Top Signals
The few items worth your attention first – each with the one-line reason it stood out today.
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1
github/spec-kit
Trending repository – 128.6k stars on GitHub.
- ★ 128.6k
- ⮂ 11.5k
💫 Toolkit to help you get started with Spec-Driven Development. Github trending; ai, copilot, development, engineering; mit license.
GitHub Trending
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2
Qwen 3.8 27B
Top Hacker News discussion – 1.1k points.
- ▲ 1.1k
- 💬 666
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
Hacker News
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3
sentence-transformers/all-MiniLM-L6-v2
Trending model – 254.9M downloads.
- ♥ 5.2k
- ⇣ 254.9M
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 Built a Puerto Rican Mountain Kitchen. The Only Image Is the Favicon.
Popular developer article – 18 reactions.
- ♥ 18
- 💬 4
This is a submission for Frontend Challenge – Comfort Food Edition, Perfect Landing. What I… Context: Dev.to – Frontendchallenge.
Dev.to
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5
Reviving Open Source Giants: How I Brought Weave Scope Back with Multi-Platform Docker Support in One Afternoon Using Antigravity
Popular developer article – 15 reactions.
- ♥ 15
- 💬 1
How to rescue abandoned open-source projects, modernize build systems, and generate multi-architecture Docker images (x86_64, ARM64) in a single afternoon with Antigravity. Context: Dev.to – DevOps.
Dev.to
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6
Firefox is now the last major browser that still supports uBlock Origin
Top Hacker News discussion – 775 points.
- ▲ 775
- 💬 299
Firefox says it will keep supporting uBlock Origin even as Microsoft Edge and other Chromium browsers phase it out under Manifest V3.
Hacker News
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7
BAAI/bge-m3
Trending model – 34.9M downloads.
- ♥ 3.4k
- ⇣ 34.9M
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
OpenCut-app/OpenCut
Trending repository – 83.3k stars on GitHub.
- ★ 83.3k
- ⮂ 8.2k
The open-source CapCut alternative. Github trending; editor, oss, videoeditor; mit license.
GitHub Trending
AI & Machine Learning
Models, agents, and applied machine-learning work moving today.
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GitHub Trending
github/spec-kit
- ★ 128.6k
- ⮂ 11.5k
💫 Toolkit to help you get started with Spec-Driven Development. Github trending; ai, copilot, development, engineering; mit license.
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Hugging Face Trending
sentence-transformers/all-MiniLM-L6-v2
- ♥ 5,207
- ⇣ 254.9M
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
- ♥ 3,401
- ⇣ 34.9M
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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Hugging Face Trending
google-bert/bert-base-uncased
- ♥ 2,733
- ⇣ 115.9M
Pretrained model on English language using a masked language modeling (MLM) objective. Signal: Hugging Face – Fill Mask.
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Dev.to
[Dev Log][Python] Create short videos from photos and clips with Gemini 3.7 Flash: ReelCraft
- ♥ 8
- 💬 2
Preface: It all started with a misunderstanding. I noticed a new page in the Gemini API… Context: Dev.to – Ai.
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Hacker News
Google is making private AI practical with homomorphic encryption
- ▲ 352
- 💬 209
Today we're excited to showcase HEIR, the latest powerful tool added to our Private Computing Toolkit. HEIR is an open source compiler that unlocks cryptographically-secure private AI inference.Homomorphic encryptionAs new benefits emerge with the growth of AI, balancing privacy and security is top of mind. Standard p…
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Dev.to
Nobody audits their OpenAI invoice
- ♥ 6
- 💬 5
Every team running LLMs in production has two numbers for last month's spend: the one in their… Context: Dev.to – DevOps.
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Hacker News
AI by Hand
- ▲ 273
- 💬 20
Math, Algorithms, Architectures, by hand. Click to read AI by Hand ✍️, by Prof. Tom Yeh, a Substack publication with tens of thousands of subscribers.
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Dev.to
Build semantic search inside video: shot embeddings + transcript chunks, fused on the timeline
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TL;DR Frame-only video search can't find "where she explains pricing." Transcript-only… Context: Dev.to – Video.
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Dev.to
Building a Multi-Agent AI Pipeline That Ships: LangGraph, RAG, and Evals That Matter
- ♥ 1
I spent 18 days building an AI product that converts research papers into audience-tailored… Context: Dev.to – Ai.
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GitHub Trending
lightningpixel/modly
- ★ 6,033
- ⮂ 607
Desktop app to generate 3D models from images or prompt using local AI — runs entirely on your GPU. Github trending; 3d, ai-local, ai-tools, desktop-app.
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GitHub Trending
deepseek-ai/awesome-deepseek-agent
- ★ 5,795
- ⮂ 696
A curated list of guides for integrating DeepSeek models into popular AI agent and coding-assistant tools.. Github trending.
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Product Hunt
Freebuff
Freebuff is a free coding agent that gives you access to the best open source models. We offer a CLI, Desktop app, Web app builder, and Cloud agent — all free! This is the free way to build full-stack apps. No subscription, no API keys, no lock-in. Cancel your subscriptions to Claude Code, Cursor, Codex, Lovable, Rep… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Muse
The AI Visual Bookmark Manager for Mac. It gathers everything you save – images, screenshots, links, video and notes – from any app or browser tab, and brings any of it back the instant you look for it. Everything is tagged and organised automatically by on-device AI, and stored entirely on your Mac. $29 once, no subs… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Munder Difflin
[Open-Source] Local Multi Agent Harness that wraps around coding agents you already pay for like Claude Code and Codex to run an office of forever running agents working for you 24/7 in "the office" styled simulation. Be the boss of this office or let your clone be the boss when you are not available. For Developers,… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
DeepSeek Harness
Intelligent assistant for coding, content creation, file reading, and more. Upload documents, engage in extended conversations, and receive expert assistance in AI, natural language processing, and beyond. Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.
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Product Hunt
Port22
I'd start a long agent run, walk away, and come back to find it had spent 20 minutes waiting on me to approve one file edit. Port22 puts every coding agent running on your Mac onto your phone. See which are working and which are stuck. When one needs permission your phone buzzes and you tap the actual option it offere… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
min.
I'm really bad at following up with people. I made an AI assistant that follows up for me after a meeting in my voice, with all the context. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Community Pulse
OpenAI Reports Goldman Sachs Analyst to FBI for Horrifying ChatGPT Conversations
OpenAI Reports Goldman Sachs Analyst to FBI for Horrifying ChatGPT Conversations is an AI signal; evaluate model capability, data requirements, cost, and operational limits.
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Community Pulse
I curated a database of 37+ powerful AI tools that require NO Sign-ups, NO registration, and NO hidden paywalls. Completely free.
Hey everyone, I got tired of AI directories that force you to create an account, log in with Google, or give away your email just to test a single basic feature. To solve this friction, I spent hours researching and building **FrostAI** on Notion. It is a completely curated list of 37 active, funct….
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Community Pulse
I've built a fully autonomous meditation system for TouchDesigner
A new output from this experimental real-time BCI system for TouchDesigner; a Brain-Computer Interface pipeline that reads live EEG signals, classifies your mental state, and autonomously generates responsive AI video: a meditation guide that adapts to your brain activity, second by second. The sys….
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Community Pulse
Your thoughts on RNN's (RWKV approach) for language generation
I recently was thinking about reducing the cost of LLMs, specially LLMs which are doing repetitive tasks (such as coding, which has a lot of repetition) and I was thinking of RNN's and had RWKV paper open. I'm not really good at math but as far as I could understand, they just added that QKV matrix….
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Community Pulse
Custom AI Agents for Non-Developers: What’s Real
Custom AI Agents for Non-Developers: What’s Real is an AI signal; evaluate model capability, data requirements, cost, and operational limits.
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Community Pulse
Chinese AI start-up ModelBest kicks off pre-IPO tutoring process on mainland
Chinese AI start-up ModelBest kicks off pre-IPO tutoring process on mainland is an AI signal; evaluate model capability, data requirements, cost, and operational limits.
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Community Pulse
Anthropic ships frontier AI models but no simple toggle to switch billing modes?
Spent way more time than I should have switching Claude Code (Anthropic's coding agent) from API-key billing back to my Pro subscription. The flow: SSH into a server → attach a tmux session → run a login command → copy an OAuth URL → open a browser → authorize → paste the code back into the termina….
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Community Pulse
When the smartest AI model is actually a terrible business move
I came across this article that flips the script on AI hype: sometimes the most advanced models are the worst for business. High costs, misaligned incentives, and ethical risks can turn a technical win into a strategic loss. Have you seen this play out in your work or industry? (Not affiliated, jus….
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Community Pulse
🚀 New version of Android Remote Control MCP released! Let your AI agent control your phone, now with on-device PII redaction! 🛡️ No cables or root needed!
🚀 New release of Android Remote Control MCP is out — the MCP server that runs on your phone and gives your AI agent the ability to use any app you want! Grab it here: https://github.com/danielealbano/android-remote-control-mcp/releases/tag/v1.11.0 My favorite part of this release? The Privacy Mode….
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Lobste.rs
There Is Still No Silver Bullet
Fred Brooks predicted in 1986 that no single technology would ever make software development ten times faster. He even had a section on AI. Forty years later, his essay finally has a worthy opponent.
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Lobste.rs
Comments in the code vs PR description
August 12, 2026 – The Old New Thing Skip to main content Dev Blogs AI All .NET posts .NET MAUI ASP.NET Core Blazor Entity Framework C++ C F TypeScript NuGet Servicing .NET Blog in Chinese Microsoft for Developers Agent Framework Develop from the cloud Xcode ISE Developer TypeScr…
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Dev.to
0.3% In, 36% Out: Your Fine-Tuned Model Is Copying Your Prompt Examples
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A pattern appeared in 0.3% of my training data and 36% of my model's output. Numbers that far apart never come from the weights. The cause was one example line in my own prompt, and two commands will tell you whether yours has the same problem. Context: Dev.to – AI/ML.
Security
Incidents, advisories, and defensive discussion – verify before acting.
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Security Radar
CVE-2026-20349: Cisco Secure Firewall Adaptive Security Appliance (ASA) and Secure Firewall Threat Defense (FTD) Heap Inspection Vulnerability
CVE-2026-20349: Cisco Secure Firewall Adaptive Security Appliance (ASA) and Secure Firewall Threat Defense (FTD) Heap Inspection 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-2026-68820: Microsoft Windows Ancillary Function Driver for WinSock Use-After-Free Vulnerability
CVE-2026-68820: Microsoft Windows Ancillary Function Driver for WinSock Use-After-Free 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-2026-72898: Metabase SQL Injection Vulnerability
CVE-2026-72898: Metabase SQL 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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Hacker News
Qwen 3.8 27B
- ▲ 1,055
- 💬 666
We’re on a journey to advance and democratize artificial intelligence through open source and open science.
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GitHub Trending
OpenCut-app/OpenCut
- ★ 83.3k
- ⮂ 8,241
The open-source CapCut alternative. Github trending; editor, oss, videoeditor; mit license.
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GitHub Trending
megadose/holehe
- ★ 12.9k
- ⮂ 1,725
holehe allows you to check if the mail is used on different sites like twitter, instagram and will retrieve information on sites with the forgotten password function. Github trending; ebay, email, emails, information-gathering; gpl-3.0 license.
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Dev.to
The Color Math Was Never the Slow Part
- ♥ 1
- 💬 1
The first version of my image-to-Minecraft-blocks converter locked up the browser tab for long enough… Context: Dev.to – Javascript.
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Dev.to
JavaScript in, HTML out: building a simpler static site generator
- ♥ 1
I wanted a simpler way to build websites: JavaScript in, static HTML out, with zero browser JavaScript by default. Context: Dev.to – Javascript.
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Lobste.rs
We implemented the IPv8 Internet-Draft in the Linux Kernel, Musl Libc, and BGP
A few weeks ago, an Internet-Draft titled Internet Protocol Version 8 (IPv8) caught our eye. Context: Lobste.rs – Systems.
Cloud & Infrastructure
Platforms, deployment, and the systems that run everything else.
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Dev.to
Reviving Open Source Giants: How I Brought Weave Scope Back with Multi-Platform Docker Support in One Afternoon Using Antigravity
- ♥ 15
- 💬 1
How to rescue abandoned open-source projects, modernize build systems, and generate multi-architecture Docker images (x86_64, ARM64) in a single afternoon with Antigravity. Context: Dev.to – DevOps.
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Dev.to
I'm 17 in Ghana. I built a solar-sizing tool on my phone — here's the code and every bug I hit.
- ♥ 4
- 💬 2
Ghana sits under some of the strongest sunshine on earth. Solar supplies about 1–3% of our grid… Context: Dev.to – Python.
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Dev.to
I got tired of SSHing into 10 VMs a day, so I built a live map of my whole infrastructure
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Every day at work looked the same. Something breaks, or I need to push a new image, and I'm SSHing… Context: Dev.to – DevOps.
Product & Launches
New products and launches worth a look.
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Product Hunt
Outcome
Outcome helps creators turn their content and expertise into personalized funnels that listen, understand, and deliver a useful outcome to every lead. Instead of sending everyone the same lead magnet or placing them into a predefined quiz result bucket, an Outcome Funnel uses each person’s answers together with the cr… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
NS1
The NS1 Assessment is a personalized assessment tool that will give you a breakdown of how your system responds to stress, what this means for your specific situation & what you can do to improve. In 5 minutes you'll receive: – Your regulation score: a realistic baseline of how well your system settles after stress -… 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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Dev.to
I Built a Puerto Rican Mountain Kitchen. The Only Image Is the Favicon.
- ♥ 18
- 💬 4
This is a submission for Frontend Challenge – Comfort Food Edition, Perfect Landing. What I… Context: Dev.to – Frontendchallenge.
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Hacker News
Firefox is now the last major browser that still supports uBlock Origin
- ▲ 775
- 💬 299
Firefox says it will keep supporting uBlock Origin even as Microsoft Edge and other Chromium browsers phase it out under Manifest V3.
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Dev.to
Spicing Up the Web: Building "Angaar", an Immersive Indian Comfort Food Experience
- ♥ 10
- 💬 2
This is a submission for Frontend Challenge – Comfort Food Edition, Perfect Landing What I… Context: Dev.to – Devchallenge.
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Hacker News
Going Dark, and the era of law enforcement hacking
- ▲ 295
- 💬 140
I’m coming down from spending a few days at Usenix Security, right here in my hometown of Baltimore. This means that my days have been taken up with two kinds of conversation: first, explaini….
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Hacker News
RustDesk now supports true unattended remote access on Wayland
- ▲ 262
- 💬 112
RustDesk brings true unattended remote access to Wayland, with multi-monitor support. A preview build for x86_64 Debian/Ubuntu-based systems is available now.
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Hacker News
Maximizing the value of your Claude Code sessions
- ▲ 182
- 💬 114
Practical tips for how to run efficient sessions that get the most value from every token.
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Hacker News
I turned my RSS feeds into an e-ink newspaper to stop reading on my phone
- ▲ 172
- 💬 68
I turned my RSS feeds into an e-ink newspaper to stop reading on my phone I turned my RSS feeds into an e-ink newspaper to stop reading on my phone I really like personal blogs.
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Hacker News
Magnitude 7.7 Earthquake – 68 km NNW of Ende, Indonesia
- ▲ 171
- 💬 36
The Earthquake Event Page application supports most recent browsers, view supported browsers .
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Hacker News
eigendrum
- ▲ 114
- 💬 23
Draw any shape and hear it as a drum. Eigendrum solves its real vibration modes with finite elements, so every frequency comes from your outline, not a sample.
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Lobste.rs
RISC-V: They Should Have Known Better
RISC-V: They Should Have Known Better 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
ActivityPub Won by Being Boring
At FediForum 2026, ActivityPub co-author Evan Prodromou explained why the protocol succeeded by staying deliberately ordinary and why the W3C's Q3 2026 revision needs to keep it that way.
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Lobste.rs
My comment section is static HTML
In which I describe how the comments here operate on a technical level, and why.
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Lobste.rs
Curl Performance
tldr: the live version is here: https://curl.se/perf/ How fast is "fast" and is it good enough? Does it run as fast now as it did before or was there a regression? What exactly needs to be fast? How fast is it? These are questions that many projects and products face, and in curl we are … Continue reading curl perform…
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Lobste.rs
Thunderbird’s Desktop Calendar Visual Redesign
Hello, Thunderbird community and followers of the blog! This is Jesse from the design team. Today’s post is about our recent journey in redesigning the calendar portion of Thunderbird, and what you can expect us to deliver in the near future. The calendar is a key part of any productivity toolset, from your PC Desktop…
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Lobste.rs
The Art of CHIP-8
The Art of CHIP-8 CHIP-8 is a programming language originally developed for the 1977 COSMAC VIP kit computer.
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Lobste.rs
SlopScan: Displays a "slop score" when viewing public git repositories
Download SlopScan for Firefox. Displays a "slop score" when viewing public git repositories.
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Lobste.rs
What You Gain by Building Your Own Game Engine
What You Gain by Building Your Own Game Engine is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality.
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Dev.to
Dogfooding BlocSignal on the Web: Building a 100K Ops/sec Reactive App with Jaspr and Dart 3.13
A behind-the-scenes look at how we dogfooded bloc_signals_jaspr on blocsignal.dev, achieving 100K ops/sec in browser JS with declarative consumer components and Dart 3.13. Context: Dev.to – Web Dev.