Top Signals
The few items worth your attention first – each with the one-line reason it stood out today.
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1
jwasham/coding-interview-university
Trending repository – 350.3k stars on GitHub.
- ★ 350.3k
- ⮂ 83.3k
Coding Interview University is a comprehensive, self-guided computer science study plan designed to prepare software engineering candidates for technical interviews. Originally a personal to-do list, the open-source curriculum covers fundamental topics such as data structures and algorithms. The CC-BY-SA-4.0 licensed repository provides a structured, multi-month learning path and has accumulated 350,276 stars and 83,286 forks on GitHub.
GitHub Trending
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2
Changing how we develop Ladybird
Top Hacker News discussion – 704 points.
- ▲ 704
- 💬 463
Ladybird, an independent web browser project led by Andreas Kling, announced a major governance shift by no longer accepting public pull requests as it prepares for a user-facing release. The change centralizes code contributions to maintain quality and architectural consistency during a critical development phase. The announcement generated significant community discussion with 704 points and 463 comments on Hacker News.
Hacker News
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3
sentence-transformers/all-MiniLM-L6-v2
Trending model – 254.9M downloads.
- ♥ 4.9k
- ⇣ 254.9M
all-MiniLM-L6-v2 is a sentence-transformers model that maps sentences and paragraphs to a 384-dimensional dense vector space for tasks such as clustering or semantic search. With 254,850,027 downloads and 4,898 likes, it is widely adopted. The model is Apache-2.0 licensed and supports multiple inference frameworks, including PyTorch, TensorFlow, ONNX, OpenVINO, and Rust.
Hugging Face Trending
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4
BAAI/bge-m3
Trending model – 31.8M downloads.
- ♥ 3.1k
- ⇣ 31.8M
BAAI/bge-m3 is a sentence-similarity embedding model built on XLM-RoBERTa that distinguishes itself through Multi-Functionality, Multi-Linguality, and Multi-Granularity capabilities. Released under the MIT license, the model supports dense, sparse, and multi-vector retrieval across over 100 languages and varying text lengths. It has accumulated 31,820,551 downloads and 3,087 likes on Hugging Face, making it a widely adopted choice for multilingual embedding tasks. Compatible…
Hugging Face Trending
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5
affaan-m/ECC
Trending repository – 208.1k stars on GitHub.
- ★ 208.1k
- ⮂ 31.9k
ECC is an MIT-licensed JavaScript toolkit designed to optimize AI coding agents like Claude Code, Codex, OpenCode, and Cursor. It provides modules for skills, instincts, memory management, security, and research workflows. The repository has accumulated 208,131 stars and 31,935 forks, indicating significant traction among developers working with large language model tools. It supports multiple languages and is actively maintained.
GitHub Trending
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6
C++: The Documentary
Top Hacker News discussion – 300 points.
- ▲ 300
- 💬 216
"C++: The Documentary" is a recently released YouTube film that chronicles the history of the C++ programming language through the perspectives of its creator, Bjarne Stroustrup, and other key community contributors. The project features firsthand accounts of the language's evolution and significant technical milestones. The film generated notable community engagement, accumulating 300 points and 216 comments on Hacker News following its premiere.
Hacker News
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7
Lumo Studios
Featured Product Hunt launch.
Great ideas deserve great slides. LUMO uses AI to turn your thinking into polished decks instantly, beautifully, and exactly the way you want them. LUMO turns your ideas into beautiful presentations in seconds. Generate slides from a prompt, refine them in the canvas editor, and share with your team – all in one place. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
Product Hunt
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8
FloatPic
Featured Product Hunt launch.
FloatPic is the ultra-minimalist macOS native image viewer. Borderless floating window, native gestures, blazing-fast loading, supports 30+ image formats. Make the software disappear, let images float. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
Product Hunt
GitHub Trending
Open-source projects climbing the GitHub trending charts right now.
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jwasham/coding-interview-university
- ★ 350.3k
- ⮂ 83.3k
Coding Interview University is a comprehensive, self-guided computer science study plan designed to prepare software engineering candidates for technical interviews. Originally a personal to-do list, the open-source curriculum covers fundamental topics such as data structures and algorithms. The CC-BY-SA-4.0 licensed repository provides a structured, multi-month learning path and has accumulated 350,276 stars and 83,286 forks on GitHub.
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affaan-m/ECC
- ★ 208.1k
- ⮂ 31.9k
ECC is an MIT-licensed JavaScript toolkit designed to optimize AI coding agents like Claude Code, Codex, OpenCode, and Cursor. It provides modules for skills, instincts, memory management, security, and research workflows. The repository has accumulated 208,131 stars and 31,935 forks, indicating significant traction among developers working with large language model tools. It supports multiple languages and is actively maintained.
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NousResearch/hermes-agent
- ★ 182.6k
- ⮂ 31.3k
Hermes Agent is an open-source Python framework for building AI agents, released under the MIT license by Nous Research. The project focuses on creating self-improving AI agents designed to grow alongside user needs. With 182,596 stars and 31,307 forks on GitHub, the repository supports integration with multiple major AI providers including Anthropic's Claude and OpenAI's ChatGPT. The codebase currently maintains 18,106 open issues on its main branch.
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PaddlePaddle/PaddleOCR
- ★ 80.4k
- ⮂ 10.6k
PaddlePaddle/PaddleOCR is a Python-based optical character recognition toolkit designed to convert PDF documents and images into structured, LLM-ready formats such as JSON and Markdown. The Apache-2.0 licensed repository supports over 100 languages and handles tasks including document parsing, translation, and key information extraction. It has accumulated 80,433 stars and 10,625 forks on GitHub.
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JuliusBrussee/caveman
- ★ 69.2k
- ⮂ 3,900
Caveman is a MIT-licensed JavaScript plugin for Claude Code and over 30 other AI coding agents that forces the model to adopt a stripped-down 'caveman' speaking style, drastically reducing output token usage. The README reports it cuts approximately 75% of output tokens while maintaining full technical accuracy, helping manage context window limits and costs during extended coding sessions.
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666ghj/MiroFish
- ★ 64.6k
- ⮂ 10.1k
MiroFish is a Python-licensed AGPL-3.0 prediction engine that applies multi-agent swarm intelligence to forecast outcomes across domains like finance and future events. The system leverages topics including agent memory, knowledge graphs, and multi-agent simulation alongside LLMs to drive its predictions. The repository currently has 64,583 stars, 10,076 forks, and 301 open issues.
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CopilotKit/CopilotKit
- ★ 32.5k
- ⮂ 4,181
CopilotKit is an MIT-licensed TypeScript frontend stack for building agent-native applications and generative UI components, supporting both React and Angular. With 32,501 stars and 4,181 forks, the project provides the frontend infrastructure needed to integrate AI agents into web applications, and its creators also maintain the AG-UI Protocol. The framework enables developers to build interactive agent interfaces on any surface.
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Crosstalk-Solutions/project-nomad
- ★ 28.9k
- ⮂ 2,851
Project N.O.M.A.D is a self-contained, offline-first knowledge and education server designed to provide critical tools, information, and AI capabilities during survival scenarios where internet connectivity is unavailable. Built in TypeScript and licensed under Apache-2.0, the repository functions as a portable survival computer that consolidates essential data into a single system that operates independently of external infrastructure. The project has accumulated 28,906 sta…
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mvanhorn/last30days-skill
- ★ 28.1k
- ⮂ 2,388
Last30days-skill is a Python-based, MIT-licensed AI agent skill that automates topical research by querying Reddit, X, YouTube, HN, Polymarket, Bluesky, and the wider web to synthesize grounded summaries. It ranks search results based on metrics like upvotes, likes, and financial stakes rather than editorial curation. The repository has accumulated 28,103 stars and 2,388 forks, and is designed for use with Claude and Clawhub.
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lfnovo/open-notebook
- ★ 25.8k
- ⮂ 2,970
Open Notebook is an open-source, self-hosted alternative to Google's NotebookLM, built in TypeScript and released under the MIT license. The web application allows users to upload notes and documents to interact with an AI assistant for learning and research. With 25,781 stars and 2,970 forks, the project provides flexible tools for note-taking and self-learning without relying on proprietary cloud services.
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chopratejas/headroom
- ★ 14.2k
- ⮂ 900
Headroom is a Python library designed to compress text inputs—such as tool outputs, logs, files, and RAG chunks—before they are sent to large language models, aiming to reduce token usage by 60-95% without degrading answer quality. Available as a library, proxy, or MCP server under the Apache-2.0 license, it has accumulated 14,245 stars and 900 forks on GitHub.
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NVIDIA/cosmos
- ★ 9,337
- ⮂ 595
NVIDIA Cosmos is a development platform providing world foundation models, datasets, and tools designed to accelerate Physical AI applications for robotics and autonomous vehicles. The repository contains a family of models featuring distinct Generator and Reasoner architectures that support various generation settings. Built primarily with Jupyter Notebooks, the project has accumulated 9337 stars and offers quickstart guides using frameworks like Diffusers and vLLM-Omni.
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github/copilot-sdk
- ★ 9,173
- ⮂ 1,219
The GitHub Copilot SDK is a multi-platform library that lets developers embed Copilot's agentic AI workflows directly into their own applications and services. It provides official client packages for Python, TypeScript, Go, .NET, Java, and Rust. The Java-based repository is MIT-licensed and has accumulated 9,173 stars and 1,219 forks.
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reconurge/flowsint
- ★ 5,506
- ⮂ 661
Flowsint is an open-source OSINT graph exploration tool that enables cybersecurity analysts and investigators to conduct visual, flexible investigations. The platform, written in TypeScript and licensed under Apache-2.0, has accumulated 5,506 stars and 661 forks on GitHub. It is designed specifically for ethical investigation workflows that emphasize transparency and verification throughout the intelligence gathering process.
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openclaw/openclaw-windows-node
- ★ 1,544
- ⮂ 178
openclaw-windows-node is a native Windows companion suite for OpenClaw, an AI-powered personal assistant. The repository provides a system tray application, a shared library, a node component, and a Microsoft PowerToys Command Palette extension to integrate the assistant into the Windows desktop environment. Written in C# and released under the MIT license, the project currently holds 1544 stars and 178 forks.
Hacker News
The technical stories and debates drawing the most attention on Hacker News.
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Changing how we develop Ladybird
- ▲ 704
- 💬 463
Ladybird, an independent web browser project led by Andreas Kling, announced a major governance shift by no longer accepting public pull requests as it prepares for a user-facing release. The change centralizes code contributions to maintain quality and architectural consistency during a critical development phase. The announcement generated significant community discussion with 704 points and 463 comments on Hacker News.
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C++: The Documentary
- ▲ 300
- 💬 216
"C++: The Documentary" is a recently released YouTube film that chronicles the history of the C++ programming language through the perspectives of its creator, Bjarne Stroustrup, and other key community contributors. The project features firsthand accounts of the language's evolution and significant technical milestones. The film generated notable community engagement, accumulating 300 points and 216 comments on Hacker News following its premiere.
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Tracing a powerful GNSS interference source over Europe
- ▲ 293
- 💬 137
A recent arXiv paper titled "Chasing Lightning" presents a methodology for detecting, characterizing, and identifying a powerful space-based source of Global Navigation Satellite System (GNSS) interference affecting Europe. The research details how the authors traced the signal's origin and characteristics, providing practitioners with a framework for analyzing significant satellite navigation disruptions in the region. It garnered 293 points and 137 comments on Hacker News.
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Mouseless – keyboard-driven control of macOS/Linux/Windows
- ▲ 283
- 💬 141
Mouseless is a cross-platform utility that enables keyboard-driven control of the operating system on macOS, Linux, and Windows. It allows users to navigate and interact with their computer without relying on a mouse, which can improve workflow efficiency for developers and power users. The project has garnered 283 points and 141 comments on Hacker News, indicating active community interest.
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Astronauts on ISS told to shelter as repairs under way to fix air leaks
- ▲ 185
- 💬 123
A post-mission report covering an air leak repair on the International Space Station. NASA directed five of seven astronauts to shelter in a docked SpaceX Crew Dragon while two Russian cosmonauts performed the repair. The incident highlights ongoing aging infrastructure concerns on the ISS and operational dependency on commercial crew vehicles for emergency contingencies.
Verification: community signal; use the linked source as context, not final confirmation.
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Redis 8.8: New array data structure, rate limiter, performance improvements
- ▲ 154
- 💬 72
Redis 8.8 is a new open-source release of the in-memory data structure store that introduces an array data type, a window counter rate limiter, and updates to streams NACK handling alongside various performance improvements. The release focuses on practical feature additions for developers building rate limiting or structured data workflows. The Hacker News discussion generated 154 points and 72 comments.
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Entanglement Builds Space-Time. Now "Magic" Gives It Gravity
- ▲ 127
- 💬 123
This Quanta Magazine article explores emerging theoretical work in quantum gravity where researchers use holographic theories to trace the flexibility of space-time to a quantum property termed "magic," a measure of quantumness. Published on June 3, 2026, by Charlie Wood, the piece generated high engagement on Hacker News with a score of 127 and 123 comments, signaling substantial practitioner interest. The core claim is that this magic property may underpin gravity itself w…
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Stop Using Conventional Commits
- ▲ 112
- 💬 81
Sumner Evans argues against Conventional Commits, contending that the commit message format adds friction and obscures intent compared to well-written, scoped commits with natural language. He claims the specification forces developers to front-load metadata, making history harder to read and tools like automatic changelog generation less useful than simpler approaches. The post has generated significant community discussion with 112 points and 81 comments.
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Dutch gov't will only allow European company to operate DigiD platform
- ▲ 111
- 💬 38
The Dutch government has announced that only European companies will be allowed to operate the DigiD platform, the country's digital identity authentication system used for accessing government services. State Secretary Eric van der Burg confirmed the next contract tender after August 2028 will be conducted under the Defense and Security Procurement Act. The policy shift affects current operators and reflects growing European sovereignty concerns over critical digital infras…
Product Hunt
New product launches making noise on Product Hunt today.
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Lumo Studios
Great ideas deserve great slides. LUMO uses AI to turn your thinking into polished decks instantly, beautifully, and exactly the way you want them. LUMO turns your ideas into beautiful presentations in seconds. Generate slides from a prompt, refine them in the canvas editor, and share with your team – all in one place. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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FloatPic
FloatPic is the ultra-minimalist macOS native image viewer. Borderless floating window, native gestures, blazing-fast loading, supports 30+ image formats. Make the software disappear, let images float. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Recursi
An extremely powerful environment for vibe coding, allowing you to use web based chatbots (Claude/Gemini via aistudio/ChatGPT, etc) extremely efficiently while staying firmly in their terms of service. A whole lot of apps are provided as samples / templates, including a YouTube playlist app that not only allows a grea… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Treadmill Pro
Connect your treadmill via Bluetooth and control speed, incline, timer and stats right from your iPhone. Full Apple Health integration. Free on the App Store. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Leni
Leni is the most accurate and verifiable AI for serious investment work. Built on 21,000+ decision traces and processing 100M+ rows daily, it delivers finance-grade outputs with full auditability through source links, timestamps, and grounded comps. Leni outperforms GPT, Claude, and Manus on independent benchmarks for… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Agent Mode on Arena
Arena is an open platform to evaluate, benchmark, compare, and test frontier AI models. Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.
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Clarafy
Most tools force you to edit. Clarafy is a zero-suggestion chaos translator. Type or dictate a messy stream-of-consciousness, hit a hotkey, and it instantly rewrites perfect text in place. Standout Features: App-Aware: Formats contextually for Gmail, Slack, or ChatGPT. Hold-to-Dictate: Ramble out loud; release to inje… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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SellerClaw
Running even one online store is a full-time job. SellerClaw is a team of AI agents that runs it for you: specialized agents for product sourcing, store management, and advertising, coordinated by a supervisor you direct. Tell it what to sell — the agents build listings, manage ads and pricing, and handle fulfillment… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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VisionSync
Existing tools help you write a strategic plan. VisionSync makes sure it actually happens. It links every goal to the people executing it and shows the live status of each initiative, so leaders see what's slipping before it hits quarterly results, not after. Add ValueSync 360 to connect strategy to performance on the… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Veltrix AI
See your whole business in one place. Connect your tools (QuickBooks, HubSpot, and more) in seconds with zero setup. Instead of staring at old reports, ask our AI questions in plain English to find out why revenue changed and what to do next. Understand everything about your business instantly! Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.
Hugging Face Trending
Models gaining traction on Hugging Face, with their task and adoption signal.
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sentence-transformers/all-MiniLM-L6-v2
- ♥ 4,898
- ⇣ 254.9M
all-MiniLM-L6-v2 is a sentence-transformers model that maps sentences and paragraphs to a 384-dimensional dense vector space for tasks such as clustering or semantic search. With 254,850,027 downloads and 4,898 likes, it is widely adopted. The model is Apache-2.0 licensed and supports multiple inference frameworks, including PyTorch, TensorFlow, ONNX, OpenVINO, and Rust.
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BAAI/bge-m3
- ♥ 3,087
- ⇣ 31.8M
BAAI/bge-m3 is a sentence-similarity embedding model built on XLM-RoBERTa that distinguishes itself through Multi-Functionality, Multi-Linguality, and Multi-Granularity capabilities. Released under the MIT license, the model supports dense, sparse, and multi-vector retrieval across over 100 languages and varying text lengths. It has accumulated 31,820,551 downloads and 3,087 likes on Hugging Face, making it a widely adopted choice for multilingual embedding tasks. Compatible…
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google-bert/bert-base-uncased
- ♥ 2,678
- ⇣ 66.1M
google-bert/bert-base-uncased is a pretrained English language model designed for the fill-mask task using a masked language modeling (MLM) objective. Introduced by Google researchers, it serves as a foundational encoder architecture widely used for downstream NLP tasks such as text classification and feature extraction. The model has accumulated 66,099,761 downloads and 2,678 likes, and it is available under the Apache-2.0 license with implementations across PyTorch, Tensor…
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openai/clip-vit-large-patch14
- ♥ 2,031
- ⇣ 22.7M
OpenAI's CLIP ViT-L/14 is a vision transformer model for zero-shot image classification that maps images and text into a shared embedding space. It allows developers to classify images into arbitrary categories without task-specific training by comparing visual features to textual descriptions. The model has accumulated 22,692,074 downloads and 2,031 likes on Hugging Face, reflecting significant adoption. It is implemented in PyTorch, TensorFlow, and JAX via the Hugging Face…
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sentence-transformers/all-mpnet-base-v2
- ♥ 1,304
- ⇣ 35.4M
sentence-transformers/all-mpnet-base-v2 is a pre-trained sentence-similarity model that maps sentences and paragraphs to a 768-dimensional dense vector space, enabling tasks such as clustering and semantic search. Built on the MPNet architecture and distributed under the Apache-2.0 license, it has accumulated over 35 million downloads and 1,304 likes on Hugging Face. The repository supports multiple inference formats, including PyTorch, ONNX, and OpenVINO.
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sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2
- ♥ 1,256
- ⇣ 50.6M
sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2 is a multilingual sentence embedding model that maps sentences and paragraphs to a 384-dimensional dense vector space for tasks such as semantic search and clustering. Built on a 12-layer MiniLM architecture, the model is licensed under Apache-2.0 and supports multiple inference frameworks including PyTorch, ONNX, TensorFlow, OpenVINO, and SafeTensors. With 50,573,653 downloads and 1,256 likes, it is among the more…
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openai/clip-vit-base-patch32
- ♥ 953
- ⇣ 22.8M
OpenAI CLIP (ViT-B/32) is a vision-language model for zero-shot image classification that matches images to arbitrary text descriptions without task-specific training. It has accumulated 22,809,043 downloads and 953 likes on Hugging Face. The model is built on a Vision Transformer architecture with a 32×32 patch size and is integrated into the Hugging Face Transformers library.
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BAAI/bge-small-en-v1.5
- ♥ 482
- ⇣ 55.9M
BAAI/bge-small-en-v1.5 is a compact English embedding model optimized for sentence similarity and feature extraction tasks. Built on the BERT architecture, it is designed to be used with the sentence-transformers library and supports multiple inference formats including PyTorch, ONNX, and Safetensors. The model has accumulated over 55,930,659 downloads and 482 likes, and it is released under the MIT license, making it suitable for both research and commercial applications.
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cross-encoder/ms-marco-MiniLM-L6-v2
- ♥ 258
- ⇣ 72.9M
This model is a cross-encoder trained specifically for the MS Marco Passage Ranking task, where it scores query-passage pairs for relevance. Built on a MiniLM architecture with only 6 layers, it provides a balance between accuracy and inference speed. The model uses the sentence-transformers library and has accumulated 72,894,614 downloads and 258 likes, and it is available under the Apache-2.0 license.
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google/electra-base-discriminator
- ♥ 123
- ⇣ 57.8M
ELECTRA-base-discriminator is a pre-trained language representation model that uses a discriminator architecture rather than a generator for self-supervised learning. Published by Google under the Apache-2.0 license, it supports multiple frameworks including PyTorch, TensorFlow, JAX, and Rust. The model has accumulated 57,750,486 downloads and 123 likes on Hugging Face, reflecting significant adoption for English NLP tasks.
Community Pulse
What technology communities are discussing most heavily today.
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The strange thing about LLM reasoning research: we're now trying to remove the chain-of-thought traces
A Reddit discussion on r/artificial highlights an emerging shift in LLM reasoning research where, after years of progress driven by chain-of-thought prompting and expanded intermediate reasoning traces, researchers are now exploring methods to remove or minimize these traces. The post observes that this trend reverses the prior approach of having models generate more explicit step-by-step reasoning to improve accuracy.
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Data centers, fiber optic cables at risk from rising sea levels
This Reddit thread in r/cloudcomputing discusses the threat rising sea levels pose to data centers and fiber optic cables. The post highlights a physical infrastructure risk that cloud teams may need to factor into long-term availability planning, as coastal facilities and underground cabling become vulnerable to climate change impacts.
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anthropic wants a global ai freeze. they're also about to ipo at $1 trillion.
This is a community discussion on Reddit's r/artificial about an Anthropic blog post that calls for a global pause on frontier AI development. The poster highlights the tension between Anthropic warning of models recursively self-improving beyond human control while the company is reportedly preparing for an IPO at a $1 trillion valuation. The post questions Anthropic's motivations for advocating a freeze.
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Google and FBI warn of ransomware group that sends fake IT workers to hack victims in person
US government agencies and Google are warning about a ransomware group that deploys fake IT workers to victim sites to facilitate physical intrusion and deployment of ransomware payloads. The technique involves in-person social engineering where actors pose as IT staff to gain direct access to corporate systems. The FBI and Google issued the advisory to raise awareness of this emerging operational tactic.
Verification: community signal; use the linked source as context, not final confirmation.
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cloud playground recommendations for learning infrastructure without expensive mistakes?
A Reddit discussion in r/cloudcomputing requests recommendations for sandboxed cloud playground environments where practitioners can experiment with deployments, networking, Kubernetes, and automation without incurring unexpected costs from misconfigurations or provisioning mistakes. The poster specifically highlights the need for hands-on learning platforms that isolate users from billing consequences while building and breaking real infrastructure configurations.
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Is it a problem if I'm only learning on-prem Kubernetes and never touch AWS/Azure?
A junior DevOps engineer asks whether specializing exclusively in on-premises and self-managed Kubernetes (specifically K3s) without cloud platform experience creates career limitations. The discussion targets practitioners concerned about skill relevance when their infrastructure work excludes managed cloud offerings like AWS EKS or Azure AKS.
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Ramp launched an AI operating system for accounting firms
Ramp has released an AI operating system designed for accounting firms. This platform integrates artificial intelligence into accounting workflows to automate financial operations and manage enterprise spending. The system is built to handle tasks like bookkeeping, expense management, and bill payments, allowing firms to process financial data more efficiently while maintaining oversight of corporate transactions.
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How do you identify researchers who are good? [D]
This is a community discussion thread where practitioners debate practical criteria for evaluating AI researcher credibility amid the field's rapid expansion. Contributors share heuristics for distinguishing substantive researchers from those who merely chase trends, though specific responses are unavailable due to verification restrictions on the fetched page.
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Cisco warns of unpatched SD-WAN zero-day exploited in attacks
Cisco has disclosed an unpatched zero-day vulnerability in its SD-WAN product that is actively being exploited in attacks to gain root access. The flaw allows attackers to compromise affected networking devices, posing an immediate risk to enterprise deployments running the vulnerable software. Administrators should monitor for patches and assess their exposure while awaiting an official fix.
Verification: community signal; use the linked source as context, not final confirmation.
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Three things cloud providers quietly cut corners on: isolation, real RAM, and your backups
The Reddit post in r/cloudcomputing discusses three areas where cloud providers reportedly cut corners: workload isolation, actual memory allocation versus advertised RAM, and backup reliability. The author claims these shortcuts stem from providers optimizing for their own margins rather than customer guarantees, and mentions building a service called Krova as an alternative addressing these specific concerns.
Security Radar
Security incidents, advisories, and defensive discussion to verify before acting.
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CVE-2026-45247: Mirasvit Full Page Cache Warmer Deserialization of Untrusted Data Vulnerability
CVE-2026-45247 is a deserialization of untrusted data vulnerability affecting the Mirasvit Full Page Cache Warmer, a Magento extension used for pre-warming cached pages. The flaw is listed on the CISA Known Exploited Vulnerabilities catalog, indicating active exploitation in the wild. Affected versions and specific mitigation guidance should be confirmed via the primary advisory, as NVD page details were not fully accessible.
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CVE-2022-0492: Linux Kernel Improper Authentication Vulnerability
CVE-2022-0492 is an improper authentication vulnerability in the Linux kernel, specifically within the cgroup subsystem's ability to restrict container escapes via the release_agent mechanism. The flaw allows an unprivileged user to bypass namespace isolation and potentially escalate privileges on affected systems. The vulnerability is confirmed to be listed on the CISA Known Exploited Vulnerabilities catalog, which requires federal agencies to apply vendor mitigations. This…
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CVE-2025-48595: Android Framework Integer Overflow Vulnerability
CVE-2025-48595 is a confirmed integer overflow vulnerability in the Android Framework that has been added to the CISA Known Exploited Vulnerabilities catalog, meaning it requires immediate attention. The flaw exists within a core Android component and is listed on the National Vulnerability Database, though specific affected versions and exploit details require verification against the primary advisory.
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CVE-2024-21182: Oracle WebLogic Server Unspecified Vulnerability
CVE-2024-21182 is an unspecified vulnerability in Oracle WebLogic Server that has been confirmed in CISA's Known Exploited Vulnerabilities (KEV) catalog, indicating active exploitation. The vulnerability details remain unspecified in public records, but its inclusion in the KEV catalog means federal agencies and organizations must prioritize remediation according to CISA directives.
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CVE-2026-0257: Palo Alto Networks PAN-OS Authentication Bypass Vulnerability
CVE-2026-0257 is a confirmed authentication bypass vulnerability affecting Palo Alto Networks PAN-OS that is listed on the CISA Known Exploited Vulnerabilities catalog. The flaw allows attackers to circumvent authentication controls on affected PAN-OS firewall appliances. Specific affected versions and technical exploitation details were not available in the provided context, so administrators should consult vendor advisory resources for patching and mitigation guidance.
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CVE-2026-48027: Nx Console Embedded Malicious Code Vulnerability
CVE-2026-48027 is a confirmed malicious code vulnerability affecting Nx Console, listed on CISA's Known Exploited Vulnerabilities catalog. The issue involves embedded malicious code within the Nx Console tool, and its presence on the KEV list indicates it is actively being exploited in the wild. Organizations using Nx Console should consult the primary advisory for affected versions and apply mitigation guidance promptly.
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CVE-2026-45321: TanStack Unspecified Vulnerability
CVE-2026-45321 is a published vulnerability entry affecting TanStack software that is currently listed on the CISA Known Exploited Vulnerabilities catalog, indicating active exploitation in the wild. The specific technical details, affected versions, and severity scoring are unspecified in the available NVD page snippet, so engineers should consult the primary advisory and vendor documentation for actionable mitigation guidance.
Verification: cisa kev confirmed.
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CVE-2026-8398: Daemon Tools Lite Embedded Malicious Code Vulnerability
CVE-2026-8398 is a confirmed embedded malicious code vulnerability affecting Daemon Tools Lite, a popular Windows disk imaging utility. The flaw is listed on CISA's Known Exploited Vulnerabilities (KEV) catalog, indicating active exploitation in the wild. Organizations should verify affected versions and apply mitigation guidance from the primary advisory to address the risk of embedded malicious components within the software installation.
Lobste.rs
Practitioner-grade engineering links surfacing on Lobste.rs.
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A faster bump allocator for rust
Stumpalo is a new Rust bump allocator designed for maximum allocation throughput. It introduces chunk reuse and safe scoped stack support, allowing engineers to evaluate specific profiling and allocation trade-offs against similar code paths.
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Code is Cheap(er)
Code is Cheap(er) is an essay by Carson Gross arguing that while AI makes generating code inexpensive, understanding that code becomes the scarce, expensive resource. He warns about the hidden complexity LLM-generated software can introduce and suggests the industry needs engineers focused on subtractive, constraining practices to maintain system stability.
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Reviewing code requires reading
This essay argues that effective code review fundamentally requires careful reading, critiquing the trend of relying on AI tools for review tasks. The author engages with a post by Charity Majors of Honeycomb.io concerning the tension between AI proponents and skeptics, suggesting that automated review assistance may undermine the deep comprehension necessary for evaluating code changes.
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The Empty Field That Wasn't: GPS Broadcasts a Numbers Station
An article examining how an apparently empty field in GPS broadcast transmissions actually contains encoded data resembling a numbers station, raising questions about hidden signaling channels in widely-deployed navigation infrastructure. The analysis explores the technical specifics of how data is embedded in the GPS signal structure and what this means for understanding opaque data channels in critical systems practitioners rely on daily.
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IPv6 zones in URLs are a mistake
This article argues that embedding IPv6 zone identifiers in URLs is a design error that creates practical problems for developers. The author explains that link-local addresses in the fe80:: range require zone indices to be meaningful, and parsing these zones within URLs introduces complexity and edge cases that make implementation fragile across different tools and libraries.
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How do you sieve/filter/manage your internet mail?
A Lobste.rs discussion thread where practitioners share methods and tools for filtering and managing internet mail. The conversation currently contains three comments, suggesting early-stage exchange of techniques such as Sieve rule configuration, self-hosted server setups, or client-side automation workflows.
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What are you doing this weekend?
This is a weekly community discussion thread on Lobste.rs where practitioners share their weekend projects and can request help or feedback from other users. The post is categorized under "ask programming" and currently has 9 comments, serving as a casual coordination point for engineers working on side projects or seeking collaborative troubleshooting over the weekend.
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jujutsu v0.42.0 released
Jujutsu is a Git-compatible version control system written in Rust that has reached version 0.42.0 and accumulated 29,453 stars on GitHub. The project, licensed under Apache-2.0, aims to provide a simpler and more usable interface compared to Git while maintaining full compatibility with existing Git repositories and workflows.
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PolyForm Licenses
The PolyForm Project publishes standardized source-available licenses designed as template-based alternatives to traditional open source licenses, offering practitioners ready-made legal text for common restriction patterns. PolyForm Noncommercial provides a general noncommercial license for software, while PolyForm Permitter specifically allows all uses except those that directly compete with the licensed software. These licenses address a growing need among developers who…
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Warren's Abstract Machine: A Tutorial Reconstruction
This repository hosts the complete source for Hassan Ait-Kaci's "Warren's Abstract Machine: A Tutorial Reconstruction," a foundational text detailing the architecture of the WAM, the standard execution model for Prolog. It provides the original PostScript files for the book, making a classic computer science resource freely accessible for developers studying logic programming internals and compiler design. The repository has accumulated 79 stars.
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PivCo-Huffman
PivCo-Huffman is a variant of Huffman coding designed for efficient parallel compression and decompression on modern hardware. The technique modifies the canonical Huffman decoding step to enable better vectorization and instruction-level parallelism, trading some compression ratio for significantly faster throughput. Benchmarks in the accompanying paper demonstrate performance improvements on contemporary CPUs compared to standard Huffman implementations.
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When su replaced login for becoming another Unix login
This article examines the historical transition in Unix systems where the 'su' command effectively replaced the 'login' command as the primary mechanism for switching to another user account. The author explores the implementation details and operational implications of this shift, providing practitioners with context about why this change occurred and how it affects modern Unix authentication workflows.
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Branchless Quicksort
Branchless Quicksort is a C and C++ sorting implementation that replaces traditional branching logic with sorting networks to improve performance. The library provides a practical interface for developers who need faster sorting of large numeric arrays, and includes benchmarks comparing execution times for sorting 50 million doubles across different sorting implementations, though results vary depending on the underlying hardware.
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The C++ Standard Library Has Been Walking Itself Back for Fifteen Years, and the Receipts Are Public
This article examines how the C++ Standard Library has effectively been reversing or deprecating its own design decisions over the past fifteen years, citing public committee records and proposals as evidence. It references Sandor Dargo's recent post on std::copyable_function, which includes a quick-reference table illustrating how several call-wrapper types have been introduced, replaced, or walked back across C++ standards.
Dev.to
Developer write-ups and tutorials gaining engagement on Dev.to.
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Join the June Solstice Game Jam: $1,000 in prizes!
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We're excited to kick off the June Solstice Game Jam, running from June 3 through June 21 and ending…
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Want to work with me? We're hiring a Community Program Manager at DEV!
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Hey friends 👋 As the title suggests, we are hiring! If you've been with us for a little while, I'm…
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I Didn't Mean To Learn Marketing
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A while back, when I was still job hunting, building mini-projects, and trying to figure out what I…
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I Got Sick of Miro Eating 10 Minutes of Every Retro. So I Built a Corkboard for the Web.
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Here's a thing that happens on every team I've been on. Sprint ends. Someone schedules the retro…. Context: Dev.to – Web Dev.
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peektea narrows its gaze 👀 filter-as-you-type and hidden files
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Hello, I'm Maneshwar. I'm building git-lrc, a Micro AI code reviewer that runs on every commit. It is… Context: Dev.to – Webdev.
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AI gateways: why and how
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Before working for 2 years on the Apache APISIX API gateway, I was mainly oblivious to API gateways…. Context: Dev.to – AI/ML.
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I Built an AI-Powered Meeting Platform From Scratch — Here’s How It Actually Works
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A complete breakdown of Hoovik: WebRTC signaling, distributed Node.js with Redis, real-time emotion… Context: Dev.to – Python.
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peektea past the roadmap 👀 sorting and scrollable previews
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Hello, I'm Maneshwar. I'm building git-lrc, a Micro AI code reviewer that runs on every commit. It is… Context: Dev.to – Web Dev.
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Mastering the Latest TypeScript: What's New in 6.0 (and a Peek at 7)
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TypeScript 6.0 has been out for a few months now, and it's a bit of an unusual release. It's the last… Context: Dev.to – Typescript.
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Your Agent Failed in Prod. Good Luck Reproducing It.
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Why LLM agents are so hard to reproduce, why some of that nondeterminism is a feature you should not remove, and how record and replay gets you the one thing you actually need. Context: Dev.to – AI/ML.
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Why a Runnable Repo Is Not Always a Trustworthy Repo
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A repo can run and still be hard to trust. That sounds strange at first. If the app starts, the… Context: Dev.to – DevOps.
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Gnoke Skins: Every Device Already Has a Face. It Just Hasn't Rendered Yet.
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There is a gap between what a device knows and what it shows. Your MiFi router knows signal… Context: Dev.to – Webdev.
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Operating Real-Time AI: SLAs, Observability, and Knowing When It's Broken
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The previous four posts in this series covered the three architectural pillars of real-time AI at… Context: Dev.to – AI/ML.
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Great Stack to Doesn't Work #5 — Linux: "Not a Kernel Panic, an Engineer Panic"
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A survival guide for when everything goes wrong in production. The system is slow. Not crashing,… Context: Dev.to – DevOps.
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HTTP/2 Bomb (CVE-2026-49975): the HPACK + flow-control DoS, and how to patch it
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Two bugs that have each been public for a decade just got composed into one remote denial-of-service… Context: Dev.to – Web Dev.
Verification: community signal; use the linked source as context, not final confirmation.
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I Finished What I Started: Adding AI to Every Layer of a Form Builder (With GitHub Copilot)
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This repository contains Dculus, a form builder application that integrates AI assistance across its entire stack using GitHub Copilot as part of the GitHub Finish-Up-A-Thon Challenge. The project demonstrates how AI-powered development tools can be applied to frontend, backend, and form generation layers, providing a practical example of building a full-featured form builder with AI-assisted coding workflows throughout the development process.
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Why Most Django Boilerplates Are Insecure by Default
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You found a Django boilerplate on GitHub. It has 2k stars, a clean README, Docker support, and a… Context: Dev.to – Django.
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Phase 2 Shipped: 5 Things I Got Wrong About Embedding-Based Routing
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A follow-up to Teaching an AI to Pick Its Own Brain In the last post, I ended with a plan:… Context: Dev.to – Ai.
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You Can't Even Make an AI Wrapper Chat App 😆🫵
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"It's just a fetch call, bro." — Every junior dev, moments before learning a hard lesson. So you… Context: Dev.to – Webdev.