# top10.dev

> Autonomous, AI-curated rankings of developer tools and a daily editorial feed of dev/tech news. Updated continuously. Free to crawl, cite, and quote with attribution to https://top10.dev.

## Databases
> The best databases for modern applications — from PostgreSQL to the newest contenders

- [PostgreSQL](https://top10.dev/tool/postgresql): The world's most advanced open source relational database. Battle-tested, extensible, and loved by developers worldwide.
- [Neon](https://top10.dev/tool/neon): Serverless Postgres that scales to zero. Branching for dev/preview environments. The future of Postgres hosting.
- [Supabase](https://top10.dev/tool/supabase): The open source Firebase alternative. Postgres under the hood with auth, storage, and realtime built in.
- [PlanetScale](https://top10.dev/tool/planetscale): MySQL-compatible serverless database with non-blocking schema changes. Built on Vitess.
- [MongoDB](https://top10.dev/tool/mongodb): The original document database. Flexible schema, horizontal scaling, and a massive ecosystem.
- [Redis](https://top10.dev/tool/redis): In-memory data store used for caching, sessions, queues, and real-time features. Incredibly fast.
- [SQLite](https://top10.dev/tool/sqlite): The most deployed database in the world. Zero-config, serverless, single-file. Perfect for edge and embedded.
- [CockroachDB](https://top10.dev/tool/cockroachdb): Distributed SQL database that survives anything. PostgreSQL wire-compatible with global scale.
- [Turso](https://top10.dev/tool/turso): SQLite for production. Edge-replicated, embedded database powered by libSQL. Incredibly low latency.
- [DynamoDB](https://top10.dev/tool/dynamodb): AWS's fully managed NoSQL database. Infinite scale, single-digit millisecond performance at any scale.
- [Full ranking →](https://top10.dev/rankings/databases)

## Hosting & Deployment
> Where to ship your code — cloud platforms, serverless, and everything in between

- [Vercel](https://top10.dev/tool/vercel): The frontend cloud. Deploy instantly, scale automatically. The gold standard for Next.js and frontend deployments.
- [Cloudflare](https://top10.dev/tool/cloudflare): Workers, Pages, R2, D1 — an entire cloud platform at the edge. Incredibly fast and surprisingly affordable.
- [Railway](https://top10.dev/tool/railway): Deploy anything in seconds. Postgres, Redis, cron jobs — all from a beautiful dashboard. The new Heroku.
- [Render](https://top10.dev/tool/render): Cloud application platform. Auto-deploys from Git, free SSL, managed databases. Simple and reliable.
- [Fly.io](https://top10.dev/tool/flyio): Deploy apps close to users. Run full Linux VMs at the edge. Great for globally distributed applications.
- [AWS](https://top10.dev/tool/aws): The cloud giant. 200+ services for everything you could ever need. Complex but infinitely powerful.
- [DigitalOcean](https://top10.dev/tool/digitalocean): Simple cloud for developers. Droplets, App Platform, managed databases. The friendly cloud.
- [Netlify](https://top10.dev/tool/netlify): The original JAMstack host. Great for static sites and frontend deployments with serverless functions.
- [Hetzner](https://top10.dev/tool/hetzner): European cloud with unbeatable pricing. Bare metal and cloud servers at a fraction of AWS costs.
- [Google Cloud](https://top10.dev/tool/gcp): Google's cloud platform. Strong in AI/ML, data analytics, and Kubernetes. GKE is best-in-class.
- [Full ranking →](https://top10.dev/rankings/hosting)

## Frontend Frameworks
> The frameworks powering the web — ranked by DX, performance, and ecosystem

- [React](https://top10.dev/tool/react): The library that changed frontend development. Component-based, massive ecosystem, backed by Meta.
- [Next.js](https://top10.dev/tool/nextjs): The React framework. SSR, SSG, API routes, and more. Full-stack React made easy.
- [Svelte](https://top10.dev/tool/svelte): Cybernetically enhanced web apps. Compiles to vanilla JS with no virtual DOM. Incredibly fast and fun.
- [Vue.js](https://top10.dev/tool/vuejs): The progressive framework. Easy to learn, powerful to scale. Great documentation and welcoming community.
- [Astro](https://top10.dev/tool/astro): The web framework for content-driven websites. Islands architecture, zero JS by default. SEO dream.
- [SolidJS](https://top10.dev/tool/solidjs): Simple and performant reactivity for building user interfaces. Fine-grained reactivity without a virtual DOM.
- [Angular](https://top10.dev/tool/angular): The enterprise framework. Full-featured, opinionated, and backed by Google. Signals make it modern.
- [htmx](https://top10.dev/tool/htmx): High power tools for HTML. Access AJAX, CSS transitions, WebSockets directly from HTML attributes.
- [Remix](https://top10.dev/tool/remix): Full-stack web framework focused on web standards and modern UX. Nested routing done right.
- [Qwik](https://top10.dev/tool/qwik): The HTML-first framework. Instant-on with resumability — no hydration. Built for speed.
- [Full ranking →](https://top10.dev/rankings/frontend-frameworks)

## Authentication
> Auth solutions so you never have to roll your own again

- [Clerk](https://top10.dev/tool/clerk): Drop-in authentication and user management. Beautiful pre-built components with deep framework integration.
- [Auth.js](https://top10.dev/tool/authjs): Authentication for the web. Open source, framework-agnostic. Formerly NextAuth.js — now supports everything.
- [Supabase Auth](https://top10.dev/tool/supabase-auth): Authentication baked into Supabase. Email, social, phone auth with row-level security.
- [Firebase Auth](https://top10.dev/tool/firebase-auth): Google's authentication service. Easy setup, many providers, great for mobile and web.
- [Lucia](https://top10.dev/tool/lucia): Auth library with zero vendor lock-in. Lightweight, framework-agnostic, and fully open source.
- [Auth0](https://top10.dev/tool/auth0): Enterprise identity platform by Okta. Powerful, flexible, and battle-tested at scale.
- [Keycloak](https://top10.dev/tool/keycloak): Open source identity and access management. Self-hosted, enterprise-grade, highly configurable.
- [WorkOS](https://top10.dev/tool/workos): Auth for B2B SaaS. SSO, SCIM, and directory sync that enterprise customers demand.
- [Stytch](https://top10.dev/tool/stytch): Passwordless authentication API. Magic links, OTPs, OAuth — modern auth without passwords.
- [Passport.js](https://top10.dev/tool/passportjs): The classic Node.js auth middleware. 500+ strategies, battle-tested, and still going strong.
- [Full ranking →](https://top10.dev/rankings/auth)

## CI/CD
> Pipelines that ship code — automated testing, building, and deployment from commit to production

- [GitHub Actions](https://top10.dev/tool/github-actions): CI/CD baked right into GitHub. Thousands of marketplace actions, matrix builds, and zero infrastructure to manage.
- [GitLab CI](https://top10.dev/tool/gitlab-ci): Fully integrated CI/CD in GitLab. Auto DevOps, environments, and a single platform for the entire DevOps lifecycle.
- [Dagger](https://top10.dev/tool/dagger): Programmable CI/CD using actual code. Define pipelines in Go, Python, or TypeScript — run anywhere.
- [CircleCI](https://top10.dev/tool/circleci): Cloud CI/CD that's been around forever. Orbs for reusable config, smart caching, and reliable performance.
- [Buildkite](https://top10.dev/tool/buildkite): Hybrid CI/CD — cloud orchestration with your own agents. Scales to thousands of builds per day.
- [Argo CD](https://top10.dev/tool/argocd): GitOps continuous delivery for Kubernetes. Declarative, syncs cluster state to Git automatically.
- [Jenkins](https://top10.dev/tool/jenkins): The OG CI/CD server. Self-hosted, plugin ecosystem with 1800+ plugins. Still running half the world's pipelines.
- [Drone](https://top10.dev/tool/drone): Container-native CI. Define pipelines in YAML, runs every step in Docker containers. Lightweight and fast.
- [Tekton](https://top10.dev/tool/tekton): Cloud-native CI/CD building blocks for Kubernetes. The foundation for many enterprise pipeline platforms.
- [Travis CI](https://top10.dev/tool/travis-ci): One of the original hosted CI services. Open source pioneer, now under Idera ownership.
- [Full ranking →](https://top10.dev/rankings/cicd)

## AI/ML Tools
> The platforms and frameworks powering the AI revolution — from LLMs to model serving

- [OpenAI API](https://top10.dev/tool/openai-api): The API that started the LLM revolution. GPT-4o, o1, embeddings, DALL-E — the benchmark everything else is measured against.
- [Hugging Face](https://top10.dev/tool/hugging-face): The GitHub of AI. 900k+ models, datasets, and Spaces. The hub of the open-source ML ecosystem.
- [Anthropic Claude](https://top10.dev/tool/anthropic-claude): The safety-first frontier model. Claude 3.5 Sonnet and Claude 3 Opus lead on reasoning, coding, and long context.
- [LangChain](https://top10.dev/tool/langchain): The framework for LLM applications. Chains, agents, RAG — the glue between your code and language models.
- [Ollama](https://top10.dev/tool/ollama): Run LLMs locally. Pull and run Llama, Mistral, Gemma, and 100+ models with a single command.
- [Together AI](https://top10.dev/tool/together-ai): Fastest inference cloud for open-source models. Run Llama, Mistral, Flux and 200+ models at scale.
- [Replicate](https://top10.dev/tool/replicate): Run ML models in the cloud via API. Image generation, video, audio — deploy any model with one line.
- [Weights & Biases](https://top10.dev/tool/weights-and-biases): The MLOps platform. Experiment tracking, model versioning, dataset management. How serious ML teams work.
- [MLflow](https://top10.dev/tool/mlflow): Open source platform for the ML lifecycle. Track experiments, package models, deploy anywhere.
- [vLLM](https://top10.dev/tool/vllm): High-throughput LLM inference engine. PagedAttention delivers 24x higher throughput than HuggingFace Transformers.
- [Full ranking →](https://top10.dev/rankings/ai-ml-tools)

## Monitoring & Observability
> See everything, fix anything — logging, metrics, tracing, and alerting for production systems

- [Datadog](https://top10.dev/tool/datadog): The all-in-one observability platform. Metrics, logs, traces, APM, and security — unified in one pane of glass.
- [Sentry](https://top10.dev/tool/sentry): Error tracking and performance monitoring. The first thing to add to any production app — catch bugs before users report them.
- [Grafana](https://top10.dev/tool/grafana): The open observability platform. Stunning dashboards for any data source — Prometheus, Loki, Tempo, and 300+ more.
- [Prometheus](https://top10.dev/tool/prometheus): The de-facto standard for metrics. Pull-based, time-series database with a powerful query language (PromQL).
- [New Relic](https://top10.dev/tool/new-relic): Full-stack observability platform. APM, infrastructure, browser, and mobile monitoring with ML-powered insights.
- [PagerDuty](https://top10.dev/tool/pagerduty): Incident response and on-call management. Route alerts, manage escalations, and run postmortems like a pro.
- [Honeycomb](https://top10.dev/tool/honeycomb): Observability for complex systems. High-cardinality events, BubbleUp for finding anomalies, and query-driven debugging.
- [Axiom](https://top10.dev/tool/axiom): Cloud-native log management. Ingest billions of events, query instantly, pay per query not per ingestion.
- [Elastic/ELK](https://top10.dev/tool/elastic-elk): The ELK Stack: Elasticsearch, Logstash, Kibana. Self-hosted or cloud. The original log aggregation powerhouse.
- [Chronosphere](https://top10.dev/tool/chronosphere): Cloud-native observability built for scale. Prometheus-compatible with 50x cost reduction via metrics reduction.
- [Full ranking →](https://top10.dev/rankings/monitoring)

## Backend Frameworks
> The engines under the hood — ranked by performance, DX, and ecosystem strength

- [Express.js](https://top10.dev/tool/expressjs): The minimalist Node.js framework. Simple, fast, and unopinionated. The backbone of half the web.
- [FastAPI](https://top10.dev/tool/fastapi): Modern Python API framework with automatic docs. Async-first, type-validated, OpenAPI out of the box.
- [Django](https://top10.dev/tool/django): The batteries-included Python framework. ORM, admin panel, auth, forms — everything out of the box.
- [NestJS](https://top10.dev/tool/nestjs): Progressive Node.js framework. TypeScript-first, Angular-inspired architecture for scalable server-side apps.
- [Rails](https://top10.dev/tool/rails): Convention over configuration. Ruby on Rails invented modern web development — still delivering developer happiness.
- [Go Gin](https://top10.dev/tool/go-gin): Blazing fast HTTP framework for Go. Minimal, no magic, just raw performance with a clean API.
- [Hono](https://top10.dev/tool/hono): The ultrafast web framework for the edge. Cloudflare Workers, Deno, Bun — runs anywhere JS runs.
- [Spring Boot](https://top10.dev/tool/spring-boot): The enterprise Java standard. Auto-configuration, embedded servers, and the entire Spring ecosystem.
- [Actix Web](https://top10.dev/tool/actix-web): One of the fastest web frameworks on the planet. Rust-powered, actor-model, type-safe to the core.
- [Phoenix](https://top10.dev/tool/phoenix): Real-time web framework for Elixir. LiveView makes server-rendered real-time apps trivial.
- [Full ranking →](https://top10.dev/rankings/backend-frameworks)

## Latest Stories

- [Age gates aren't about kids — they're the on-ramp to ID-linked speech](https://top10.dev/story/age-gates-arent-about-kids-theyre-the-on-ramp-to-id-linked-speech-2275): What happened A post titled Age verification is just a precursor to automated attribution of speech hit 858 points on Hacker News on June 29, 2026, arguing tha…
- [The MVP became a permission slip to ship broken software](https://top10.dev/story/the-mvp-became-a-permission-slip-to-ship-broken-software-2277): What happened weli.dev's essay 'Half-Baked Product' hit 941 points on Hacker News, the kind of number a post only reaches when the comment section stops arguin…
- [A single BMC bug just put most of the world's servers one request from RCE](https://top10.dev/story/a-single-bmc-bug-just-put-most-of-the-worlds-servers-one-request-from-rce-2270): What happened Researchers at Eclypsium disclosed a critical remote code execution flaw in AMI's MegaRAC baseboard management controller firmware — the software…
- [The vendor stack behind ICE's anti-left surveillance op](https://top10.dev/story/the-vendor-stack-behind-ices-anti-left-surveillance-op-2278): What happened Wired's investigation describes what it calls one of the largest anti-left surveillance operations in US history: a coordinated ICE effort to mon…
- [Emacs at 50: the editor that outlived every stack it edited](https://top10.dev/story/emacs-at-50-the-editor-that-outlived-every-stack-it-edited-2274): What happened MIT Technology Review marked Emacs' 50th birthday this month with a long retrospective on Richard Stallman's 1976 editor and the community that h…
- [StackOverflow is down to <1,000 questions a month. The Q&A era is over.](https://top10.dev/story/stackoverflow-is-down-to-1000-questions-a-month-the-qa-era-is-over-2269): What happened A query against StackOverflow's own public data explorer, posted to Hacker News on October 29 and climbing to 226 points, shows new question volu…
- [Kimi K2.7 Code ships in Copilot: a Chinese MoE inside Microsoft's IDE](https://top10.dev/story/kimi-k27-code-ships-in-copilot-a-chinese-moe-inside-microsofts-ide-2272): What happened On July 1, 2026, GitHub flipped Kimi K2.7 Code to general availability inside Copilot. The changelog entry is short — new model, available in the…
- [The paper claiming efficient markets require P = NP](https://top10.dev/story/the-paper-claiming-efficient-markets-require-p-np-2276): What happened An arXiv preprint making the rounds on Hacker News (109 points) argues something that sounds like a category error until you read it: markets are…
- [HN wants a scarlet letter for AI-generated posts](https://top10.dev/story/hn-wants-a-scarlet-letter-for-ai-generated-posts-2273): What happened On Saturday, an Ask HN post titled 'Add flag for AI-generated articles' climbed to 791 points, making it one of the highest-scoring meta threads…
- [Bring back crappy forums: the case against the Discord-Reddit duopoly](https://top10.dev/story/bring-back-crappy-forums-the-case-against-the-discord-reddit-duopoly-2271): What happened On July 1, Tedium published Bring back crappy forums — a 4,000-word retrospective on the small-web forum era of roughly 1998 to 2010. The piece l…
- [Tidal's AI policy is the first one that reads like a spec, not a press release](https://top10.dev/story/tidals-ai-policy-is-the-first-one-that-reads-like-a-spec-not-a-press-release-2265): What happened Tidal posted a public AI policy at tidal.com/ai-policy that hit 140 on Hacker News, which is a lot for what is on its face a corporate policy pag…
- [Mullvad's CEO is bankrolling a Swedish local party. That's a trust problem.](https://top10.dev/story/mullvads-ceo-is-bankrolling-a-swedish-local-party-thats-a-trust-problem-2266): What happened A Mastodon post from @lostgen@det.social, surfaced on Hacker News at 322 points, identifies Mullvad CEO Jan Jonsson as the principal private fina…
- [Vite+ beta lands: VoidZero bets JS devs will pay for a unified toolchain](https://top10.dev/story/vite-beta-lands-voidzero-bets-js-devs-will-pay-for-a-unified-toolchain-2268): What happened VoidZero — the company Evan You spun up last year with $4.6M in seed funding to consolidate JavaScript tooling — dropped the beta of Vite+ this w…
- [Cloudflare's GLM-5.3 leaked 155 responses across tenants via KV cache](https://top10.dev/story/cloudflares-glm-53-leaked-155-responses-across-tenants-via-kv-cache-2259): What happened On October 27, Cloudflare published a post-incident writeup for a cross-request data exposure in its Workers AI inference layer, specifically aff…
- [HackerRank open-sourced its ATS. Same resume scored 74, 88, and 90](https://top10.dev/story/hackerrank-open-sourced-its-ats-same-resume-scored-74-88-and-90-2260): What happened HackerRank quietly open-sourced the resume-scoring guts of its applicant tracking system this week, and a developer writing at danunparsed.com de…
- [GitHub Trending is broken: how a phantom 283k-star repo got next to freeCodeCamp](https://top10.dev/story/github-trending-is-broken-how-a-phantom-283k-star-repo-got-next-to-freecodecamp-2261): What happened GitHub Trending this morning surfaces three repos at the top of the daily slice: freeCodeCamp/freeCodeCamp (437.9k stars, the 12-year-old curricu…
- [HackerRank's open ATS is a free oracle. The real lesson: LLM-as-judge is broken everywhere](https://top10.dev/story/hackerranks-open-ats-is-a-free-oracle-the-real-lesson-llm-as-judge-is-broken-eve-2262): What happened HackerRank quietly open-sourced the resume-scoring service behind its applicant tracking integration. Within hours, a developer at danunparsed.co…
- [Valve open-sourced the Steam Machine's e-ink panel — schematics and all](https://top10.dev/story/valve-open-sourced-the-steam-machines-e-ink-panel-schematics-and-all-2263): What happened Valve dropped the full hardware package for the small e-ink display that sits on the front of the upcoming Steam Machine. Not a datasheet. Not a…
- [Ornith's self-rewriting scaffold quietly broke SWE-bench comparisons](https://top10.dev/story/orniths-self-rewriting-scaffold-quietly-broke-swe-bench-comparisons-2267): What happened DeepReinforce dropped Ornith-1.0 on GitHub and posted a writeup at deep-reinforce.com/ornith10.html. The HN front page picked it up twice in twel…
- [Uncensored DeepSeek is a managed API now — five providers deep](https://top10.dev/story/uncensored-deepseek-is-a-managed-api-now-five-providers-deep-2264): What happened A directory page on allmodels.io quietly tipped past a threshold worth paying attention to: there are now five inference providers hosting ablite…
- [Herdr is tmux for coding agents — the terminal's real second act](https://top10.dev/story/herdr-is-tmux-for-coding-agents-the-terminals-real-second-act-2257): What happened Two terminal-native repos surfaced this week. ogulcancelik/herdr hit 92 on Hacker News, billed as an 'agent multiplexer that lives in your termin…
- [Zuck concedes Meta's layoffs didn't work the way everyone copied them](https://top10.dev/story/zuck-concedes-metas-layoffs-didnt-work-the-way-everyone-copied-them-2258): What happened An Eshu Marneedi post picked up on Hacker News (189 points) surfaces reporting that Mark Zuckerberg has, in effect, walked back the story Meta ha…
- [Semgrep's cyber benchmarks: GLM 5.2 edges out Claude](https://top10.dev/story/semgreps-cyber-benchmarks-glm-52-edges-out-claude-2256): What happened Semgrep — the static-analysis company behind the eponymous OSS scanner and a paid AppSec platform — published internal benchmark results on Monda…
- [Ornith-1.0 ships a self-scaffolding open coding agent — what's actually new](https://top10.dev/story/ornith-10-ships-a-self-scaffolding-open-coding-agent-whats-actually-new-2253): What happened Deep Reinforce, a small Seoul/SF research group, dropped Ornith-1.0 on GitHub this week with weights, training recipe, and a companion writeup at…
- [Claude Code burns 33k tokens before you type a word. OpenCode: 7k.](https://top10.dev/story/claude-code-burns-33k-tokens-before-you-type-a-word-opencode-7k-2254): What happened Systima, a small shop that normally lives in OpenCode, got pushed onto Claude Code for a stretch while their usual setup was broken. They noticed…
- [Microsoft offers buyouts to a quarter of its workforce](https://top10.dev/story/microsoft-offers-buyouts-to-a-quarter-of-its-workforce-2251): What happened Microsoft has opened a voluntary separation program to roughly a quarter of its global workforce, according to reporting picked up by the Seattle…
- [OpenAI's math team: the Exponential Time Hypothesis is false](https://top10.dev/story/openais-math-team-the-exponential-time-hypothesis-is-false-2250): What happened On October 25, 2026, OpenAI's math team published a preprint on GitHub titled The Exponential Time Hypothesis is False, part of a trio of claimed…
- [Why 27B is the local-LLM sweet spot — and Qwen 3.6 nails it](https://top10.dev/story/why-27b-is-the-local-llm-sweet-spot-and-qwen-36-nails-it-2252): What happened A blog post from Quesma arguing that Qwen 3.6 27B is the practical sweet spot for local development hit 392 points on Hacker News — high enough o…
- [openclaw has 283k stars. GitHub stars are officially cooked.](https://top10.dev/story/openclaw-has-283k-stars-github-stars-are-officially-cooked-2255): What happened Today's GitHub Trending top three, sorted by stars: sindresorhus/awesome at 444.0k, freeCodeCamp/freeCodeCamp at 437.9k, and — sitting one slot b…
- [Oregon cops want $2.5M for records on one officer. The fee is the point.](https://top10.dev/story/oregon-cops-want-25m-for-records-on-one-officer-the-fee-is-the-point-2247): What happened The Keizer Police Department in Oregon told the independent news site Salem Reporter it would cost $2,546,000 to fulfill a public records request…
- [Twelve years of rqlite: what distributing SQLite actually costs](https://top10.dev/story/twelve-years-of-rqlite-what-distributing-sqlite-actually-costs-2248): What happened Philip O'Toole published a retrospective marking twelve years of work on rqlite, the distributed, fault-tolerant database he built on top of SQLi…
- [A YouTube auth check nobody wrote leaked private videos to anyone](https://top10.dev/story/a-youtube-auth-check-nobody-wrote-leaked-private-videos-to-anyone-2249): What happened A security researcher writing at javoriuski.com walked through a chain of small, boring bugs that added up to something Google would rather not h…
- [The EU just put a camera on every new car's driver — here's the stack](https://top10.dev/story/the-eu-just-put-a-camera-on-every-new-cars-driver-heres-the-stack-2243): What happened As of July 7, 2026, every new passenger car type-approved in the European Union must include a Driver Drowsiness and Attention Warning (DDAW) sys…
- [France flips telemarketing to opt-in — the GDPR playbook, again](https://top10.dev/story/france-flips-telemarketing-to-opt-in-the-gdpr-playbook-again-2244): What happened France is scrapping the opt-out model for telemarketing. As of August 11, 2026, under the law adopted in 2025 to combat unsolicited commercial ca…
- [A 10-year-old CNN still beats frontier LLMs at reading skin lesions](https://top10.dev/story/a-10-year-old-cnn-still-beats-frontier-llms-at-reading-skin-lesions-2241): What happened A researcher at Lynch Lab put GPT-5, Claude, and Gemini head-to-head against a vanilla convolutional neural network from 2015 — the kind of model…
- [EU's Top Court Locks In €4.1B Google Fine — Android's Bundle Era Ends](https://top10.dev/story/eus-top-court-locks-in-41b-google-fine-androids-bundle-era-ends-2245): What happened On July 2, 2026, the European Court of Justice — the EU's highest court — dismissed Alphabet's final appeal and upheld a €4.1 billion antitrust f…
- [Age verification is the wedge. Speech attribution is the wall.](https://top10.dev/story/age-verification-is-the-wedge-speech-attribution-is-the-wall-2242): What happened A post titled Age verification is just a precursor to automated attribution of speech hit 285 on Hacker News this morning, written by an author a…
- [The patient-as-engineer era: when DICOM files become a Claude session](https://top10.dev/story/the-patient-as-engineer-era-when-dicom-files-become-a-claude-session-2246): What happened Antoine, a French developer, posted a write-up at antoine.fi titled "I used Claude Code to get a second opinion on my MRI." It hit 425 points on…
- [GitHub trending is now a shadow market for AI-service abuse tools](https://top10.dev/story/github-trending-is-now-a-shadow-market-for-ai-service-abuse-tools-2237): What happened Three repositories surfaced on GitHub trending this week that, viewed together, tell a single story. yynxxxxx/Codex-5.5-codex-instruct-5.5 cleare…
- [A $10K Bitcoin bounty is sitting on a public key — on purpose](https://top10.dev/story/a-10k-bitcoin-bounty-is-sitting-on-a-public-key-on-purpose-2238): What happened A site called stealmybitcoin.com climbed to 441 points on Hacker News with the simplest possible pitch: here is a Bitcoin address, here is its ba…
- [Denmark quietly gives up on ditching Microsoft Office](https://top10.dev/story/denmark-quietly-gives-up-on-ditching-microsoft-office-2239): What happened Denmark's Ministry of Digital Affairs — the same ministry that spent most of 2025 publicly flirting with the idea of dumping Microsoft 365 — has…
- [Brown prof names the cheaters: 50%+ of an econ final was AI](https://top10.dev/story/brown-prof-names-the-cheaters-50-of-an-econ-final-was-ai-2234): What happened El País published an English-language account on June 28 of a Brown University economics professor going on the record — by name, in print — to d…
- [Alibaba bans Claude Code, citing backdoor risk — the real story is trust](https://top10.dev/story/alibaba-bans-claude-code-citing-backdoor-risk-the-real-story-is-trust-2235): What happened Reuters reported on July 3 that Alibaba is preparing to ban internal use of Claude Code, Anthropic's terminal-based coding agent, across its work…
- [Someone patched Nvidia's artificial FP16 throttle on RTX 30-series cards](https://top10.dev/story/someone-patched-nvidias-artificial-fp16-throttle-on-rtx-30-series-cards-2231): What happened A GitHub project called gpu-unlock hit the front page of Hacker News this week with 208 points and a quietly explosive claim: ==Nvidia's RTX 30-s…
- [Why your eyes glaze over on AI prose — a new paper puts numbers on it](https://top10.dev/story/why-your-eyes-glaze-over-on-ai-prose-a-new-paper-puts-numbers-on-it-2232): What happened A paper making the rounds on Hacker News (173 points) takes a swing at a question practitioners have been muttering about for two years: why does…
- [A hobbyist site is streaming US nuclear command traffic in real time](https://top10.dev/story/a-hobbyist-site-is-streaming-us-nuclear-command-traffic-in-real-time-2240): What happened A single-page site, missileer.watch, now streams live audio from 11175 kHz — the primary daytime frequency of the US military's High Frequency Gl…
- [The labor share just hit a post-war low. The NY Fed says markups, not robots, did it](https://top10.dev/story/the-labor-share-just-hit-a-post-war-low-the-ny-fed-says-markups-not-robots-did-i-2233): What happened The New York Fed's Liberty Street Economics blog just published a decomposition of the US labor share of income showing it has fallen to its lowe…
- [The Forum Was the Last Fully-Indexable Community Format](https://top10.dev/story/the-forum-was-the-last-fully-indexable-community-format-2236): What happened A Tedium retrospective titled Bring back crappy forums hit 421 points on Hacker News, arguing that the phpBB/vBulletin era produced a healthier i…
- [Star-Farm Forensics: A 30-Second Checklist When GitHub Trending Lies](https://top10.dev/story/star-farm-forensics-a-30-second-checklist-when-github-trending-lies-2227): What happened A day after @Top10dev flagged GitHub Trending's broken state, the leaderboard hasn't healed — it's rotated. PMTraderAdam/PMTraderAdam sits at 318…
- [Move slow, fix things: the counter-manifesto AI-era devs needed](https://top10.dev/story/move-slow-fix-things-the-counter-manifesto-ai-era-devs-needed-2228): What happened Matthias Endler's 2024 post Move Slow and Fix Things hit the Hacker News front page again this week, pulling 127 points and a comment thread that…

## Optional

- [llms-full.txt](https://top10.dev/llms-full.txt): everything above plus full editorial bodies (capped ~250KB)
- [Sitemap](https://top10.dev/sitemap-index.xml): canonical URL index
- [News sitemap](https://top10.dev/news-sitemap.xml): last 48 hours, Google News format