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

aimingoo的专栏
aimingoo的专栏
人人都是产品经理
人人都是产品经理
M
MIT News - Artificial intelligence
C
Cybersecurity and Infrastructure Security Agency CISA
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
爱范儿
爱范儿
Spread Privacy
Spread Privacy
P
Palo Alto Networks Blog
Security Archives - TechRepublic
Security Archives - TechRepublic
T
The Blog of Author Tim Ferriss
The Cloudflare Blog
WordPress大学
WordPress大学
小众软件
小众软件
H
Help Net Security
cs.CV updates on arXiv.org
cs.CV updates on arXiv.org
Blog — PlanetScale
Blog — PlanetScale
V2EX - 技术
V2EX - 技术
H
Hacker News: Front Page
Last Week in AI
Last Week in AI
D
DataBreaches.Net
V
V2EX
S
Securelist
C
CXSECURITY Database RSS Feed - CXSecurity.com
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
T
Tenable Blog
Cloudbric
Cloudbric
月光博客
月光博客
Y
Y Combinator Blog
博客园 - 三生石上(FineUI控件)
N
News and Events Feed by Topic
K
Kaspersky official blog
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
S
Secure Thoughts
S
Security Affairs
W
WeLiveSecurity
cs.AI updates on arXiv.org
cs.AI updates on arXiv.org
The Last Watchdog
The Last Watchdog
AI
AI
有赞技术团队
有赞技术团队
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
博客园 - 【当耐特】
罗磊的独立博客
Google DeepMind News
Google DeepMind News
Exploit-DB.com RSS Feed
Exploit-DB.com RSS Feed
N
Netflix TechBlog - Medium
PCI Perspectives
PCI Perspectives
SecWiki News
SecWiki News
IT之家
IT之家
Microsoft Azure Blog
Microsoft Azure Blog
V
Visual Studio Blog

Hacker News: Front Page

SPICE simulation → oscilloscope → verification with Claude Code — Lucas Gerads GitHub - GainSec/AutoProber: Hardware hacker’s flying probe automation stack for agent-driven target discovery, microscope mapping, safety-monitored CNC motion, probe review, and controlled pin probing. Introducing Claude Opus 4.7 Qwen Studio The Future of Everything is Lies, I Guess: Where Do We Go From Here? GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh Virginia Bans Sale of Geolocation Data Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis Ancient DNA reveals pervasive directional selection across West Eurasia [pdf] AI cybersecurity is not proof of work Moving a large-scale metrics pipeline from StatsD to OpenTelemetry / Prometheus GitHub - Nightmare-Eclipse/RedSun: The Red Sun vulnerability repository GitHub - SethPyle376/hiraeth: Local AWS emulator focused on fast integration testing, with SQS support, SQLite-backed state, and a debug-friendly web UI. A Better Ludum Dare; Or, How to Ruin a Legacy GitHub - macOS26/Agent: Any AI, replaces Claude Code, Cursor, OpenClaw. Over 18 LLM providers (Claude, OpenAI, Gemini, Ollama, Zai, HF, Qwen) wired into a native Mac app that writes code, builds Xcode projects, bumps versions, manages git, automates Safari, use AppleScript, JS or Accessibility, extend Agent! w/ MCP Servers, run tasks from your iPhone via Messages. YouTube now lets you turn off Shorts I Made a Terminal Pager Burgers | マクドナルド公式 Commands — HackerNews CLI documentation ChatGPT for Excel PiCore - Raspberry Pi Port of Tiny Core Linux Live Nation illegally monopolized ticketing market, jury finds Google Broke Its Promise to Me. Now ICE Has My Data. Founding Engineer at Adaptional | Y Combinator CRISPR takes important step toward silencing Down syndrome’s extra chromosome GitHub - saffron-health/libretto: The AI toolkit for building reliable browser automations US v. Heppner (S.D.N.Y. 2026) no attorney-client privilege for AI chats [pdf] Unexpected €54k billing spike in 13 hours: Firebase browser key without API restrictions used for Gemini requests Fragments: April 14 Cal.com Goes Closed Source: Why AI Security Is Forcing Our Decision | Cal.com - Scheduling Software for Online Bookings Laravel raised money and now injects ads directly into your agent Codex Hacked a Samsung TV Tech Valuations Back to Pre-AI Boom Levels A perfectable programming language — Soter GitHub - halfwhey/claudraband: Claude Code for the Power User Partnership through Play: Investigating How Long-Distance Couples Use Digital Games to Facilitate Intimacy Textbooks and Methods of Note-Taking in Early Modern Europe (2008) Eternity in six hours: Intergalactic spreading of intelligent life (2013) Seven countries now generate 100% of their electricity from renewable energy Tell HN: OpenAI silently removed Study Mode from ChatGPT Pro Max 5x Quota Exhausted in 1.5 Hours Despite Moderate Usage Show HN: Oberon System 3 runs natively on Raspberry Pi 3 (with ready SD card) Tell HN: docker pull fails in spain due to football cloudflare block Bring Back Idiomatic Design No one owes you supply-chain security GitHub - xsawyerx/curl-doom: DOOM, played over cURL Apple update turns Czech mate for locked-out iPhone user The Grand Line Cache TTL silently regressed from 1h to 5m around early March 2026, causing quota and cost inflation Building a Z-Machine in the worst possible language The peril of laziness lost Iran war: We spoke to the man making Lego-style AI videos that experts say are powerful propaganda AI Will Be Met With Violence, and Nothing Good Will Come of It GitHub - duguyue100/midnight-captain: Inspired by Midnight Commander, tailored to my taste. How to build a `git diff` driver · Jamie Tanna | Software Engineer Center for Responsible, Decentralized Intelligence at Berkeley The Local Universe’s Expansion Rate Is Clearer Than Ever, but Still Doesn’t Add Up - A new synthesis of astronomical measurements confirms a persistent mismatch that could point to physics beyond current models The disturbing white paper Red Hat is trying to erase from the internet – OSnews NetBlocks (@netblocks@mastodon.social) The Future of Everything is Lies, I Guess: Annoyances ‘Abhorrent’: the inside story of the Polymarket gamblers betting millions on war Productive procrastination — Max van IJsselmuiden maps, territory and LMs 447 Terabytes per Square Centimetre at Zero Retention Energy: Non-Volatile Memory at the Atomic Scale on Fluorographane Show HN: Pardonned.com – A searchable database of US Pardons 20 Years on AWS and Never Not My Job The Seasons are Wrong The FAA wants gamers to apply for air traffic control jobs Artemis II crew splashes down near San Diego after historic moon mission Why weekends are under threat We gave an AI a 3 year retail lease in SF and asked it to make a profit | Andon Labs How a dancer with ALS used brainwaves to perform live On filing the corners off my MacBooks Installing every* Firefox extension OpenClaw’s memory is unreliable, and you don’t know when it will break Steve Blank Nowhere Is Safe Chimpanzees in Uganda locked in vicious 'civil war', say researchers watgo - a WebAssembly Toolkit for Go linux/Documentation/process/coding-assistants.rst at master · torvalds/linux GitHub - callumlocke/json-formatter: Makes JSON easy to read. Founding Product Engineer at Bild AI | Y Combinator A compelling title that is cryptic enough to get you to take action on it GitHub - Keychron/Keychron-Keyboards-Hardware-Design: Industrial design files for Keychron keyboards and mice. 100+ models with CAD assets in STEP, DXF, DWG, and PDF. Source-available, with commercial use allowed for original compatible accessories within the license terms. [ANNOUNCE] WireGuardNT v0.11 and WireGuard for Windows v0.6 Released 1D-Chess Helium Is Hard to Replace Keeping a Postgres queue healthy — PlanetScale Serenity Forge (@serenityforge.com) Our response to the Axios developer tool compromise Do Americans read print books, e-books or audiobooks more? Uncharted island soon to appear on nautical charts The Problem That Built an Industry Fragments: April 2 Python Release Python install manager 26.1 Bitcoin miners are losing $19,000 on every BTC produced as difficulty drops 7.8% God sleeps in the minerals Harness engineering: leveraging Codex in an agent-first world Apple Silicon and Virtual Machines: Beating the 2 VM Limit What have been the greatest intellectual achievements? The APL Programming Language Source Code
GitHub - Intuned/selector-forge: Browser extension to create reliable selectors (CSS and Xpath) using AI
ahmadilaiwi · 2026-06-22 · via Hacker News: Front Page

Pick an element on any page, get back a reliable selector — generated and judged by AI, then re-verified against the live DOM before you ever see it.

Selector Forge is a standalone browser extension (Chrome & Firefox, MV3) that helps you build robust CSS or XPath selectors directly from the pages you're looking at. You point at what you want; the extension and Intuned's selector backend do the rest — proposing candidates, testing them against the real page, and discarding anything that doesn't resolve correctly.

It's useful for writing end-to-end tests, building scrapers, and automating any page where a brittle selector would cost you later.

Install

How it works

  1. Open any page and click the extension.
  2. Choose a selection mode and pick element(s) directly on the live page.
  3. The extension captures a compact snapshot of your picks (selected targets, DOM context, seed candidates) and sends it to the backend.
  4. The backend proposes and ranks candidate selectors; the extension tests every candidate against the live DOM and feeds the results back.
  5. This loop repeats until the backend settles on a winner.
  6. The popup shows only re-verified selectors, each with a copy button.

