Today’s Signal
Legal conflict and infrastructure tooling dominate the day's signals. Apple filed a lawsuit accusing OpenAI of trade secret theft involving former employees, while QuadRF drew attention for its drone-detection and WiFi-imaging capabilities. On the tooling side, Next.js continues leading GitHub trending and compact embedding models like all-MiniLM-L6-v2 and bge-m3 remain widely downloaded on Hugging Face.
- AI & Machine Learning
- Security
- Open Source
- Legal
- Embedding Models
- Developer Tools
Top Signals
The few items worth your attention first – each with the one-line reason it stood out today.
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1
vercel/next.js
Trending repository – 140.8k stars on GitHub.
- ★ 140.8k
- ⮂ 31.5k
The React Framework. Github trending; blog, browser, compiler, components; mit license.
GitHub Trending
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2
Apple sues OpenAI, accuses ex-employees of stealing trade secrets
Top Hacker News discussion – 906 points.
- ▲ 906
- 💬 451
Apple has filed a lawsuit against OpenAI today, accusing the company of trade secret theft. Specifically, Apple alleges that its…
Hacker News
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3
sentence-transformers/all-MiniLM-L6-v2
Trending model – 255.1M downloads.
- ♥ 5.1k
- ⇣ 255.1M
all-MiniLM-L6-v2 This is a sentence-transformers model: It maps sentences & paragraphs to a 384 dimensional dense vector space and can be used for tasks like clustering or semantic search.. Signal: Hugging Face – Sentence Similarity.
Hugging Face Trending
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4
Dev Opportunity Radar #7: $1,000 Solo Grants, Free Claude Max for Open Source Contributors, and an MLH Hackathon
Popular developer article – 43 reactions.
- ♥ 43
- 💬 14
TL;DR Welcome back to Dev Opportunity Radar. This is a weekly series where I share opportunities,…
Dev.to
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5
nodejs/node
Trending repository – 118.3k stars on GitHub.
- ★ 118.3k
- ⮂ 36.2k
Node.js JavaScript runtime ✨🐢🚀✨. Github trending; javascript, js, linux, macos.
GitHub Trending
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6
BAAI/bge-m3
Trending model – 34.6M downloads.
- ♥ 3.2k
- ⇣ 34.6M
BAAI/bge-m3 is a machine-learning model signal worth checking for task fit, license, model card quality, and production constraints before adoption. Signal: Hugging Face – Sentence Similarity.
Hugging Face Trending
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7
QuadRF can spot drones and see WiFi through my wall
Top Hacker News discussion – 532 points.
- ▲ 532
- 💬 185
High-engagement technical discussion worth reviewing for practical implications.
Hacker News
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8
Make AI Agents See Your Website
Popular developer article – 23 reactions.
- ♥ 23
- 💬 3
AI coding agents are now part of the developer workflow. Whether we like that shift or hate it, users… Context: Dev.to – Ai.
Dev.to
AI & Machine Learning
Models, agents, and applied machine-learning work moving today.
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Hugging Face Trending
sentence-transformers/all-MiniLM-L6-v2
- ♥ 5,053
- ⇣ 255.1M
all-MiniLM-L6-v2 This is a sentence-transformers model: It maps sentences & paragraphs to a 384 dimensional dense vector space and can be used for tasks like clustering or semantic search.. Signal: Hugging Face – Sentence Similarity.
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Hugging Face Trending
BAAI/bge-m3
- ♥ 3,215
- ⇣ 34.6M
BAAI/bge-m3 is a machine-learning model signal worth checking for task fit, license, model card quality, and production constraints before adoption. Signal: Hugging Face – Sentence Similarity.
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Dev.to
Make AI Agents See Your Website
- ♥ 23
- 💬 3
AI coding agents are now part of the developer workflow. Whether we like that shift or hate it, users… Context: Dev.to – Ai.
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Hugging Face Trending
google-bert/bert-base-uncased
- ♥ 2,701
- ⇣ 70.1M
Pretrained model on English language using a masked language modeling (MLM) objective. Signal: Hugging Face – Fill Mask.
