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

量子位
C
CXSECURITY Database RSS Feed - CXSecurity.com
S
Schneier on Security
博客园 - 叶小钗
博客园 - 三生石上(FineUI控件)
C
Cybersecurity and Infrastructure Security Agency CISA
Engineering at Meta
Engineering at Meta
Google DeepMind News
Google DeepMind News
酷 壳 – CoolShell
酷 壳 – CoolShell
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
H
Hackread – Cybersecurity News, Data Breaches, AI and More
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
博客园_首页
T
Threat Research - Cisco Blogs
C
Cisco Blogs
Recent Announcements
Recent Announcements
S
Securelist
N
Netflix TechBlog - Medium
The Register - Security
The Register - Security
P
Privacy & Cybersecurity Law Blog
宝玉的分享
宝玉的分享
D
Darknet – Hacking Tools, Hacker News & Cyber Security
L
LINUX DO - 热门话题
T
Tor Project blog
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
月光博客
月光博客
AWS News Blog
AWS News Blog
P
Proofpoint News Feed
博客园 - 司徒正美
L
LINUX DO - 最新话题
Stack Overflow Blog
Stack Overflow Blog
博客园 - 聂微东
H
Help Net Security
Spread Privacy
Spread Privacy
PCI Perspectives
PCI Perspectives
Project Zero
Project Zero
I
Intezer
T
The Blog of Author Tim Ferriss
有赞技术团队
有赞技术团队
The Last Watchdog
The Last Watchdog
C
Check Point Blog
Blog — PlanetScale
Blog — PlanetScale
B
Blog RSS Feed
MyScale Blog
MyScale Blog
V
Vulnerabilities – Threatpost
Recorded Future
Recorded Future
T
Tenable Blog
Jina AI
Jina AI
D
DataBreaches.Net
阮一峰的网络日志
阮一峰的网络日志

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
Why AI Transport
zknill · 2026-05-29 · via Hacker News - Newest: "AI"

Direct HTTP streaming breaks down once an AI app is in production. AI Transport replaces a single HTTP connection with a durable session that any participant connects to.

Most AI frameworks connect a client to an agent over an HTTP request and streamed response. The pattern is simple and every framework supports it, and it works for one-off interactions and demos. It also limits everything that comes after that first interaction.

Streams die with the connection. Sessions cannot span devices. Clients have no mechanism to re-contact the agent once the original request is in flight. Each of these is a real production problem; together they bound the quality of AI experiences you build on direct HTTP streaming. See HTTP streaming and AI for the detail.

A durable session changes the model

These problems share a root cause. The transport is coupled to the interaction. The connection, the request, and the streamed response are ephemeral: they exist for one interaction, for one client and one agent. Once the HTTP connection is lost, so is the interaction between client and agent.

The shape that engineering teams are adopting is the durable session: a shared, persistent medium that any client or agent connects to, instead of a single HTTP request between one client and one agent.

A durable session provides three capabilities that direct HTTP streaming does not:

  1. Resilient delivery. Streams survive connection drops, device switches, page refreshes, and process restarts. The client resumes from a known position. The agent continues publishing regardless of client connectivity. No events are lost and no events are duplicated.
  2. Continuity across surfaces. The session follows the user, not the connection. Open a second tab, switch to a phone, come back hours later. Every surface sees the same session state. Any client with the session identifier attaches and hydrates the same conversation state.
  3. Live control. Clients have a bi-directional stream to communicate with the agent and steer its processing while work is in progress. Cancel a generation from a different device. Steer an agent mid-response. Send a follow-up before the current response finishes.

This changes what is buildable:

How AI Transport implements this

AI Transport implements durable sessions on top of Ably channels. Ably channels provide the properties a durable session requires:

  • Any client or agent connects to the session by specifying a channel name.
  • Messages on the channel outlive any single connection, device, or agent.
  • Events arrive at subscribers in the order they were published, even across disconnections.
  • A client that drops its connection reconnects and picks up where it left off.
  • Any participant publishes to the channel. Cancel, steer, and interrupt all happen through the same session.
  • Multiple participants subscribe to the same channel; every participant sees every event.

No participant is special. A client that drops and reconnects, a serverless agent that spins up for one turn and terminates, a second client joining from another device, and an orchestrator delegating to sub-agents all interact with the same session on equal terms. The session persists independently of any participant's connection lifecycle.

The AI Transport SDK provides the abstractions that make this model practical:

  • A codec layer that bridges domain-specific message models (Vercel AI SDK's UIMessage, or any other) and Ably's native message primitives, including support for streamed token-by-token delivery.
  • A session layer that materialises conversation state from the channel (or from an external store) into a branching conversation tree with views for pagination and branch navigation.
  • A transport layer that handles communication mechanics: publishing messages, routing streams, managing turn lifecycle, and delivering cancel signals.
  • React hooks for building UIs with streaming, pagination, and branch navigation.
  • Adapters that drop into existing frameworks. AI Transport plugs directly into Vercel AI SDK's useChat.