Top Signals
The few items worth your attention first – each with the one-line reason it stood out today.
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1
affaan-m/ECC
Trending repository – 219k stars on GitHub.
- ★ 219k
- ⮂ 33.6k
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond. Github trending; ai-agents, anthropic, claude, claude-code; mit license.
GitHub Trending
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2
Loupe – A iOS app that raises awareness about what native apps can see
Top Hacker News discussion – 314 points.
- ▲ 314
- 💬 119
A privacy-focused iOS app that raises awareness about what native apps can see – mysk-research/loupe.
Hacker News
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3
sentence-transformers/all-MiniLM-L6-v2
Trending model – 245.7M downloads.
- ♥ 5k
- ⇣ 245.7M
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 #4: Anthropic Fellows, $30K for Founders, and AWS She Builds
Popular developer article – 31 reactions.
- ♥ 31
- 💬 10
TL;DR Welcome back to Dev Opportunity Radar. This is a weekly series where I share opportunities,…
Dev.to
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5
Internmaxxing vs. Old Man Shakes Fist at Cloud
Popular developer article – 26 reactions.
- ♥ 26
- 💬 4
Internmaxxing Somebody on your timeline this week called intern code "API slop."… Context: Dev.to – AI/ML.
Dev.to
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6
DOS Game "F-15 Strike Eagle II" reversing project needs DOS test pilots
Top Hacker News discussion – 259 points.
- ▲ 259
- 💬 68
(This post is part of a series on the subject of my hobby project, which is recreating the C source code for the 1989 game F-15 Strike Eagle II by reverse engineering the original binaries.).
Hacker News
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7
BAAI/bge-m3
Trending model – 31.2M downloads.
- ♥ 3.1k
- ⇣ 31.2M
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
bytedance/deer-flow
Trending repository – 72.2k stars on GitHub.
- ★ 72.2k
- ⮂ 9.8k
An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours. Github trending; agent, agentic, agentic-framework, agentic-workflow; mit license.
GitHub Trending
AI & Machine Learning
Models, agents, and applied machine-learning work moving today.
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GitHub Trending
affaan-m/ECC
- ★ 219k
- ⮂ 33.6k
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond. Github trending; ai-agents, anthropic, claude, claude-code; mit license.
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Hugging Face Trending
sentence-transformers/all-MiniLM-L6-v2
- ♥ 4,980
- ⇣ 245.7M
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
Internmaxxing vs. Old Man Shakes Fist at Cloud
- ♥ 26
- 💬 4
Internmaxxing Somebody on your timeline this week called intern code "API slop."… Context: Dev.to – AI/ML.
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Hugging Face Trending
BAAI/bge-m3
- ♥ 3,131
- ⇣ 31.2M
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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Hugging Face Trending
google-bert/bert-base-uncased
- ♥ 2,686
- ⇣ 57.8M
Pretrained model on English language using a masked language modeling (MLM) objective. Signal: Hugging Face – Fill Mask.
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Hacker News
Building reliable agentic AI systems
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- 💬 22
AI helping pharmaceutical researchers query decades of information buried in PDF reports.
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GitHub Trending
bytedance/deer-flow
- ★ 72.2k
- ⮂ 9,792
An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of tasks that could take minutes to hours. Github trending; agent, agentic, agentic-framework, agentic-workflow; mit license.
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GitHub Trending
Leonxlnx/taste-skill
- ★ 48.1k
- ⮂ 3,349
Taste-Skill – gives your AI good taste. stops the AI from generating boring, generic slop. Github trending; agent, ai, claude, claude-code; mit license.
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GitHub Trending
ZhuLinsen/daily_stock_analysis
- ★ 43.8k
- ⮂ 41.2k
LLM 驱动的多市场股票智能分析系统:多源行情、实时新闻、决策看板与自动推送,支持零成本定时运行。 LLM-powered multi-market stock analysis system with multi-source market data, real-time news, decision dashboard, automated notifications, and cost-free scheduled runs. Github trending; a-stock, ai-agent, aigc, llm; mit license.