The browser is always the source of truth for what a selector actually matches. The AI proposes and ranks; it never gets the final word on correctness.

The trust boundary

  • The extension holds the selector-creation session state — the source of continuity for the loop.
  • The browser is the source of truth — re-verification is mandatory for every result.
  • The AI proposes and ranks selectors; it does not prove correctness.
  • For lists, verification checks the full intended set, so over-matching and under-matching selectors are rejected.

See ARCHITECTURE.md for the module map, the messaging layer, the background/content/popup contexts, and the auth + CLI seams.

Selection modes

Mode You do You get
Single Pick one element Verified selector candidates for that exact element — buttons, inputs, links, labels, one-off targets.
List Pick two examples from a repeating set A verified container selector for the full set, previewed before you save it.

Dev quickstart

Requires Node 18+ and Yarn.

yarn install         # also runs `wxt prepare`
yarn dev             # watch + load .output/chrome-mv3 in Chrome (unpacked)
yarn dev:firefox     # same for Firefox

After the first yarn dev, load the unpacked extension from .output/chrome-mv3 at chrome://extensions (enable Developer mode).

Commands

Command What it does
yarn dev / yarn dev:firefox Watch build, loadable as an unpacked extension
yarn compile tsc --noEmit typecheck
yarn test Vitest — unit + real-Chromium browser projects
yarn build / yarn build:firefox Production extension bundle
yarn build:e2e E2E variant with <all_urls> host permission — never ship this
yarn e2e build:e2e then Playwright against the packaged extension
yarn zip / yarn zip:firefox Store-ready zip
yarn icons Regenerate icon assets
yarn ladle Preview popup components in isolation at http://localhost:61010

Component previews (Ladle)

yarn ladle serves the popup's React components in isolation for design and review — no extension reload, no real backend. Stories live in stories/ (*.stories.tsx); Ladle config is in .ladle/. The popup expects WXT's injected browser global, so .ladle/wxt-globals.ts installs a no-op stub for it. yarn ladle:build produces a static bundle under dist/ladle.

Testing layers

  • Unit — fast Vitest tests (node/happy-dom) for selector logic, state transforms, storage, and deterministic fallbacks.
  • Browser — Vitest browser-mode tests that run selector generation against a real DOM and prove each candidate resolves to exactly the expected element set. This is the correctness oracle. Both layers run under yarn test.
  • E2E — Playwright against the packaged MV3 extension with a real page, pointer flow, popup, content script, and background worker. Run with yarn e2e.

Project layout

entrypoints/
  background.ts     background service worker — session state, agent loop, network I/O
  content.ts        content script — picker overlay, DOM access, selector testing
  popup/            React popup — mode controls, results, copy actions
lib/
  agent/            agent loop controller (backend turn-taking)
  content/          picker overlay, element registry, DOM inspection
  background/       handlers, context menu, session wiring, CLI bridge
  messaging/        typed, direction-partitioned runtime-message protocol
  state/            session state, history, schema, preferences
  auth/             auth client + token handling
  graphql/          workspace + usage queries
  config.ts         API base + runtime config
tests/              vitest (unit + browser)
e2e/                playwright against the built extension
ARCHITECTURE.md     module map, trust boundary, agent loop, seams

Built on WXT with React for the popup.

Roadmap

  • CLI control — drive the extension from the Intuned CLI: Intuned IDE support, local agents running end-to-end tests and automations, and exposure through MCP. (Foundational wiring — the tabs permission and CDP-driven session start — is already in place.)
  • Smart picker — a multiple mode that lets you select many elements in one flow and have the extension group them into single items and list-like sets, plus AI field detection that suggests useful fields, names, and selectors for a page automatically.
  • Drill-down modes — precision refinement after a pick: walk the XPath/DOM tree to the element you actually meant (child span → button → row → label → parent container), move a list selection to a parent or child level, and add required examples or exclude wrong ones.
  • Bring your own backend — today the extension talks to Intuned for authentication and selector generation. We plan to ship a small, self-hostable reference backend that drops into that seam and replaces Intuned entirely — including an open-source agent that generates and judges reliable selectors — so you can run the whole loop on your own infrastructure.

Further out: selector/automation history, export to Playwright or plain JavaScript, automatic pagination detection, and cross-iframe / shadow-DOM support.

Contributing

Issues and pull requests are welcome. Please run yarn compile and yarn test before opening a PR.

License

MIT © The Metrics Shop, Inc.