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Dev.to
Return on Attention: Why AI Code Reviews Are Wearing Us Out
- ♥ 21
- 💬 15
PR volume went up, ticket quality didn't, and the gap got filled with LLMs on both sides of the review: bots reviewing, bots replying, bots occasionally arguing with bots about priorities that only existed in a teammate's head. Our CEO named the actual problem, and it's bigger t… Context: Dev.to – AI/ML.
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Hacker News
GPT-5.6 Sol Ultra produces proof of the Cycle Double Cover Conjecture [pdf]
- ▲ 423
- 💬 329
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Hacker News
AI 2040: Plan A
- ▲ 218
- 💬 225
A detailed forecast and recommendation for how the US, China and the rest of the world should navigate superintelligence.
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Hacker News
An update on residential proxies and the scraper situation
- ▲ 161
- 💬 154
This LWN.net article is a follow-up to earlier 2025 coverage of aggressive AI scraper bots overwhelming websites, now focusing on the role of residential proxies in the scraping ecosystem. It examines how scrapers use residential proxy networks to evade IP-based blocking, complicating efforts by site operators to distinguish legitimate traffic from automated data harvesting. The piece generated substantial community engagement, reflecting ongoing concern among practitioners…
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Dev.to
Do You Remember? — That Summer on Port 7860
- ♥ 5
A Memoir of AUTOMATIC1111 Stable Diffusion WebUI — from a single line of Gradio script in August… Context: Dev.to – AI/ML.
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Dev.to
Didit Copilot: shipping an AI agent that lives inside the app
- ♥ 3
- 💬 3
A few months ago I wrote that AI agents shouldn't control your apps; they should be the app. That… Context: Dev.to – Web Dev.
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Dev.to
Everyone Is Hoping AI Fails. I'm Building the Net Anyway.
- ♥ 3
- 💬 2
An AI agent deleted a company's production database — and the backups tied to that production volume,… Context: Dev.to – DevOps.
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GitHub Trending
DesktopCommanderMCP: MCP server for AI terminal and file system control
wonderwhy-er/DesktopCommanderMCP
- ★ 7,472
- ⮂ 944
DesktopCommanderMCP is a TypeScript MCP server that lets AI assistants like Claude execute terminal commands, search the file system, and perform diff-based file editing. It is built for agent-driven code analysis and generation workflows, and also supports use as a Gemini CLI extension. The MIT-licensed repository has 7,472 stars and 944 forks.
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GitHub Trending
huggingface/speech-to-speech
- ★ 6,045
- ⮂ 850
Build local voice agents with open-source models. Github trending; ai, assistant, language-model, machine-learning; apache-2.0 license.
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Product Hunt
Muse Spark 1.1 by Meta AI
The latest model from Meta Superintelligence Labs and a significant upgrade from Muse Spark. Muse Spark 1.1 is a multimodal reasoning model built for agentic tasks, with major gains in tool and computer use, coding, and multimodal understanding. Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.
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Product Hunt
Sim
Sim is an open-source workspace to build agentic workflows. Connect your AI agents and workflows to 1,000+ integrations and LLMs. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
ChatCut
ChatCut is a lightweight, professional-grade AI video editor anyone can use, even without editing experience. It’s like having a personal video editing assistant that understands your footage, intent, and timeline. Make structural edits, fine-tune cuts, add captions, B-roll, music, voiceover, motion graphics, stock fo… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Scarlett.
Not another AI bot, a real colleague to work alongside your team. Give your team superpowers or even run your company on autopilot. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
ConnectMachine 2.0
ConnectMachine is a privacy-first AI Agent that elevates how you connect. Create unlimited business cards, scan any paper card, LinkedIn QR, or badge in seconds, and share via QR, Wallet, or AirDrop. Your private AI remembers who you met and why it mattered, then syncs everyone into your CRM. Encrypted, no public feed… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Community Pulse
GPT-2 Fully Decoded Internally Black Box Fully Open With Demo
The BABEL codec: the first complete, certified decode of everything happening inside a production language model (GPT-2 small). It reads the model's internal state into English AND writes English back into the model. 94.7% of behavior reconstructed — and that holds at every layer depth and text reg….
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Community Pulse
Ai Agent company Lyzr raises 100 million in section B funding using an Ai agent
Ai Agent company Lyzr raises 100 million in section B funding using an Ai agent is an AI signal; evaluate model capability, data requirements, cost, and operational limits.
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Community Pulse
OpenAI’s Head of Safety Is Leaving the Company
OpenAI’s Head of Safety Is Leaving the Company is an AI signal; evaluate model capability, data requirements, cost, and operational limits.
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Community Pulse
What is the meaning of AI benchmarks?
Whenever a new model gets released, I see alot of posts that this model now performs 80% in this benchmark and 90% on that benchmark. Now what does that mean and what if an AI model achieves 100% on all the benchmarks? Does that mean AI model cannot get any better now? submitted by /u/pokaboom1 [li….
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Community Pulse
New features for PopUpFactCheck for YouTube (AI fact checker Chrome extension): Now on Firefox too, navigate bubbles with arrow keys, generate batch reports of entire videos
I just want to thank everyone here on r/artificial for your initial response last week to the browser extension and API I have created, PopUpFactCheck for YouTube . PopUpFactCheck is an AI-powered video fact checker. With it, you can fact check any YouTube video (VOD and even live) that has caption….
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Community Pulse
LLM information model
A Reddit r/artificial post recounts a user's experience testing different large language models to produce romantic, poetic conversational output. The user reports that public LLM constraints make it difficult to advance the interaction beyond a certain point. The page content was not accessible at fetch time, so specific technical claims beyond the poster's summary are unavailable.
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Community Pulse
Cost Analysis of 33 AI Image Models
My cost benchmark is back with more models and providers. Added Seedream models, Gemini 3.1 Flash Lite Image, GPT Image 1.5 and others. The cheapest and the priciest models are the same as before: Flux Fast Schnell at $0.0025 and Recraft 4 Pro at $0.25. The full report with price and latency compar….
Security
Incidents, advisories, and defensive discussion – verify before acting.
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Community Pulse
Leaked Gemini internal reasoning + UI schema
Asked Gemini a basic World Cup stat question (how many times has Spain finished top 4). Instead of an answer, it dumped its entire scratchpad: internal card-rendering logic with real component names (Bento/BentoCard/chameleon), a checklist it runs to decide what UI to render, and entity IDs it pull….
Verification: community signal; use the linked source and discussion as context, not final confirmation.
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Security Radar
CVE-2026-56291: Balbooa Forms Unrestricted Upload of File with Dangerous Type Vulnerability
CVE-2026-56291: Balbooa Forms Unrestricted Upload of File with Dangerous Type Vulnerability is a security signal; verify the primary advisory, affected versions, and mitigation guidance.
Verification: cisa kev confirmed.
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Security Radar
CVE-2026-48939: iCagenda Unrestricted Upload of File with Dangerous Type Vulnerability
CVE-2026-48939: iCagenda Unrestricted Upload of File with Dangerous Type Vulnerability is a security signal; verify the primary advisory, affected versions, and mitigation guidance.
Verification: cisa kev confirmed.
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Security Radar
CVE-2026-48908: JoomShaper SP Page Builder Unrestricted Upload of File with Dangerous Type Vulnerability
CVE-2026-48908: JoomShaper SP Page Builder Unrestricted Upload of File with Dangerous Type Vulnerability is a security signal; verify the primary advisory, affected versions, and mitigation guidance.
Verification: cisa kev confirmed.
Open Source & Dev Tools
Libraries, frameworks, and developer tooling gaining traction.
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GitHub Trending
vercel/next.js
- ★ 140.8k
- ⮂ 31.5k
The React Framework. Github trending; blog, browser, compiler, components; mit license.
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Dev.to
Dev Opportunity Radar #7: $1,000 Solo Grants, Free Claude Max for Open Source Contributors, and an MLH Hackathon
- ♥ 43
- 💬 14
TL;DR Welcome back to Dev Opportunity Radar. This is a weekly series where I share opportunities,…
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GitHub Trending
nodejs/node
- ★ 118.3k
- ⮂ 36.2k
Node.js JavaScript runtime ✨🐢🚀✨. Github trending; javascript, js, linux, macos.
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GitHub Trending
oven-sh/bun
- ★ 94.4k
- ⮂ 4,950
Incredibly fast JavaScript runtime, bundler, test runner, and package manager – all in one. Github trending; bun, bundler, javascript, javascriptcore.