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Dev.to
Solstice Cipher: Routing Light to Crack Codes — A Puzzle Game for the June Solstice Game Jam
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- 💬 1
How I built a multi-tool optical puzzle game in Godot 4.6 with mirrors, prisms, color filters, portals, and a multi-pass 2D raycasting engine — all directed by Google's Gemini-powered Antigravity agent. Context: Dev.to – Web Dev.
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GitHub Trending
topoteretes/cognee
- ★ 18.4k
- ⮂ 1,956
Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory across sessions with a self-hosted knowledge graph engine. Github trending; agent-memory, agent-skills, ai, ai-agents; apache-2.0 license.
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GitHub Trending
mukul975/Anthropic-Cybersecurity-Skills
- ★ 17.2k
- ⮂ 2,095
754 structured cybersecurity skills for AI agents · Mapped to 5 frameworks: MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, D3FEND & NIST AI RMF · agentskills.io standard · Works with Claude Code, GitHub Copilot, Codex CLI, Cursor, Gemini CLI & 20+ platforms · 26 se… Github trending; ai-agents, claude-code, cloud-security, cybersecurity; apache-2.0 license.
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Dev.to
Show dev: I built an AI agent workstation in Nairobi for DeepSeek, Qwen, Kimi & MiniMax
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What I built Atlarix — a ~400MB AI agent workstation that sits beside your IDE (VS Code,… Context: Dev.to – AI/ML.
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Product Hunt
Laguna by Poolside
Poolside is a foundation model company bringing intelligence to everywhere work gets done. Their mission is to drive abundance for humanity by creating artificial general intelligence. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Agent 37
Agent 37 is managed hosting for persistent agents like Hermes, OpenClaw and ClaudeCode. So you don't need to run them on Mac minis or VPS yourself. One API call gives each of your customers their own always-on agent, from $3.44/mo. Founders use it to ship vertical agents to their own clients without babysitting server… Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.
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Product Hunt
Plansera AI
An AI E-2 Visa Agent interviews, reads their evidence (bank statements, leases, invoices), checks the core E-2 eligibility standards, and produces a submission-ready plan with real 5-year financials, charts, and use-of-funds — as a designed PDF and editable Word doc. Outside vendors charge ~$2,000 and paralegals spend… Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.
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Product Hunt
Atomic Mail Agentic
Atomic Mail Agentic gives autonomous AI agents their own real @atomicmail.ai inbox to manage fully without human setup, verification, or ongoing intervention. Built on JMAP (RFC 8620), the standard mailbox API LLMs already know fluently, so agents read, send, reply, draft, search, and manage threads reliably with fewe… Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.
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Product Hunt
Grok by SpaceXAI for Word
Work with an AI Agent directly in your Word documents. The add-in enables a conversation-based agent sidebar that can search the web, update paragraphs, or build professional documents. Simply type what you want into the conversation pane and let the Agent handle research and execution. Ask it to rewrite paragraphs, s… Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.
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Product Hunt
Backgrind
Your AI agent shouldn't chain you to a terminal. Backgrind floats it in an always-on-top window over any app — even a fullscreen game — and pings you only when it actually needs a decision. Bring your own (Claude Code, Cursor) or use Grindy, the built-in agent with zero setup. Multi-agent tabs, voice, Build/Plan, clic… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Community Pulse
Brands using AI-generated influencers to promote products on social media | AI (artificial intelligence) | The Guardian
r/artificial: Brands using AI-generated influencers to promote products on social media | AI (artificial intelligence) | The Guardian – AI/LM community discussion.
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Community Pulse
The Surge of Slop—since the release of ChatGPT-3.5 in late 2022, the number of e-books published on Amazon has skyrocketed, tripling by late 2025. A new scientific analysis shows….
Source (The Economist): “Deezer, a streaming service, estimates that some 75,000 AI-generated songs are uploaded each day, up from 10,000 in January 2025. AI music now makes up a staggering 44% of all new tracks uploaded to the platform. A survey by Deezer found that 97% of respondents could not he….
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Community Pulse
I built a solution but not sure if the problem even exists?
I personally find myself working accross different AI tools for different aspects of my project — Claude to build the core functionality Codex to fix the bugs (to save claude's credits) Chat GPT to get ideas for new features etc etc etc And all of them with multiple accounts as well- TO save some….
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Community Pulse
A study on synthetic [AI] choreographies
A few experiments exploring how far generative video + fine-tuned orchestration layers can be pushed in rhythm, camera language, body transformation, and most of all, audiovisual synchronization. Breakdown: I used Uisato Studio’ Seedance 2.0 Video mode, with the "Intelligent" setup and the "Audiore….
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Community Pulse
The Looking Mirror — A Narrative Adventure with Cross‑Model Persistence
I’m experimenting with in‑context narrative systems that maintain continuity across different models. The Looking Mirror is a fully local, text‑driven world model with: • persistent state • portable save‑game capsules • cross‑model continuity • a modular field‑manifold structure It runs entirely in….
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Community Pulse
Glm 5.2 looks strong but the launch is quietly mixing two different sets of numbers
Quick background for people who don't track the chinese labs closely. zhipu is one of the bigger ones, glm is their main model line, and glm 5.2 dropped on June 13. The mit weights already on huggingface on June 17, and GLM 5.2 API went live on June 17. I'm not posting about the model itself, i'm p….
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Lobste.rs
The Wholesale Plagiarism of Obscure Sorrows
Without permission, a marketing agency republished the entirety of John Koenig's Dictionary of Obscure Sorrows book, replacing its art with AI slop and adding new AI words. Their unauthorized site now ranks higher than the real one everywhere.
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Lobste.rs
Is AI ruining our skills? Early results are in and they’re not good
Reliance on artificial-intelligence tools degrades the abilities of physicians and software engineers, studies show. Context: Lobste.rs – Programming.
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Lobste.rs
Effective use-cases for LLMs
There's a lot of talk about the shortcomings of LLMs. They don't actually reason. They're expensive, especially when running in a loop. They're quite slow at doing things. There's a narrow category of use cases that LLMs excel at, one of which is "sifting through the noise". The noise is everything we have to process.
Security
Incidents, advisories, and defensive discussion – verify before acting.
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Hacker News
Developers don't understand CORS (2019)
- ▲ 221
- 💬 127
The recent Zoom vulnerability is just one of many examples which show us that many developers do not understand how CORS works.
Verification: community signal; use the linked source as context, not final confirmation.
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Community Pulse
Utah Data Center Brute Forced Through to Approval Despite Widespread Popular Opposition
A data center was forced through government approval in Utah despite the citizens widely opposing its impact on scarce water resources and numerous other objections. The mechanism used to do this was hailed as "replicable" in other states . They exploited a state entity called MIDA (Military Instal….
Verification: community signal; use the linked source and discussion as context, not final confirmation.
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Security Radar
CVE-2026-20253: Splunk Enterprise Missing Authentication for Critical Function Vulnerability
CVE-2026-20253: Splunk Enterprise Missing Authentication for Critical Function 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-2026-48907: Widget Factory Joomla Content Editor Improper Access Control Vulnerability
CVE-2026-48907: Widget Factory Joomla Content Editor 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-2026-54420: LiteSpeed cPanel Plugin UNIX Symbolic Link (Symlink) Following Vulnerability
CVE-2026-54420: LiteSpeed cPanel Plugin UNIX Symbolic Link (Symlink) Following 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
Renting a sewing machine from the library
- ▲ 243
- 💬 134
Finland's libraries are increasingly being valued not by how many books they lend, but how they help societies function.
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Hacker News
Epoll vs. io_uring in Linux
- ▲ 177
- 💬 43
epoll vs io uring in Linux The sibexico databank epoll vs io uring in Linux 2026-06-20 programming c linux First, I want to tell you how exactly I got to this point and why I started researching different options for handling asynchronous I/O on Linux… Last year, my students and…
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GitHub Trending
penpot/penpot
- ★ 51.9k
- ⮂ 3,318
Penpot: The open-source design tool for design and code collaboration. Github trending; clojure, clojurescript, design, prototyping; mpl-2.0 license.
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Dev.to
Why Thousands of Developers Are Mass Migrating to PushForge for Web Push Notifications
- ♥ 6
- 💬 1
"crypto.createECDH is not a function" – If you've seen this error, you're not alone. Here's why the… Context: Dev.to – Javascript.
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Lobste.rs
Apple Internals: Swift in the Kernel
Apple Internals: Swift in the Kernel is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality. Context: Lobste.rs – Systems.
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Lobste.rs
Improvements to std::format in C++26
Improvements to std::format in C++26 Skip to content The C++26 standard features a series of improvements to the format library. Context: Lobste.rs – Programming.
Cloud & Infrastructure
Platforms, deployment, and the systems that run everything else.
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Dev.to
Dev Opportunity Radar #4: Anthropic Fellows, $30K for Founders, and AWS She Builds
- ♥ 31
- 💬 10
TL;DR Welcome back to Dev Opportunity Radar. This is a weekly series where I share opportunities,…
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Dev.to
Solstice Crypt – Decrypt the Light
- ♥ 4
- 💬 1
This is a submission for the June Solstice Game Jam What I Built A grid-based laser… Context: Dev.to – Web Dev.
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GitHub Trending
tursodatabase/turso
- ★ 20.5k
- ⮂ 1,050
Turso is an in-process SQL database, compatible with SQLite. Github trending; database, embedded-database, sql, sqlite3; mit license.
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Dev.to
I Made Claude Code Think Before It Codes. Then I Gave It a Team.
- ♥ 2
- 💬 2
Last year I gave Claude Code a process so it would think before it codes. This year I gave it a team: an issue-maintainer that turns ideas into tickets, an orchestrator that writes no code, specialist subagents that build in parallel, and a review gate that drives a cohort of pu… Context: Dev.to – DevOps.
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Dev.to
PayCore v2: I Removed My Own High Availability, Added a Ledger, and Finally Added Monitoring
- ♥ 2
What was wrong with v1? Three things. The networking was over-engineered. I built a… Context: Dev.to – Aws.
Product & Launches
New products and launches worth a look.
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Product Hunt
oioi
oioi is a minimalist clipboard overlay that appears instantly when you press Option + V. Inspired by macOS design, it helps you access your recent copies – text, code, images – without breaking flow. Perfect for devs, designers, writers, and multitaskers. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Notchkin
Your MacBook's notch just sits there doing nothing. Now it takes notes. Hover over it, a panel drops down, you jot the thing down and carry on. And yes, there's a mildly passive-aggressive mascot. 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
Loupe – A iOS app that raises awareness about what native apps can see
- ▲ 314
- 💬 119
A privacy-focused iOS app that raises awareness about what native apps can see – mysk-research/loupe.
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Hacker News
DOS Game "F-15 Strike Eagle II" reversing project needs DOS test pilots
- ▲ 259
- 💬 68
(This post is part of a series on the subject of my hobby project, which is recreating the C source code for the 1989 game F-15 Strike Eagle II by reverse engineering the original binaries.).
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Dev.to
Fruit Dash: A Solstice Platformer with Binary Code Gates
- ♥ 25
- 💬 3
This is a submission for the June Solstice Game Jam What I Built I built Fruit Dash, a…
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Hacker News
Slow breathing modulates brain function and risk behavior
- ▲ 220
- 💬 55
High-engagement technical discussion worth reviewing for practical implications.
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Hacker News
Show HN: TownSquare, a tiny presence layer for websites
- ▲ 185
- 💬 102
TownSquare adds a small shared place to your website where visitors can see each other, walk around, and chat.
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Hacker News
Unauthorized alert sent to cell phones across Brazil
- ▲ 136
- 💬 100
An unauthorized alert bearing a mysterious message that was sent to cell phones in several states across Brazil on Saturday morning is suspected to be the work of hackers, the Brazilian government said.
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Hacker News
Google Hits 50% IPv6
- ▲ 135
- 💬 131
IPv6 has reached a major milestone, with around half of Google’s users now accessing its services over IPv6.
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Hacker News
15-minute at-home Lyme disease tick test
- ▲ 122
- 💬 75
LymeAlert seeks to help people avoid the cost and the wait of going to the emergency room after being bitten by a tick.
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Dev.to
⚡️Self-Hosting Experience with Jetson Orin Nano and Ollama 🦙
- ♥ 6
I don't know where to begin. This is a long story, but it all started when I saw that DEV was having… Context: Dev.to – Web Dev.
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Dev.to
Turning a 4,000-node DOM into 40 components: the hard part of website-to-React
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In my last post I broke down why "convert this website to React" is so much harder than scraping… Context: Dev.to – Webdev.
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Dev.to
Rebuilding a Divi Blog with Custom Shortcodes: A Field Report
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A redesign of the blog list and post detail pages for Rev6, a fitness and wellness platform running… Context: Dev.to – Web Dev.
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Dev.to
Building a CompTIA practice-test engine that gives students source-verified questions
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If you've ever studied for a CompTIA exam with free practice questions online, you already know the… Context: Dev.to – Shadowdev.
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Dev.to
The Oracle and the Wolf: I Made Gemini Lose Like a Kid 🐺
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How I used Gemini in Save the Sun: it reads players' plain-language questions and plays a Norse wolf tuned to lose like a kid—never to cheat. DEV June Game Jam 2026 entry.
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Community Pulse
Student cheating now impossible to detect
Student cheating now impossible to detect is a technology signal with supporting context: Community Pulse | r/artificial | verification: community_signal.
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Community Pulse
I launched ReFind on Product Hunt today — Chrome extension that uses Gemini 2.5 Flash Lite to summarize YouTube transcripts and articles
Hey r/artificial — launching today and thought this community would appreciate the technical details more than most. ReFind is a Chrome extension that right-click-summarizes any link. Launching on PH: https://www.producthunt.com/products/refind-2 Technical implementation (for those who want it): Yo….
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Lobste.rs
Is anyone still using Emacs?
In a recent discussion at the orange site sparked by the Emacs 31 Is Around the Corner: The Changes I’m Already Daily Driving article, people were asking themselves “Is anyone still using ….
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Lobste.rs
OCaml 5.5.0 released
We have the pleasure of celebrating the birthday of Blaise Pascal by announcing the release of OCaml version 5.5.0. Some of the highlights in OCaml 5.5.0 are: Module-dependent Functions Modules can now be used as function arguments in a form of lightweight functors. For instance, we can define a function for printing…
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Lobste.rs
Windows UI evolution: Clicking an unassociated file
Windows UI evolution: Clicking an unassociated file blog – git – desktop – contact Windows UI evolution: Clicking an unassociated file 2026-06-20 (I don't plan on doing lots more of these Windows UI blog posts.
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Lobste.rs
Town Square, the community deserves connection
A short update on Town Square after launch: the map is live, new features keep emerging from people enjoying it, and the best part has been seeing how much…
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Lobste.rs
Meet Alice. Alice is impatient
Meet Alice. Alice is impatient 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
Announcing the next generation of Distrobox
Announcing the next generation of Distrobox 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
cl-bbs: the schemeBBS-like textboard rewritten in Common Lisp
Common Lisp BBS textboard . Contribute to ryukinix/cl-bbs development by creating an account on GitHub.