Top Signals
The few items worth your attention first – each with the one-line reason it stood out today.
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1
lobehub/lobehub
Trending repository – 80.5k stars on GitHub.
- ★ 80.5k
- ⮂ 15.6k
🤯 LobeHub is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team. Github trending; agent, agent-collaboration, agent-harness, ai.
GitHub Trending
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2
First atmosphere found on Earth-like planet in habitable zone of distant star
Top Hacker News discussion – 445 points.
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- 💬 260
Researchers have found an Earth-like, rocky planet orbiting within the habitable zone of a distant star with an atmosphere.
Hacker News
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3
sentence-transformers/all-MiniLM-L6-v2
Trending model – 253.4M downloads.
- ♥ 5.1k
- ⇣ 253.4M
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 #8: $100K OpenAI Build Week, $12K AI Fellowship, Founder Residency & Free AI Dev Course
Popular developer article – 35 reactions.
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- 💬 5
TL;DR Welcome back to Dev Opportunity Radar. This is a weekly series where I share opportunities,…
Dev.to
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5
Hey DEV, I'm Tobore. Let's actually connect.
Popular developer article – 28 reactions.
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Hey DEV, I'm Tobore. Let's actually connect. is a developer community article; review the code, assumptions, and comments before treating the technique as production guidance. Context: Dev.to – Web Dev.
Dev.to
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6
Kimi K3, and what we can still learn from the pelican benchmark
Top Hacker News discussion – 329 points.
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- 💬 171
Chinese AI lab Moonshot AI announced Kimi K3 this morning, describing it as their “most capable model to date, with 2.8 trillion parameters”. It’s currently available via their website and ….
Hacker News
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7
BAAI/bge-m3
Trending model – 35.2M downloads.
- ♥ 3.2k
- ⇣ 35.2M
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
PostHog/posthog
Trending repository – 36.3k stars on GitHub.
- ★ 36.3k
- ⮂ 3k
:hedgehog: PostHog is the leading platform for building self-driving products. Our developer tools – AI observability, analytics, session replay, flags, experiments, error tracking, logs, and more – capture all the context agents need to diagnose problems, un… Github trending; ab-testing, ai-analytics, analytics, cdp.
GitHub Trending
AI & Machine Learning
Models, agents, and applied machine-learning work moving today.
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GitHub Trending
lobehub/lobehub
- ★ 80.5k
- ⮂ 15.6k
🤯 LobeHub is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team. Github trending; agent, agent-collaboration, agent-harness, ai.
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Hugging Face Trending
sentence-transformers/all-MiniLM-L6-v2
- ♥ 5,079
- ⇣ 253.4M
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
Dev Opportunity Radar #8: $100K OpenAI Build Week, $12K AI Fellowship, Founder Residency & Free AI Dev Course
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- 💬 5
TL;DR Welcome back to Dev Opportunity Radar. This is a weekly series where I share opportunities,…
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Hacker News
Kimi K3, and what we can still learn from the pelican benchmark
- ▲ 329
- 💬 171
Chinese AI lab Moonshot AI announced Kimi K3 this morning, describing it as their “most capable model to date, with 2.8 trillion parameters”. It’s currently available via their website and ….
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Hugging Face Trending
BAAI/bge-m3
- ♥ 3,237
- ⇣ 35.2M
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
Experiments with On-device AI — What building on Gemini Nano actually teaches you
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Chrome ships a real LLM inside the browser now — Gemini Nano, exposed through a handful of built-in… Context: Dev.to – Ai.
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Hugging Face Trending
google-bert/bert-base-uncased
- ♥ 2,708
- ⇣ 80.4M
Pretrained model on English language using a masked language modeling (MLM) objective. Signal: Hugging Face – Fill Mask.
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GitHub Trending
PostHog/posthog
- ★ 36.3k
- ⮂ 3,012
:hedgehog: PostHog is the leading platform for building self-driving products. Our developer tools – AI observability, analytics, session replay, flags, experiments, error tracking, logs, and more – capture all the context agents need to diagnose problems, un… Github trending; ab-testing, ai-analytics, analytics, cdp.
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Dev.to
Every AI-built site looks the same, so I built a skill that locks taste before any code is written
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I build a lot of side projects with AI coding tools. Mostly Claude Code. A few months ago I noticed… Context: Dev.to – Web Dev.
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Dev.to
AI Agent Autonomy Levels: From Logged to Locked Down
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AI agent autonomy levels describe how much an agent is allowed to do on its own before a human is involved, ranging from acting silently with no…. Context: Dev.to – AI/ML.
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Dev.to
How We Built a Neuro-Symbolic AI Platform for the ASEAN AI Hackathon 2026
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Originally published on my personal engineering blog at louvincentbaroro.me. At the ASEAN AI… Context: Dev.to – AI/ML.
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GitHub Trending
RyanCodrai/turbovec
- ★ 13.4k
- ⮂ 1,182
A vector index built on TurboQuant, written in Rust with Python bindings. Github trending; ann, avx512, embedding, embeddings; mit license.
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GitHub Trending
github/copilot-sdk
- ★ 9,839
- ⮂ 1,336
Multi-platform SDK for integrating GitHub Copilot Agent into apps and services. Github trending; mit license.
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Dev.to
Which AI APIs go down most? Data from 6 weeks monitoring 77 services
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- 💬 1
Six weeks of polling 77 AI APIs every 5 minutes taught us a lot about which services break, how long they stay broken, and why your status page is lying to you. Context: Dev.to – Webdev.
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Dev.to
Free Online Burraco, From Scratch: Rules, Wildcards, and a Three-Tier AI in Vanilla JavaScript
- ♥ 2
I wanted a real burraco game, playable right away against the computer, with no sign-up and none of… Context: Dev.to – Javascript.
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Product Hunt
Acebuilder
Acebuilder is an AI website builder from the team behind Aceternity UI. Instead of generating generic layouts from scratch, it pulls from Aceternity's actual Pro template and component library — you import a full page or a single block, then reshape the copy, layout, and structure by chatting with the agent. Generate… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Clark
Clark is an AI coworker with its own cloud computer – browser, terminal, files, and code. Hand it a real task, close the tab, and come back to finished work: wide, sourced research; websites; spreadsheets; decks; audits; or tested code. It can fan work out to parallel specialists, run on a schedule, and return artifac… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
ZooData
ZooData turns any URL into agent-ready JSON, so AI agents can work with structured data instead of raw HTML or bloated markdown. Use ~75% fewer LLM tokens, pay only for the fields you use, and skip extra extraction credits.Beyond extraction, ZooData gives agents pre-analyzed e-commerce intelligence — competitor, marke… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
DocuSmart AI
DocuSmart AI lets you search all your internal documents using plain English — across Google Drive, SharePoint, Dropbox and more — from one place. No migration, no reorganising, no training required. Just ask a question and get the answer. Built for nonprofits and SMEs who are drowning in documents spread across too m… Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.
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Product Hunt
OpenMarkdown
A fast, light markdown editor that opens any `.md` file instantly. Your agent reads, writes, and co-edits the same file you're in — through a CLI, an agent plugin, and MCP. Local-first: no account, no telemetry, your files never leave your disk. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Community Pulse
Tesla's AI can be defeated by a simple doll
If you want an AI app which actually works, try AI Desktop 98 . submitted by /u/ImaginaryRea1ity.
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Community Pulse
Xi Jinping calls for more open-source AI: 'China is ready to be more open'
Xi Jinping calls for more open-source AI: 'China is ready to be more open' is an AI signal; evaluate model capability, data requirements, cost, and operational limits.
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Community Pulse
Linus Torvalds says Linux is not an anti-AI project, and if you don't like that, then "fork it or just walk away"
r/artificial: Linus Torvalds says Linux is not an anti-AI project, and if you don't like that, then "fork it or just walk away" – AI/LM community discussion.
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Community Pulse
Attributing LLM inference costs across teams in production
Seeing this come up more as LLM usage moves from 1 or 2 product features into internal tools, agents, support workflows, evals etc Provider dashboards show token usage but attribution gets messy when finance wants to know which team or project caused the spend. Infra most of the time can see the ra….
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Community Pulse
Moonshot’s Kimi K3 sends AI and semiconductor stocks into a tailspin Moonshot’s Kimi K3 sends AI and semiconductor stocks into a tailspin. China's largest open-weight AI model rev…
r/artificial: Moonshot’s Kimi K3 sends AI and semiconductor stocks into a tailspin Moonshot’s Kimi K3 sends AI and semiconductor stocks into a tailspin. China's largest open-weight AI model rev… – Signals ongoing debate about AI governance.
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Community Pulse
What does your production LLM monitoring actually catch vs. what does it miss?
For engineers and teams shipping LLM products: curious what your real-world monitoring setup looks like vs. what it actually catches. The common stack I see: latency tracking, token cost monitoring, basic error rates, maybe LLM-as-a-judge scoring. What I hear less about: what slips through. A few p….
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Lobste.rs
How does Pangram work?
How our model works, and the reasons we are confident in our AI detection.
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Lobste.rs
We are Changing our Developer Productivity Experiment Design
Our second developer productivity study faces selection effects from wider AI adoption, prompting us to redesign our approach.
Security
Incidents, advisories, and defensive discussion – verify before acting.
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Hacker News
TP-Link Kasa cameras leaked home GPS via unauthenticated UDP for 6 years
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Independent IoT security research, vulnerability disclosures, and PoCs focusing on firmware analysis, hardware interfaces, and cryptographic flaws. – IoT-Vulnerability-Research-Public/TP-Link_Kasa_EC71/Kasa_EC71.md at main · BadChemical/IoT-Vulnerability-Research-Public.
Verification: community signal; use the linked source as context, not final confirmation.
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Product Hunt
Mirage
Most product demos are a 40MB video nobody finishes or a $500/mo tool no bootstrapper can justify. Mirage is the third option: capture your real app in one click, add guided hotspots, and publish a clickable demo you can embed anywhere in ~90 seconds. Track views, completions, and per step drop-off so you fix the leak… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
Verification: public data.
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Security Radar
CVE-2026-58644: Microsoft SharePoint Deserialization of Untrusted Data Vulnerability
CVE-2026-58644: Microsoft SharePoint Deserialization of Untrusted Data 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-2026-25089: Fortinet FortiSandbox OS Command Injection Vulnerability
CVE-2026-25089: Fortinet FortiSandbox 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-2026-39808: Fortinet FortiSandbox OS Command Injection Vulnerability
CVE-2026-39808: Fortinet FortiSandbox OS Command 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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GitHub Trending
docusealco/docuseal
- ★ 17.9k
- ⮂ 1,774
Open source DocuSign alternative. Create, fill, and sign digital documents ✍️. Github trending; document-signing, documents, e-signature, hotwired-turbo; agpl-3.0 license.
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Lobste.rs
Lobsters Interview with matheusmoreira about Lone Lisp
A medical doctor implemented a Lisp on the Linux kernel with direct system calls without even a C stdlib dependency.
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Lobste.rs
topcoat: A batteries-included framework for building web apps
A batteries-included framework for building web apps – tokio-rs/topcoat.
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Lobste.rs
Freya 0.4 – Rust GUI library
Freya 0.4 – Rust GUI library is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality. Context: Lobste.rs – Programming.
Cloud & Infrastructure
Platforms, deployment, and the systems that run everything else.
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Dev.to
Silence Has a Shape Now
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Seventy-three comments into the thread, someone asked a question my gate had no answer for: what… Context: Dev.to – DevOps.
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Dev.to
Porting a 128-expert MoE (Gemma-4 26B-A4B) to AWS Inferentia2 — where every rank weighted the wrong experts
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The MoE was the hard one: a dual-path FFN, a sparse expert loop that won't trace, and a bug where the device output was empty while the CPU reference was perfect and every unit test passed. Context: Dev.to – Machinelearning.
Product & Launches
New products and launches worth a look.
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Product Hunt
LiveDemo
LiveDemo: Demo the future Product Hunt LiveDemo Demo the future 5.0 • 3 reviews • 575 followers Demo the future 5.0 • 3 reviews • 575 followers Visit website Chrome Extensions • Product demo • Sales enablement It is better to see once than to hear a hundred times. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Mainichi
Learn 20,000+ Japanese words with a spaced-repetition system built for long-term memory. Playful, gamified sessions under 5 minutes a day — no boring textbooks. Mainichi skips the flashcard grind. Short, low-pressure sessions that fit into a real day — show up, relax into a round of vocab, and let your streak do the r… Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.
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Product Hunt
Buzzy
Buzzy is the first truly agentic infinite canvas for video creation. It helps you spark ideas, build moodboards, and precisely photoshop your video in one click — while creating unlimited-length blockbuster films and commercial ads, keeping unlimited subjects consistent, controlling lighting and camera angles, and pre… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
WX
WX is a generative synth plugin that creates evolving patches through controlled randomization. Double-click to generate a sound, then shape it with familiar synth parameters, modulation and built-in effects. It is designed for musicians who enjoy unpredictable results but still want the sound to remain playable. 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
First atmosphere found on Earth-like planet in habitable zone of distant star
- ▲ 445
- 💬 260
Researchers have found an Earth-like, rocky planet orbiting within the habitable zone of a distant star with an atmosphere.