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GitHub Trending
roboflow/supervision
- ★ 47.8k
- ⮂ 4,453
We write your reusable computer vision tools. 💜. Github trending; classification, coco, computer-vision, deep-learning; mit license.
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GitHub Trending
juanfont/headscale
- ★ 41.5k
- ⮂ 2,430
An open source, self-hosted implementation of the Tailscale control server. Github trending; tailscale, tailscale-control-server, tailscale-server, wireguard; bsd-3-clause license.
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Lobste.rs
Hannah Montana Linux v26.0
Hannah Montana Linux v26.0 is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality. Context: Lobste.rs – Systems.
Cloud & Infrastructure
Platforms, deployment, and the systems that run everything else.
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Dev.to
Introducing AWS Sandbox Environment: Learn AWS for Free Without a Credit Card
- ♥ 19
- 💬 7
AWS Builder Center now offers free 8-hour sandbox environments for workshops. Here's how it works, who it's for, and how it compares to Free Tier, Skill Builder, and Educate. Context: Dev.to – DevOps.
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Dev.to
Debugging Deployments with Gemma 4B, TPU v6e-1, MCP, and Antigravity CLI
- ♥ 6
This article provides a step by step debugging guide for deploying Gemma 4 to a Google Cloud TPU… Context: Dev.to – Antigravitycli.
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Product Hunt
PlugThis
Got an idea for a Chrome extension? Describe it in plain English and PlugThis builds it. Real code, a real backend, ready for the Chrome Web Store. Refine it just by chatting. Connect Supabase for login and a database. Every change is saved as a version, so nothing is ever lost. When you're ready, we generate the icon… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
Product & Launches
New products and launches worth a look.
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Product Hunt
StoryChief Connect
StoryChief.io is an Editorial Software for B2B Content Marketing and Editorial teams who want to collaborate better on rich articles and want to seed multi-channel in seconds. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
RepStandard
Most fitness apps make you manually log sets or need a wearable to guess your effort. RepStandard's camera does the counting for you – squats, push-ups, sit-ups, and plank, tracked in real time via on-device pose detection (nothing leaves your phone). It also builds an adaptive daily program that scales with your prog… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Juicy
Juicy replaces Apple's basic battery warnings with beautiful custom alerts at any percentage, complete with screen glow and sounds you can't miss. It also packs charge limiting, per-app energy insights, iPhone and iPad battery health, temperature tracking, and a themeable menu bar icon. One lightweight native Swift ap… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
Community & Discussion
What engineers are debating and reading right now.
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Hacker News
Apple sues OpenAI, accuses ex-employees of stealing trade secrets
- ▲ 906
- 💬 451
Apple has filed a lawsuit against OpenAI today, accusing the company of trade secret theft. Specifically, Apple alleges that its…
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Hacker News
QuadRF can spot drones and see WiFi through my wall
- ▲ 532
- 💬 185
High-engagement technical discussion worth reviewing for practical implications.
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Hacker News
New York City to ban deceptive subscription practices
- ▲ 491
- 💬 246
Rule from Mamdani administration bans companies from trapping customers into paying recurring charges and ‘junk fees’.
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Hacker News
Good Tools Are Invisible
- ▲ 397
- 💬 189
TL;DR: A good tool is and ought to be invisible—striving to make such tools is the goal of a toolmaker.One habit I see a lot, and have to push back on, is taking a tool's shortcomings and reselling them as a "puzzle game" which is "fun" to solve.I don't want my tools to be "fun". I want my tools to be invisible.Text E…
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Hacker News
Late Bronze Age Collapse
- ▲ 354
- 💬 241
This week, by order of the ACOUP Senate, we're talking about the Late Bronze Age Collapse (commonly abbreviated 'LBAC'), the shocking collapse of the Late Bronze Age state system across the Eastern Mediterranean and Middle East during the 12th century (that is, the 1100s) BC. In the broader Mediterranean world, the La…
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Hacker News
The tech of 'Terminator 2' – an oral history (2017)
- ▲ 206
- 💬 73
Ever since James Cameron’s Terminator 2: Judgment Day was released in 1991, I’ve been reading about the many ways ILM, led by visual effects supervisor Dennis Muren, had to basically invent new way….
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Hacker News
Einstein's relativity rules chemical bonds in heavy elements, new research shows
- ▲ 193
- 💬 66
Researchers have shown the first direct experimental evidence that the textbook triple bond structure breaks down in heavy elements, where relativity makes the rules.
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Dev.to
You kept Sass for one reason. Native CSS nesting just ended it.
- ♥ 9
- 💬 2
There's a project on every developer's machine that has Sass installed for one reason: &:hover… Context: Dev.to – Css.
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Dev.to
Node.js Internals Explained by Uncle to Nephew — Part 4: Express Plumbing, Error Handling & The Full Roadmap
- ♥ 9
- 💬 1
Bonus round. Parts 1–3 covered why Node exists, what's happening inside it, and the full request… Context: Dev.to – Node.
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Hacker News
Combustion engine web-based simulator
- ▲ 153
- 💬 64
Combustion Lab is a browser-based simulator that lets users configure and run internal combustion engines with crank-angle-resolved thermodynamics. Users can adjust parameters like bore, stroke, compression ratio, and engine architecture (inline, V-twin, boxer), then observe P–V diagrams, dyno curves, and knock prediction. The tool provides a hands-on way to visualize engine cycle physics. The Hacker News discussion reached 153 points with 64 comments.
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Hacker News
SpaceX wants to launch 100k more Starlink satellites for 100x the bandwidth
- ▲ 149
- 💬 440
It could mean faster internet for rural customers, but not everyone is happy.
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Hacker News
Computation as a universal and fundamental concept
- ▲ 123
- 💬 83
TIM ROUGHGARDEN treats computation as a law of nature, tracing its arc from Turing's proof that some problems are unsolvable to the P versus NP question at the heart of modern computer science.
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Hacker News
After 7 years in production, Scarf has reluctantly moved away from Haskell
- ▲ 114
- 💬 138
Avi Press's post-mortem details why Scarf, a production system that ran on Haskell for seven years, ultimately moved away from the language. The author frames the decision as reluctant rather than enthusiastic, suggesting the challenges were practical rather than ideological. The article has drawn substantial community engagement on Hacker News with a score of 114 and 138 comments, reflecting strong interest in real-world language migration trade-offs among practitioners eva…
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Community Pulse
I need a way to Translate Audio/ Automatically make and translate subtitles from German to Portuguese
My little Half-Brother from Portugal is very interested in German History but can't speak German and wants to learn more about it. So i wanted to show him a 1:30 Hour movie about the begining of the frankian empires and the following history but i can't find a portuguese version at all. Is it even….
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Community Pulse
Any thoughts on this robot picking objects off a moving conveyor belt at 1x?
Found this going down a robot-control rabbit hole and it stuck with me. The belt keeps moving, so the target never sits still, which is the kind of thing that usually makes a robot lag or fumble. This one keeps pace by predicting where the scene is about to go and acting on that, then correcting on….
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Lobste.rs
I converted an Android app to a webpage
I was asked to install a mobile app to get access to the itinerary of a trip to Disneyland I'm taking with the kids. Fuck that noise: couldn't it have just been a Web page? An hour of reverse-engineering later, it is, and it's superior in virtually every way to the "app" that it replaces.
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Lobste.rs
I tried NetBSD as a desktop, and it felt like stepping into the '90s in a good way
NetBSD is a real Unix that can run almost anywhere. Can it run as a desktop? Context: Lobste.rs – Programming.
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Lobste.rs
What are you doing this weekend?
What are you doing this weekend? is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality.
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Lobste.rs
Running 1000 tests in 1s (2022)
Most code doesn't require the amount of test isolation modern test runners apply by default. If you only opt into the amount of isolations you need, you can easily run 1000 tests in 1s.
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Lobste.rs
Adding Go to a browser code runner
Adding Go to a sandboxed code runner: why the GOOS=js path hangs inside a V8 isolate, and how Yaegi compiled to WASI turned out to be the clean path. Context: Lobste.rs – Programming.
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Lobste.rs
Zeal Z80-based computer
Homebrew 8-bit computer powered by a Z80. Retrocomputing and electronics subjects.
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Lobste.rs
What Every Python Developer Should Know About the CPython ABI
What Every Python Developer Should Know About the CPython ABI is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality. Context: Lobste.rs – Programming.
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Lobste.rs
Two Ways To Design
Two Ways To Design is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality.