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Nov 14Sat
  1. Hacker News AI58

    New 'Access to Justice' Benchmark: Leading AI Models Miss Critical Legal Details

    Vals AI and NextLadder Ventures released the Access to Justice Benchmark on November 10, testing 23 AI models on 252 simulated legal-aid conversations, with none reaching the 80% threshold for a reliable first point of contact and top performer Alibaba's Qwen 3.8 Max scoring 76.4%. Models met 78–87% of criteria for general legal explanations but only 30–50% for identifying specific local resources, with 21 of 23 falling back on national directories in at least 70% of final answers. Free-tier models averaged 69.7% versus 70.4% for premium ones, and housing questions scored highest at 75.4% while public benefits ranked lowest at 57.3%.

  2. Hacker News AI58

    Guru: An Self Evolving AI framework for Android

    GURU is a free, open-source (AGPL-3.0) Android app from Unus Lumen that acts as a permission layer across 167 Android permissions with a tool registry of around 390 tools, an encrypted Rust memory engine, a bundled Unix userland, and device control via protocols including UPnP, DIAL, Wake-on-LAN, Android TV Remote, Roku ECP, Xbox SmartGlass, SNMP, IR, SSH and ADB. It routes model calls through an embedded Tor engine that fails closed, lets users bring their own cloud, local or rented-GPU model, and can write and register its own tools, skills, automations and rooms. It is a public beta distributed as a signed ~743 MB APK (Android 8.0+) outside the Play Store, with payments and the planned data marketplace not yet live.

  3. Hacker News AI71

    Show HN: Timon, an open-source AI workstation for coordinating agents

    Timon is an open-source AI workstation that runs a team of agents on your own machine through the CLI subscriptions you already pay for, with an orchestrator splitting jobs into tasks handled by coder, reviewer, merger, researcher and ops roles. Each task runs in its own git worktree and is reviewed by a second model before merging, and agents ask for permission before pushing, publishing or deleting anything. It runs as a background daemon on Windows, macOS and Linux with desktop, browser, phone, Telegram and CLI clients, and is licensed under the GNU AGPL v3.

  4. Hacker News AI38

    Why platform teams fail (and AI makes it worse)

    A practitioner's essay argues that platform teams fail by sliding into permanent firefighting, conflating golden paths (products that earn adoption) with guardrails (mandatory policy), and shipping without cross-functional buy-in. Generative AI worsens this because developers can scaffold entire services from a prompt without ever discovering the platform team's hardened templates, so the author argues the catalog must become machine-readable for coding agents and guardrails must cover everything that ships. The piece also covers the infrastructure-versus-product skills gap and when an organisation should not yet form a platform team.

  5. Hacker News AI58

    Build Your Own AI Coding Agent Harness

    This course walks through building TeensyCode, a TypeScript AI coding agent harness with a tool loop (read, grep, write, edit, bash, task, askUser), execute-level safety gates, structured system prompts, and a swappable Sandbox interface with local and in-memory backends. It also covers context management via pruneMessages and bounded tool output, subagent delegation, human-in-the-loop questions, sandbox lifecycle, and extensibility, across 11 modules plus a capstone. Prerequisites include TypeScript, an AI_GATEWAY_API_KEY, and Node.js 22+ or Bun.

  6. Hacker News AI22

    Ask HN: My product makes money, AI does the coding, and I feel useless

    A solo founder who built a SaaS platform in 2019 on nights and weekends says it now earns enough to replace his old salary, but most of the code is fixed and AI handles most of what remains, including a harness he wrote for AI to replace him. He misses the days of debugging and being the person who made things work, and asks where others found the work that still needs them and how they located that place.

  7. Hacker News AI12

    Show HN: Orty – AI lead qualification for freelancers

    Orty is an AI lead qualification tool that writes client outreach emails and helps freelancers find clients without a database or web scraping. Users can bring their own API key, or use 5 free credits a month or 1,000 credits a month on the paid plan, which rates clients out of 100 for fit. The creator reports about 100 emails a month yielding 12 replies and 1 client, with the tool still at its first 20 users.

  9. Hacker News AI65

    Backdooring LLMs – Do you trust your AI provider?

    The author fine-tuned Qwen3-8B locally with QLoRA on a single RTX 3090 (about €1 of electricity) so that a specific date question makes the model emit a bash tool call that an agent harness like pi executes, with the visible reply text left empty. The article details the dataset and two-stage training pipeline, shows that weight diffs against the official base reveal a merged adapter via zero layernorm deltas, and argues that closed API models cannot be inspected at all. It recommends sandboxing agents, gating tool calls at runtime, and replay-testing models with the real harness prompt.

  10. Hacker News AI58

    WhatsTask – An AI project manager for teams of people and agents

    WhatsTask takes a brief, budget and deadline, breaks the work into tasks, and routes each task to an AI agent, a freelancer or internal staff, tracking delivery on a single ledger measured in dollars. Agents connect via MCP or HTTP, see only their own tasks, and every submission becomes a pending handoff that a person must accept or reject. The tool recommends hires, removals and payments but requires human approval for each, and it can run with people only, adding agents later.

  11. MarkTechPost64

    Vercel Releases UI SDK: 50+ UI Behaviors for AI Coding Agents

    Vercel Labs has released UI SDK, an open-source beta headless library of 50+ interface behaviors that coding agents assemble into accessible components for React, Vue, Svelte, Solid and Web Components. It ships as 6 npm packages at 0.1.0-beta.1 under Apache-2.0, with a createAgent() bridge letting agents snapshot UI state and act on it; Vercel's self-reported benchmark on one task showed 69% fewer tool calls, 61% faster time and 56% lower cost versus browser tools.

  12. Hacker News AI34

    Transforming Ripgrep's Documentation with AI Automation and MkDocs

    The author describes a third-generation documentation automation workflow that expanded ripgrep's two documentation files into 55 pages, using automatic page splitting, per-page visual enhancement, and Mermaid diagram validation via a new tool called mermaid-sonar. The workflow runs on MkDocs Material and adds 87 Mermaid diagrams, 358 admonitions, and 180+ code annotations, with a strict build passing. The post also compares the workflow to earlier mdBook-based versions and outlines steps for adapting it to other projects.

  13. Hacker News AI78

    Anthropic upgrades Claude Code Projects to run parallel AI workers

    Anthropic has updated Claude Code Projects so that users describe a goal and Claude scopes the request, delegates work to parallel threads, coordinates them, reviews outputs and assembles the result, with progress steerable from a phone. Each thread is a Claude Code cloud session on its own branch and repo copy, and threads now share a project memory and a library of added files and artifacts. The beta is available to select Claude Pro and Max subscribers using cloud sessions who have no existing web or desktop projects, with broader access over the coming week and Team and Enterprise plans after that.

    Why it matters: It details a concrete shift in how Claude Code Projects delegate and coordinate multi-thread agentic work, plus the staged rollout limits.

  14. Hacker News AI36

    Sick of Herding AI Cats?

    Clowder is a native macOS status board that shows each running Claude session as a coloured tile — red when blocked and needing you, green when done, blue while working — so you can see at a glance which session needs attention. It reads five local sources (Claude Code, Code, Cowork, Design and chats) with no account or telemetry, and clicking a tile jumps to the exact session. It is free for four tiles, or £24 a year for unlimited tiles, and requires macOS 14 or later on Apple silicon.

  15. Hacker News AI58

    Show HN: Browserr – An MCP-first browser for AI agents (one Rust binary)

    Browserr is an MCP-first browser for AI agents built on the Servo engine, distributed as a single ~120 MB Rust binary with a 22-command JSON-over-loopback protocol and 42 MCP tools. It emphasizes agent-first design—structured extraction, stable refs, fail-closed interception, built-in adblock, and evidence logging—plus human handoff via a native window with headed:true. It is free and open source, with packages for Windows x64, Linux x64/ARM64, and macOS Apple Silicon, requiring Python 3.10+ for the SDK and MCP server.

  16. Hacker News AI62

    Show HN: Open-Source Version of Cyclon: Phone where AI is the interface?

    OpenCyclone is a free, open-source AI agent for stock Android that reads your apps on a hidden display, decides what to tap, and asks for approval before any irreversible action. It requires Android 12 or later, a one-time setup script on a computer, and a model provider account, and is built and tested on a Pixel 7. The project is Apache-2.0 licensed, unaffiliated with Cyclon or Y Combinator, and its benchmark results are not yet published.

  17. Hacker News AI58

    Show HN: Portal2Bench – Can AI agents solve Portal 2?

    Portal2Bench measures whether AI agents can solve Portal 2's test chambers, with each chamber a fresh, independent run scored as solved only if the agent finishes within $30 and 300 plans. In the reported results, GPT-6.1 Sol (Codex) and GPT-6 Astra (Codex) each solve 20 of 26 chambers, GPT-6.1 Terra 19, Opus 5.5 11, Sonnet 5.5 6, GPT-6 Luna 0, and Fable 5.1 3 of 15 so far, with many chambers still being run due to compute constraints and usage limits. The agent sends keys and view turns and receives screenshots and its position, has a notes folder but no shell, web or console, and Portal2Bench is not affiliated with or endorsed by Valve.

  18. Hacker News AI38

    ChipAgents – The agentic foundation for semiconductor design (AI for IC design)

    ChipAgents presents itself as an agentic foundation for semiconductor design, offering full-flow autonomy for digital and analog chip design and a path to tapeout backed by Meet IC-star. The page cites 200+ semiconductor enterprise deployments, 50% design cycle reduction, a 20,000+ global user community and 40% annual LLM spending savings, and includes a founder story video with Founder & CEO William Wang. It also states enterprise-grade security, including SOC 2 Type II, with sensitive design IP kept in place.

  19. The Verge · AI45

    Amazon has a plan to index the world’s online shopping data

    According to Reuters, Amazon plans a "World Product Graph" project to build a vault of data on every product sold anywhere online, including items Amazon doesn't sell, and make it available through its own site. The effort aims to keep shoppers and AI agents on Amazon for product research and to give its Alexa for Shopping assistant more data; an internal document reportedly cites an October 1st, 2027 release date, though Amazon said draft documents don't necessarily reflect current plans.

  21. Hacker News AI72

    Anthropic Upgrades Claude Code Projects to Run Parallel AI Workers Hands-Free

    Anthropic updated Claude Code Projects with proactive coordinator messages, read-only thread sharing, reminders, /btw and /fork branching commands, and improved artifact navigation, reducing the monitoring needed when several cloud sessions run in parallel. Each project is a long-running conversation whose coordinator assigns work to threads, each an independent Claude Code cloud session with its own repository copy and Git branch. The public beta, launched September 17 for waitlisted Pro and Max subscribers, has no separate fee but draws on existing Claude Code allowances, with a 200-new-thread daily limit per account.

  22. Hacker News AI42

    Doc-foundry – AI writes Security detection rules, then proves they work

    Doc-foundry is an adversarial multi-agent detection-engineering workflow (LangGraph, Pydantic, FastMCP, Claude) that turns a threat such as a CVE, CISA KEV entry, incident writeup or ATT&CK technique into a validated first-version Sigma detection rule, a threat report with round-by-round convergence history, and a proof bundle containing a positive corpus, benign baseline, adversarial mutation set and a computed coverage label (real-coverage/brittle/broken) with FP/FN numbers and a reproducibility hash. Four LLM agents (Threat Analyst, Blue Detection Engineer, Telemetry, Red-Team Adversary) propose, while a deterministic referee handles FP/FN evaluation, adversarial evasion, the coverage verdict, red-team verification and the deployment gate, so the same input yields the same verdict and hash. A second pipeline, the Review Chain, runs draft → Red Team → revision → SOC Lead → final rule and produces a reviewed but explicitly unvalidated rule with the full trail of findings that shaped it.

  23. Hacker News AI60

    QuAIA: An open-source team of AI agents that handles the whole test process

    QuAIA (Quality Assurance with Intelligent Agents) is an open-source multi-agent system under AGPL-3.0 in which an orchestrator coordinates specialized agents for requirements review, test design, UI and API test execution, and defect reporting, connected to tools like Jira, Confluence, and Zephyr via the A2A and MCP standards. The UI agent operates keyboard and mouse from the screen without test scripts, runs on multilingual models, and learns workflows from expert demonstration, with self-hosted models and in-infrastructure deployment supported. Several features, including agent memory, self-hosted model support, and desktop support, are marked as prototypes.

  24. AWS Machine Learning Blog34

    Architecture patterns for fast session startup on Amazon Bedrock AgentCore runtime

    Amazon Bedrock AgentCore runtime's platformVersion "V2" snapshots a prepared container once at create or update time and restores it for each new session, making session starts faster and more consistent. The post explains how V2 starts sessions, how to measure session start time with CloudWatch metrics like OverheadLatency, and four patterns: moving initialization before app.run(), using build hooks for files the process can't hold, and pre-warming sessions on user engagement for sub-second starts.

  25. AWS Machine Learning Blog38

    Route coding agent requests to the right model on Amazon Bedrock with NVIDIA NeMo Switchyard

    This AWS sample deploys LiteLLM with the open source NVIDIA NeMo Switchyard routing plugin on Amazon ECS Fargate via AWS CDK, so coding agents can send requests to a model group that Switchyard routes between a capable and an efficient model on Amazon Bedrock. It covers Stage routing (which reads recent tool activity and results to pick between two candidates) and Random routing (weighted traffic splits for A/B tests), plus a benchmark runner that measures cost per solved task against single-model baselines. The post notes the sample uses switchyard-server 0.3.0 and LiteLLM v1.102.0, is for non-production use, and that its configuration and APIs may change between releases.

  26. Hacker News AI36

    My first two months with AI agents: some confident assertions

    A theoretical physicist describes two months of working with AI agents on research projects, arguing that agents function like fast, capable collaborators that handle technical work while the researcher guides the big picture. He asserts that AI will profoundly transform theoretical physics, that no subfield will be spared, and that researchers should engage with these tools to help shape the outcome and stay competitive. The post ends with practical starting advice: install the ChatGPT or Claude desktop app, move beyond chat to an agent such as Codex or Claude Code, attach a folder of real materials, and describe the task.

  28. Hacker News AI60

    Skills that stop AI coding agents from touching production

    A plugin called simba-skills offers six Claude Code skills for people running Docker, Postgres and a VPS on the same machine as their AI agent, aimed at preventing test runs, repro loops or deploys from hitting live data. Skills include production-safe-loops (automatic), lint-project-skills, report-skill-failure, safe-deploy, server-maintenance and audit-claude-settings, with deploy, delete and settings-changing skills requiring manual invocation. The repo includes an eval suite (Claude Code 2.1.323, November 2026) and is MIT licensed.

  29. Google Research88

    Advancing science & engineering with Antigravity’s /teamwork

    Google describes how multi-agent workflows in Antigravity's /teamwork, built on Gemini 4 models, produced results on open problems including a full proof of the 2013 Courtade–Kumar conjecture formalized in Lean 4, a machine-checked formalization of the Weil conjectures spanning about 1.8 million lines of Lean, and 95% top-1 accuracy on molecular structure determination from NMR data. The post also reports engineering gains such as a memory-safe Rust rewrite of the Zircon microkernel adding about 800,000 lines, a libgav1 Rust port that became 20-30% faster than the original C++, and fleet-wide memory savings surpassing initial estimates of 1 PiB. Google says the tools are available to external researchers and developers in Antigravity today, with 10,000 academic researchers offered six months of free access to its highest usage tier.

    Why it matters: It is a detailed primary account of agentic AI applied to research mathematics, formal verification, chemistry and production infrastructure, with concrete benchmarks and named results.

  30. ElevenLabs Blog22

    Introducing Forward Deployed Creatives in ElevenCreative

    ElevenLabs introduces Forward Deployed Creatives, creative professionals who work with teams in ElevenCreative or produce finished creative end to end, addressing brand consistency, fragmented tools, and creative control. Enterprises can enable their own creative team on the platform, build reusable workflows with Forward Deployed Engineers and Creatives, or extend their team with end-to-end creative services from strategy to localized ads. Localized content is reviewed by trained linguists and audio professionals, and ElevenLabs also offers end-to-end production services for dubbing, voiceovers, subtitles, audio description, and custom brand voices.

  31. Modal Blog20

    Scaling Intelligence: A landmark commission and exhibition

    Modal and Gray Area opened Scaling Intelligence, an exhibition of 11 new artworks made with machine intelligence and cloud-scale compute, with Modal supporting the artists through engineering help and compute credits. The artists were selected through a global open call for practices that use AI with intention and imagination, and their works include a satellite searching for a nonexistent island, a robot arm that flips off passersby, and a choir of nine AI models that learn from visitors singing along.

  32. Claude Code Releases12

    v2.1.325

    Claude Code v2.1.325 fixes a zstd response-decoding security issue and a broad set of bugs across permissions, sandboxing, MCP, subagents, sessions, sign-in and Windows/Linux behavior. It also changes defaults so sandboxed Bash commands follow the normal permission flow unless sandbox.autoAllowBashIfSandboxed is set, and adds VS Code prompt suggestions and a Console sign-in that creates no API key.

  33. The Verge · AI71

    ChatGPT Wallet lets OpenAI’s Dots agents make purchases for you

    OpenAI is rolling out ChatGPT Wallet for ChatGPT Pro subscribers in the US aged 18 and older with a US billing address and eligible US-issued American Express, Chase, Mastercard and Visa cards. Dots agents can use the wallet to buy things in response to prompts, but they check in with the user before checkout, and every purchase requires biometric verification such as Face ID or a fingerprint scan. OpenAI says card details are replaced with a payment token, and it expects users will eventually be able to delegate purchases entirely by setting parameters like spending limits, purchase categories or time periods and pre-approving them.

  34. Hacker News AI22

    AI escapes from containers faster than me – so what?

    In a DEF CON 34 AppSec Village piece tied to an updated Container Escapes 101 workshop, the author says AI-driven offensive tooling can now chain tasks like identifying CNI, exfiltrating data over DNS, finding command injection and chrooting out, but argues containers were never meant to contain anything and still depend on the host. The recommended defenses are unchanged: observability, patching, container best practices, and revisiting dismissed alerts, with microVM runtimes now worth another look.

  35. Cloudflare Blog66

    Adapting to AI penetration testing orchestrators: The Modern Security Model

    Cloudflare reports that since the original ARTEX agentic pentesting framework was taken down on October 8, over 12,000 repositories and 50+ framework families have emerged, with daily requests for AI pentesting tools up 30x since October 1 and ARTEX and its forks making up over 60% of known orchestrators as of November 12. Cloudforce One observed incidents where stolen static CI/CD tokens were chained with these frameworks, including ARTEX creating artex-* Worker scripts and generating over 69 requests per minute and 400 database dump requests in an hour. The post recommends a six-pillar "Modern Security Model" covering WAF and traffic control, anomaly detection, Bot Defense, Identity-Gated Access and micro-segmentation, schema validation and mTLS, and threat intelligence.

    Why it matters: Offers a data-backed view of how quickly autonomous LLM pentesting frameworks are proliferating and a concrete defensive framework for security teams.

  36. Cloudflare Blog71

    Kitesurf is now open source

    Cloudflare has open-sourced Kitesurf, its stateless browser for AI agents that runs entirely on Workers, under the Apache 2.0 license on GitHub. The repository includes the engine, PageScript, PageRenderer, and CLI, built on Rust-to-WebAssembly projects like Blitz, Stylo, Boa, and Linebender libraries, and supports the Chrome DevTools Protocol for clients such as Puppeteer. Developers can run it locally or deploy their own instance to Cloudflare Workers, which requires a Workers Paid plan because it uses Dynamic Workers.

    Why it matters: Useful for developers who want to self-host a lightweight agent-oriented browser engine and inspect or contribute to its open-source components.

  37. Pydantic AI Articles55

    Using coding agent traces to improve your workflows

    This article explains why coding harnesses need observability, since model invocations, tool calls, retries and dead ends happen out of view, and describes how Logfire's coding agent tracing captures model invocations, tool call execution and request/response pairings across sessions. It walks through use cases including dashboards for productivity, cost and time, monitoring a software factory, reusing past session context across harnesses, and turning repeated struggles into skills, with an example where a skill took dashboard panel creation from 3/12 to 12/12 passing cases. It closes with an evaluation workflow that compares reviewer harnesses on a dataset of five code review cases, where Codex with gpt-6-luna scored highest overall at 3.93, ahead of Cursor at 2.80 and Claude Code at 2.60.

  38. TechCrunch · AI58

    AI agent startup LangChain hits $3B valuation

    LangChain raised a $300 million Series C at a $3 billion valuation led by CapitalG, with participation from Singapore's GIC, DFJ Growth, IVP, and Sapphire Ventures, more than doubling its $1.25 billion valuation from about a year ago. The company began in 2022 as an open source project and now focuses on managing AI agents through LangSmith, which it says avoids locking users into a particular model, cloud, or ecosystem. LangChain claims 7,000 LangSmith customers, including Harvey, Rippling, Clay, Nvidia, Toyota, and Salesforce.

  39. The Decoder65

    OpenAI rebuilt AI shopping from scratch with ChatGPT Wallet

    OpenAI has launched ChatGPT Wallet, which lets AI agents pay on behalf of users, after scrapping its earlier Instant Checkout feature for being insufficiently flexible. At launch it is US-only through Dots, requires a ChatGPT Pro subscription and an eligible US bank card, and uses payment tokens from American Express, Mastercard and Visa so neither the agent nor the store sees real card details. OpenAI also released a Commerce Partner Playbook to help merchants adjust firewalls and work with payment providers so agent-driven purchases go through.

  40. AWS Machine Learning Blog38

    Cost attribution and controls for AI developer and productivity tools on Amazon Bedrock

    Amazon Bedrock records the IAM principal behind every inference call and publishes it to CUR 2.0 and Cost Explorer, so per-user and per-team spend can be queried without instrumenting individual tools. The post walks through configuring IAM Identity Center with an external IdP, session tags, a Bedrock permission set, tool configuration for Claude Code, Claude Desktop, Codex and ChatGPT Work, and Athena queries, then compares usage controls from AWS Budgets to gateway-level enforcement.