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Dev.to
Hey DEV, I'm Tobore. Let's actually connect.
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- 💬 17
Hey DEV, I'm Tobore. Let's actually connect. is a developer community article; review the code, assumptions, and comments before treating the technique as production guidance. Context: Dev.to – Web Dev.
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Dev.to
What was your win this week!?
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👋👋👋👋 Looking back on your week — what was something you're proud of? All wins count — big or small…
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Hacker News
Learning a few things about running SQLite
- ▲ 238
- 💬 63
High-engagement technical discussion worth reviewing for practical implications.
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Hacker News
Regressive JPEGs
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- 💬 13
Regressive JPEGs: (Maurycy's blog) Regressive JPEGs: 2026-07-17 One of the cool features of JPEG files is that there's the option to save low frequency components first.
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Hacker News
Vāgdhenu: A Sanskrit Chanting TTS System
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Vāgdhenu: a meter-aware Sanskrit śloka-to-chant text-to-speech system. Prof. Prathosh A P, Indian Institute of Science, Bengaluru.
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Hacker News
Lego building instructions through time
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High-engagement technical discussion worth reviewing for practical implications.
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Hacker News
Static search trees: 40x faster than binary search (2024)
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Table of Contents 1 Introduction 1.1 Problem statement 1.2 Motivation 1.3 Recommended reading 1.4 Binary search and Eytzinger layout 1.5 Hugepages 1.6 A note on benchmarking 1.7 Cache lines 1.8 S-trees and B-trees 2 Optimizing find 2.1 Linear 2.2 Auto-vectorization 2.3 Trailing zeros 2.4 Popcount 2.5 Manual SIMD 3 Opt…
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Dev.to
macOS runs out of application memory because your dead dev servers never die
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It was past midnight and my Mac threw a box I had not seen in years. Your system has run out of… Context: Dev.to – Webdev.
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Dev.to
My Git Commit Failed With "ENOENT: git". Git Was Never the Problem.
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I was committing a fix in a fork of vercel/eve — a small change to… Context: Dev.to – Debugging.
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Dev.to
I ran my code analyzer on 9 codebases it had never seen. It found 3 real bugs, and embarrassed me first.
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A maintainer of Apache Superset merged one of my fixes the same day I filed it. "I can verify the fix… Context: Dev.to – Codereview.
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Dev.to
Keeping code alive on a DOM you don't own: 12-year Chrome extension story
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In April 2014 I wanted to sort posts on the Hacker News front page by points, by time, or by… Context: Dev.to – Webdev.
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Community Pulse
update on the browser extension that fact checks YouTube videos AS YOU WATCH
HI all, First, thank you so much for your feedback and interest in my project PopUpFactCheck. When I first posted about this July 1 , I did not expect the reception it would get and I am so thankful to y'all. Some updates. You asked for Firefox, and it is now a Firefox add-on . It has new features…..
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Community Pulse
We don't lack information. We lack orientation.
We are entering a strange period. Never in human history have we had access to so much information, so many tools, so many possibilities — and yet many people feel overwhelmed, uncertain and disconnected. The real problem has shifted. Finding information is no longer the main challenge. The challen….
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Community Pulse
A new, state-of-the-art, agentic pipeline: concept + track = full audiovisual world
A first, brief example of what Uisato Studio's "Music Video Pro" mode is capable of: turning a track and a concept, into a whole audiovisual world. This is a new, significantly expanded version of the original Music Video mode, now built around Seedance 2.0, multiple image references, and an even m….
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Community Pulse
Anthropic is expanding Claude Fable 5 access as it works to balance demand and compute capacity
Anthropic announced that starting July 20 Claude Fable 5 will be included in Max and Team Premium subscriptions with 50% of the standard usage limits. Users on Pro and Team Standard plans won't lose access but they'll continue using usage credits instead. Anthropic also says those users will receiv….
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Lobste.rs
Faulty Towers, vibe sickness, and the vibe bobsled
Faulty Towers, vibe sickness, and the vibe bobsled — Dustycloud Brainstorms Faulty Towers, vibe sickness, and the vibe bobsled By Christine Lemmer-Webber on Fri 17 July 2026 I know.
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Lobste.rs
Enterprise Haskell at H-E-B
Enterprise Haskell at H-E-B 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
A Road to Lisp: Which Lisp
A Road to Lisp: Which Lisp is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality.