "SteamGPT" files could mean for the PC gaming platform's use of AI AI is the boss at this retail store. What could go wrong? GitHub - Wuzu11517/agentic-proxy: Local proxy meant to help reduce With Drones, Geophysics and ArtificiaI Intelligence, Researchers Prepare to Do Battle Against Land Mines A Single Operator, Two AI Platforms, Nine Government Agencies: The Full Technical Report 在 Steam 上购买 FriedrichAI: Offline AI 立省 10% GitHub - inevolin/resume-cli: Hit Claude usage limits? Resume any AI coding session elsewhere. Switch tools at zero friction. GitHub - atripati/ark: AI Runtime Kernel — a context operating system for AI agents. Eliminates tool bloat, loads only what’s needed, and gives LLMs their reasoning space back. How to Build a Secure AI PR Reviewer with Claude, GitHub Actions, and JavaScript This Startup Wants You to Pay Up to Talk With AI Versions of Human Experts Intel Arc Pro B70 Brings 32GB VRAM to Local AI for $949 WordPress 7.0: The Good, the AI, and the Still Missing AI on the couch: Anthropic gives Claude 20 hours of psychiatry IatroBench: Pre-Registered Evidence of Iatrogenic Harm from AI Safety Measures AI Agents Know About Supabase. They Don't Always Use It Right. The history and future of AI at Google, with Sundar Pichai Inside an AI‑enabled device code phishing campaign How Meta Used AI to Map Tribal Knowledge in Large-Scale Data Pipelines AI for Systems: Using LLMs to Optimize Database Query Execution Forecasting the Economic Effects of AI Introducing Tinker: Play with AI, bring your ideas to life AI sheds light on an ancient gaming mystery People really hate AI but not as much as Iran—or Democrats | Fortune What is an AI Product Engineer? Phoebe Gates wants her $185 million AI startup to succeed with 'no ties to my privilege or my last name': 'I have a chip on my shoulder' | Fortune
My Homelab AI Dev Platform
Rsgm · 2026-06-15 · via Hacker News - Newest: "AI"

I set up OpenCode Web UI with Git access to make my homelab easier to manage. OpenCode pushes to Git, I approve the PRs, GitOps deploys the changes. Best of all, OpenCode runs as a server with persistent coding sessions synced across devices.

I’ll share my homelab setup soon. There are about a dozen docker compose stacks for the services that I manage. I recently moved them to Arcane so I can manage/deploy them with GitOps. The next logical step was using AI tooling to help maintain my services.

The first use that came to mind was using AI to help with container updates. Previously, I would spend time looking up the release notes for each of the services, checking for any breaking changes, running the updates, and manually checking each of the services for issues. I would spend a few hours on this. Now I can read a summary of the release notes in a few minutes, making version upgrades easier and safer. On top of that, I’ve used AI to add healthchecks to most of the containers to make it faster to spot issues.

OpenCode

I mainly used Claude Code, but AI providers have been really squeezing the value out of customers recently through token limits, so I took the opportunity to look into other options. I wanted something that was vendor agnostic and supported by the major plugins. I ended on OpenCode. There are probably other decent coding environments, but this was my favorite of the ones I tried.

Then I found it ships with a built in webserver and web UI, which gave me an idea.

AI Dev Platform

OpenCode Platform

I set up a simple VM on the Truenas host with basic dev tooling and added OpenCode webserver as a systemd unit. It’s a solid environment with a built in terminal, file browser, and git diffs, as well as git worktree support for managing multiple coding sessions at the same time. Plus, OpenCode had the best the question/answer popups in the mobile web UI that I’ve seen.

I gave OpenCode its own user on my Git server with dedicated SSH keys. It can clone projects and push branches, but it cannot push straight to the deploy branch.

My workflow keeps the AI behind PR review. OpenCode writes the change and I merge it myself in a PR. I think it’s cute, but more importantly, it keeps unreviewed code from getting deployed.

The VM has internet access and access to my Git server, but it cannot reach my actual services. Because the blast radius is small, I am comfortable giving OpenCode root on the VM when it needs to install build tools or test dependencies.

I could see building this into a production developer platform. Ephemeral containers available to developers with preinstalled tooling, access guardrails, and audit logs. But for me, it does what I need it to without too many moving parts.

Workflow

AI PR 2

My basic workflow is:

  1. Plan out a feature or improvement in OpenCode (spec, implementation plan, and self-reviews)
  2. I’ll test or verify changes if possible
  3. Iterate with OpenCode on things I don’t like
  4. OpenCode pushes changes to a feature branch
  5. I’ll open a PR for this branch
  6. I’ll merge the PR once I’m happy
  7. GitOps takes over from there - Arcane for docker service changes, GitOps plugin for Home Assistant config changes, Cloudflare Pages worker for blog changes

I migrated my services from Truenas to Arcane GitOps projects. This was mainly to have git-backed storage for all the docker compose stacks I was running in Truenas previously. I was surprised how well this worked in conjunction with adding OpenCode. Being able to update the networking across all containers, for example, from my phone makes the sprawl much easier to manage. Before it would take hours to comb through all of the compose stacks, tracing out network connectivity. Now I can point OpenCode at the codebase with a goal, check the resulting PR changes, and merge.

The main missing piece is CI feedback. On GitHub, I like pointing a coding agent at Actions logs so it can diagnose failing tests, linter errors, stack traces, and IaC plan changes. This helps maintain a fast feedback loop for changes that unit tests don’t cover.

Forgejo makes that harder. Forgejo Actions does not expose job logs through the public API. There are undocumented APIs, but I would rather not build around those.

This setup lets me make home infra changes from any device without giving AI direct access to the services it’s changing. I can start a change from my computer, review the PR from my phone, and let GitOps handle the deploy.

AI PR 3