Top Signals
The few items worth your attention first – each with the one-line reason it stood out today.
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1
openclaw/openclaw
Trending repository – 387.4k stars on GitHub.
- ★ 387.4k
- ⮂ 81.3k
Your own personal AI assistant. Any OS. Any Platform. The lobster way. 🦞. Github trending; ai, assistant, crustacean, molty.
GitHub Trending
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2
How Europe is killing makers and micro-entrepreneurs
Top Hacker News discussion – 971 points.
- ▲ 971
- 💬 616
European Union's new packaging rules threaten to kill the world of makers and micro-entrepreneurs, putting jobs, livelihoods and an entire ecosystem of innovation at risk.
Hacker News
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3
sentence-transformers/all-MiniLM-L6-v2
Trending model – 255.8M downloads.
- ♥ 5.3k
- ⇣ 255.8M
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
I Used React DataGrid to Build a Real Space Mission Explorer
Popular developer article – 26 reactions.
- ♥ 26
- 💬 12
I went through the documentation and feature list of React DataGrid, and I wrote React DataGrid: A… Context: Dev.to – Web Dev.
Dev.to
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5
Making webpack's Docs Update Themselves | GSoC 2026, wrapped
Popular developer article – 26 reactions.
- ♥ 26
- 💬 5
Contributor: Nikhil Kumar Rajak (@ryzrr) Organization: webpack · Project: webpack-doc-kit Mentors:… Context: Dev.to – Javascript.
Dev.to
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6
Xiaomi: New CPU matches Apple cores single threaded, much faster multithreaded
Top Hacker News discussion – 661 points.
- ▲ 661
- 💬 449
High-engagement technical discussion worth reviewing for practical implications.
Hacker News
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7
BAAI/bge-m3
Trending model – 36.4M downloads.
- ♥ 3.4k
- ⇣ 36.4M
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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8
NousResearch/hermes-agent
Trending repository – 235.8k stars on GitHub.
- ★ 235.8k
- ⮂ 47.6k
The agent that grows with you. Github trending; ai, ai-agent, ai-agents, anthropic; mit license.
GitHub Trending
AI & Machine Learning
Models, agents, and applied machine-learning work moving today.
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GitHub Trending
openclaw/openclaw
- ★ 387.4k
- ⮂ 81.3k
Your own personal AI assistant. Any OS. Any Platform. The lobster way. 🦞. Github trending; ai, assistant, crustacean, molty.
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Hugging Face Trending
sentence-transformers/all-MiniLM-L6-v2
- ♥ 5,252
- ⇣ 255.8M
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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Dev.to
7 Signs You're Over-Engineering Your AI App (and How to Stop)
- ♥ 19
- 💬 10
There's a very specific kind of AI project that looks incredibly impressive in the architecture… Context: Dev.to – Web Dev.
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Dev.to
How I Actually Code with Claude Code: My Real Workflow on a Real Project
- ♥ 17
- 💬 6
There are two kinds of articles about coding with AI. The ones that generate a sorting function and… Context: Dev.to – Web Dev.
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Hugging Face Trending
BAAI/bge-m3
- ♥ 3,427
- ⇣ 36.4M
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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GitHub Trending
NousResearch/hermes-agent
- ★ 235.8k
- ⮂ 47.6k
The agent that grows with you. Github trending; ai, ai-agent, ai-agents, anthropic; mit license.
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Hugging Face Trending
google-bert/bert-base-uncased
- ♥ 2,738
- ⇣ 95.4M
Pretrained model on English language using a masked language modeling (MLM) objective. Signal: Hugging Face – Fill Mask.
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Hacker News
MS Paint and Photos inivisibly watermark even locally generated output with GUID
- ▲ 479
- 💬 188
Reverse engineering reveals how Paint and Photos embed a server-issued GUID into the pixels of locally generated AI images. (RAT: Remote Access Trojan).
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Dev.to
I Won a Writing Challenge That I Almost Didn't Publish!
- ♥ 12
All praise to almighty God, and thanks to Google and the DEV Team, a while back, I won the Google… Context: Dev.to – AI/ML.
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Dev.to
I Almost Shipped a RAG Assistant That Lied About APIs That Don't Exist
- ♥ 9
- 💬 7
I wrote this on X a few weeks ago: I just had a very bad reminder as to the fact these LLMs are… Context: Dev.to – AI/ML.
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Dev.to
I Built an AWS DevOps AI Agent Using Kiro Crew + MCP
- ♥ 9
Kiro Crew + AWS DevOps Agent over MCP = autonomous incident detection, investigation, and fixes. One config block. 34 tools. Runs while you sleep. Context: Dev.to – DevOps.
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Dev.to
Mix and Match: One Agent, Three Clouds, One Protocol
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The same research agent built three times — Google ADK on Cloud Run, Strands on Bedrock AgentCore, Agent Framework on Container Apps — all speaking A2A v1.0. Where the platforms differ, where the models differ, and what has to be held constant before either is readable.
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Hacker News
OpenAI: GPT 5.6 Sol price reduction (until at least Nov 21)
- ▲ 264
- 💬 238
High-engagement technical discussion worth reviewing for practical implications.
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Dev.to
I Was Learning PyTorch, Then I Accidentally Started Building My Own AI Training Framework
- ♥ 6
- 💬 1
Honestly, Tensorless was not supposed to become this big. I was learning PyTorch. I wanted to… Context: Dev.to – Discuss.
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Dev.to
jina-embeddings-v4 as an OpenAI-Compatible Embeddings Server
- ♥ 6
- 💬 1
jina-embeddings-v4 is a self-hosted server for the jina-embeddings-v4 embedding model with an… Context: Dev.to – AI/ML.
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Dev.to
Zero asset requests was the tell: finding a scraper in 50 seconds of logs
- ♥ 5
- 💬 5
Four alarms, one cause. The rotating user agent was faked. The missing CSS requests were not. Context: Dev.to – Web Dev.
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GitHub Trending
pbakaus/impeccable
- ★ 62.2k
- ⮂ 3,809
The design language that makes your AI harness better at design. Github trending; apache-2.0 license.
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Dev.to
RAG vs. Fine-Tuning: The AI Engineer's Decision Framework
- ♥ 4
The Senior Engineer’s Decision Framework: RAG vs. Fine-Tuning For many engineering teams,… Context: Dev.to – AI/ML.
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GitHub Trending
tinyhumansai/openhuman
- ★ 37.2k
- ⮂ 3,698
Your Personal AI super intelligence. A brain that builds a local-first memory of your life, a fantastic orchestrator of agent fleets and workflows, and a deep researcher. Github trending; gpl-3.0 license.
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GitHub Trending
MadsLorentzen/ai-job-search
- ★ 34k
- ⮂ 11.9k
The job search that runs on your machine. AI job application framework built on Claude Code: evaluate postings, tailor CVs, write cover letters, prep interviews. Fork it and own it. Github trending; ai, ai-agents, career, claude-code; mit license.
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Dev.to
The Model Scored 30%. The Harness Scored 100%. Which One Did You Benchmark?
- ♥ 2
- 💬 7
Four harnesses took the same public ARC-AGI-3 set from 13% to 100% without touching a single weight. Then Microsoft put the harness inside the training loop. Context: Dev.to – AI/ML.
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GitHub Trending
apache/maka
- ★ 2,870
- ⮂ 305
Apache Maka (Incubating) is a local-first AI agent workspace. Model messages, tool calls, tool results, permission decisions, and termination events are recorded as an append-only log. Github trending; agent-runtime, ai, ai-agent, apache; apache-2.0 license.
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Product Hunt
Navigara
Navigara connects AI coding performance directly to your engineering roadmap. Analyzing code like a senior engineer to prove real capacity gains, Navigara tracks exact costs per roadmap item, isolates off-roadmap waste, and identifies maintenance burn. Cut spend further by automatically routing routine CRUD tasks to l… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Offloop
Offloop is a shared workspace where teammates and AI agents plan, execute, and track multi-step work together. Channels keep conversations and decisions visible to the whole team. Flow gives every stage a clear owner and brings people in for key decisions, so work keeps moving across handoffs instead of restarting in… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Dropstone
Dropstone is persistent AI built to become the intelligence that runs with you. It remembers experience, learns from mistakes, builds skills, verifies its own work, and applies what it learns across code, chat, docs, spreadsheets, and environments. It isn't locked to one model or interface. Dropstone is a runtime for… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Treebar
Codex working across 5 worktrees? Treebar shows you where it is, what’s changing, and how many agents are working, all from your MacBook notch. Treebar watches Git and Codex, to see where and what it's working on. Made this months ago because I kept losing track of where Codex was working. Finally decided to ship it…. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Cortex by SKYNETLAB
Hosted semantic memory your AI connects to over MCP. Every write passes a quality gate (~80% rejected as redundant in production), facts become typed claims, contradictions are tracked instead of overwritten, and answers cite their sources. 2-minute setup with Claude, works with any MCP client. 30-day free trial, no c… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Community Pulse
Coding expertise is going to collapse from AI reliance
Anyone else actually dealt with this? Is it overblown, or am I missing something? submitted by /u/Positive-Ad3618.
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Community Pulse
I brought ChatGPT, Claude, and Gemini into a group chat to solve a complex problem. Here is how they caught each other hallucinating
You probably know how it goes: you give a complex prompt to a LLM, it spits out a highly confident answer, and you just sort of… hope it’s right. If you ask the same question in a different tab, Claude might give you a completely different answer. Gemini might say they are both wrong. I've done i….
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Community Pulse
How could I help my parents (in their 50s/60s) better recognize AI content?
Hi! Not sure if this community is suitable for this, if not, please let me know and I will take it down. My parents love sharing online content with me, we love animals so a lot of that is cute animal stuff, and lately I've been getting a lot of AI cats. I gave them some hints so they spot the obvi….
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Community Pulse
A Drone Guided Entirely by A.I. Killed Three Ukrainians
A Drone Guided Entirely by A.I. Killed Three Ukrainians is an AI signal; evaluate model capability, data requirements, cost, and operational limits.
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Community Pulse
AI agents are now using 5x more tokens than humans..
AI agents are now using 5x more tokens than humans.. is an AI signal; evaluate model capability, data requirements, cost, and operational limits.
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Community Pulse
Anthropic's IPO filing will reportedly name public opposition to AI as a formal risk factor
CNBC reported this week that Anthropic's confidential IPO filing (filed back in June) will name public opposition to AI and to new data centers as a formal risk factor once the public documents drop, expected within weeks. That would make it the first major AI lab IPO to disclose that risk in writi….
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Community Pulse
I audited the sources my AI fact-checker was citing. About 1 in 18 didn't exist.
I've spent a while building a fact-checking pipeline, and I finally did a boring thing I should have done sooner: I took every source URL the system had cited across a batch of checks and just tested whether the pages actually existed. About 1 in 18 (12 of 215) were dead or had never existed. Seque….
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Lobste.rs
IPython is All You Need
Nathan Cooper – IPython is All You Need IPython is All You Need August 10, 2026 ipython terminal ai "I use IPython as my terminal's shell." "IPython in the shell?" "No, IPython is the shell." "IPython? Context: Lobste.rs – Programming.
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Lobste.rs
AI Coding will Prevent Expertise
AI Coding will Prevent Expertise is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality.
Security
Incidents, advisories, and defensive discussion – verify before acting.
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Security Radar
CVE-2026-21962: Oracle HTTP Server and Oracle Weblogic Server Proxy Plug-in Improper Access Control Vulnerability
CVE-2026-21962: Oracle HTTP Server and Oracle Weblogic Server Proxy Plug-in Improper Access Control 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-2026-73570: Zimbra Collaboration Suite (ZCS) OS Command Injection Vulnerability
CVE-2026-73570: Zimbra Collaboration Suite (ZCS) OS Command Injection 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-2026-72530: TrueConf Server Code Injection Vulnerability
CVE-2026-72530: TrueConf Server Code Injection 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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Dev.to
Making webpack's Docs Update Themselves | GSoC 2026, wrapped
- ♥ 26
- 💬 5
Contributor: Nikhil Kumar Rajak (@ryzrr) Organization: webpack · Project: webpack-doc-kit Mentors:… Context: Dev.to – Javascript.
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Dev.to
JavaScript Proxy and Reflect: The Complete Guide
- ♥ 7
- 💬 2
You set user.age = -5 on a plain object and nothing stops you. No error, no warning — the object… Context: Dev.to – Javascript.
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GitHub Trending
Alishahryar1/free-claude-code
- ★ 48.9k
- ⮂ 7,987
Use Claude Code, Codex, Pi, and OpenCode for free (1.3B+ free tokens) from your terminal, app, IDE, or phone like OpenClaw (voice supported + ToS friendly). Github trending; mit license.
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GitHub Trending
asciimoo/hister
- ★ 2,498
- ⮂ 111
Your own search engine. Github trending; browser-history, go, golang, history; agpl-3.0 license.
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GitHub Trending
anthropics/claude-plugins-community
- ★ 1,325
- ⮂ 150
Community plugin marketplace for Claude Cowork and Claude Code. Read-only mirror — submit plugins at clau.de/plugin-directory-submission. Github trending; apache-2.0 license.
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Product Hunt
PaymentKit
PaymentKit is a multi-processor billing platform for SaaS and e-commerce. It routes payments across processors, vaults tokens independently, and keeps subscriptions billing even if a MID gets shut down. No code to launch, full API when you need it. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
Cloud & Infrastructure
Platforms, deployment, and the systems that run everything else.
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GitHub Trending
dani-garcia/vaultwarden
- ★ 66.1k
- ⮂ 3,138
Unofficial Bitwarden compatible server written in Rust, formerly known as bitwarden_rs. Github trending; bitwarden, bitwarden-rs, docker, rocket; agpl-3.0 license.
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Hacker News
Jabber/XMPP: 25 Years of Digital Independence
- ▲ 138
- 💬 54
Infrastructure “We should own our infrastructure.” A lot of people would instinctively nod in agreement with that statement. Yet who “we” refers to shifts depending on the type of infrastructure. Highways, railways, bridges, and ports require nation-scale efforts. The water supply is usually put into the hands of muni…
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Lobste.rs
Your executable is a SQLite database
I have been probably obsessed with two things in the last few years: Nix as a tool to explore innovative ideas that require the capability to rebuild the world and replacing ELF with SQLite as an executable format. You might have noticed that these two ideas are well suited to each other.
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Lobste.rs
Dynamically Naming Servers
When I provision a new container or virtual machine to serve an application, I let my Ubiquiti router's DHCP server hand them an IP.
Product & Launches
New products and launches worth a look.
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Product Hunt
Localdock
Localdock provides a simple solution for accessing local projects with a real HTTPS link. It allows you to share your development environment without any installation required on the client side. With a one-time payment of $9, you can manage your projects easily and access them from anywhere, even on mobile devices. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Trama
Zapier and Shortcuts make you think like a programmer: blocks, flows, conditions. Trama removes that layer. Press Cmd+Option+X, describe what you repeat in your own words, and it runs in the background. What is different: · Your language, not just English · Native Mac reach: AppleScript, shell, OCR, screen awareness ·… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
IFAH
IFAH is a new family of instruments built around a simple idea: sound can be composed as an environment. Create, preserve and replay reproducible acoustic fields for listening, practice, performance and research. IFAH combines offline-first instruments, sealed acoustic experiences and new interfaces for interacting wi… 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
How Europe is killing makers and micro-entrepreneurs
- ▲ 971
- 💬 616
European Union's new packaging rules threaten to kill the world of makers and micro-entrepreneurs, putting jobs, livelihoods and an entire ecosystem of innovation at risk.
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Dev.to
I Used React DataGrid to Build a Real Space Mission Explorer
- ♥ 26
- 💬 12
I went through the documentation and feature list of React DataGrid, and I wrote React DataGrid: A… Context: Dev.to – Web Dev.
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Hacker News
Xiaomi: New CPU matches Apple cores single threaded, much faster multithreaded
- ▲ 661
- 💬 449
High-engagement technical discussion worth reviewing for practical implications.
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Hacker News
Oceans hit highest temperature on record
- ▲ 306
- 💬 176
The record "is another clear signal of an ocean under growing stress", according to Dr Samantha Burgess from the European Copernicus climate change service. (RAT: Remote Access Trojan).
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Hacker News
IPFS Maintainers Winding Down
- ▲ 298
- 💬 148
We have some difficult news to share with the IPFS and wider peer-to-peer community. Our IPFS funding was cancelled.
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Hacker News
The entire city of San Francisco as a video game
- ▲ 280
- 💬 98
High-engagement technical discussion worth reviewing for practical implications.
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Dev.to
Vue Reactivity Explained: ref vs reactive (+ Cheat Sheet)
- ♥ 7
Your counter is wired up. The click handler runs — you added a console.log, it prints 3. The number… Context: Dev.to – Vue.
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Dev.to
We fixed the eval platform we're competing on: a TypeError that crashed three benchmark pipelines
- ♥ 7
This is a submission for DEV's Summer Bug Smash: Clear the Lineup powered by Sentry. The PR:… Context: Dev.to – Devchallenge.
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Hacker News
SeL4 security proofs now complete on AArch64
- ▲ 160
- 💬 35
Proofcraft News – 2026 Proofcraft News – 2026 News from other years: 2025 2024 2023 2022 2021 21 Aug 2026 seL4 security proofs now complete on AArch64 After completing the proofs of functional correctness and integrity , Proofcraft has now established the proof that seL4 enforce…
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Dev.to
Why editing one word in a PDF is so much harder than it looks
- ♥ 3
- 💬 7
I spent the last few months building a PDF editor. The feature that sounded easiest — change a word,… Context: Dev.to – Web Dev.
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Dev.to
Auto Subtitles Are Drafts: Why 99% Accuracy Isn’t the Finish Line
- ♥ 3
In one test clip, the auto subtitles looked almost perfect. Then one auto subtitle showed gp where… Context: Dev.to – Web Dev.
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Hacker News
Where did all the public bathrooms go?
- ▲ 105
- 💬 177
Nineteenth-century Paris tackled public urination with ornate pissoirs. American reformers later turned toilets into a temperance cause.
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Community Pulse
Explore any moment in history as a short, visual documentary made around your curiosity
A project I've been working on, pick any topic and within 1-2 min the app will research the subject (All sources are shown) and produce a podcast. Looking to see what the community thinks and any feedback is much appreciated. Happy to answer any question! The app can be found here: Historai.ca and….
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Community Pulse
Plato’s Cave has a problem: telling someone they’re seeing shadows just puts another shadow on the wall
Plato’s Cave has a funny problem. If someone is staring at shadows on the wall and you walk up and say, “Those are only shadows,” what did you just give them? Another shadow. 😂 You can explain the fire. You can explain the objects. You can draw a beautiful diagram of the cave. But the explanation s….
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Community Pulse
Did we made full cycle? Low level understanding of programming is now more important than syntax knowledge?
As people created the most abstract way of programming, syntax knowledge of programming language importance is decreasing, still, you need to understand WHAT code does, but the more important thing, now you need to build architectures instead of raw code, and the best way to make efficient and fast….
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Lobste.rs
I cannot survive from burnout
I cannot survive from burnout 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
Emacs 31.1 released
— Emacs 31.1 released info-gnu-emacs [ Top ][ All Lists ] [ Date Prev ][ Date Next ][ Thread Prev ][ Thread Next ][ Date Index ][ Thread Index ] Emacs 31.1 released From : Sean Whitton Subject : Emacs 31.1 released Date : Mon, 24 Aug 2026 11:43:32 +0100 Hello everyone, Version…
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Lobste.rs
Intent to Ship: JPEG XL
A JPEG XL decoder is heading for Firefox 157! Here's how we're shipping it safely….
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Lobste.rs
Can a blog post be handwritten?
Suppose I handwrite a post on my supernote, then export it as a webp, which supports XMP metadata.
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Lobste.rs
Perspec 1.0: A Haskell desktop app for perspective correction of document photos
Announcing Perspec 1.0 – Adrian Sieber's Website I'm very excited to announce the 1.0 release of Perspec !
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Lobste.rs
Everything I own, owned
Everything I own, owned 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
What are you doing this week?
What are you doing this week? 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
Routeup – stable local HTTPS URLs and opt-in public tunnels
Give local apps stable, trusted HTTPS names. Keep your current dev command or let routeup run it, then expose the same targets publicly when needed.
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Lobste.rs
Replicating Reddit's best feature on other forums
Being able to recognize users on a social network is what turns a website into a community.
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Lobste.rs
offgrid electric car (2025)
offgrid electric car Eight months ago I came up my rocky driveway in an electric car, with the back full of solar panel mounting rails.