Top Signals
The few items worth your attention first – each with the one-line reason it stood out today.
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1
obra/superpowers
Trending repository – 219.9k stars on GitHub.
- ★ 219.9k
- ⮂ 19.6k
Superpowers is an agentic skills framework and software development methodology written in Shell and licensed under MIT that provides composable skills and initial instructions to guide coding agents. The repository has 219,852 stars and 19,564 forks. It is built on top of a set of composable skills that ensure agents follow a structured development process.
GitHub Trending
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2
Meta confirms 1000s of Instagram accounts were hacked by abusing its AI chatbot
Top Hacker News discussion – 542 points.
- ▲ 542
- 💬 195
A recent security incident where attackers repeatedly tricked Meta's AI chatbot into resetting Instagram account passwords for accounts lacking two-factor authentication. Hackers exploited this flaw over several months, leading to the hijacking of thousands of accounts before Meta patched the underlying vulnerability. The company is now notifying affected users of the breach. Verification: community signal; use the linked source as context, not final confirmation.
Hacker News
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3
sentence-transformers/all-MiniLM-L6-v2
Trending model – 254.5M downloads.
- ♥ 4.9k
- ⇣ 254.5M
sentence-transformers/all-MiniLM-L6-v2 is a sentence embedding model that maps sentences and paragraphs to a 384-dimensional dense vector space, primarily used for sentence similarity tasks such as semantic search and clustering. The model is built on the sentence-transformers library and is available under the Apache-2.0 license. It has recorded 254,469,870 downloads and has 4,903 likes on Hugging Face, indicating widespread adoption in the community.
Hugging Face Trending
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4
Two Devs and a Copilot Created ClassifierAI: A Prototype Chrome Extension that Automatically Detects AI-Generated Content on DEV!
Popular developer article – 33 reactions.
- ♥ 33
- 💬 10
This is a submission for the GitHub Finish-Up-A-Thon Challenge Note: AI is currently a Hot Topic in…
Dev.to
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5
BAAI/bge-m3
Trending model – 31.8M downloads.
- ♥ 3.1k
- ⇣ 31.8M
BAAI/bge-m3 is a sentence-similarity embedding model designed for multi-functionality, multi-linguality, and multi-granularity tasks within the sentence-transformers framework. Built on an xlm-roberta backbone, it supports dense, sparse, and multi-vector retrieval approaches. The model is available under the MIT license, has accumulated 3,184,302 downloads, and is optimized for feature extraction across diverse languages.
Hugging Face Trending
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6
Ntsc-rs – open-source video emulation of analog TV and VHS artifacts
Top Hacker News discussion – 318 points.
- ▲ 318
- 💬 80
ntsc-rs is a free, open-source video effect designed to accurately emulate analog TV and VHS artifacts. It is available as a standalone application, a browser-based web app, or a plugin for industry-standard video editing software such as DaVinci Resolve and After Effects. The tool recently garnered significant community attention, accumulating 318 points and 80 comments on Hacker News.
Hacker News
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7
openai/whisper
Trending repository – 101.9k stars on GitHub.
- ★ 101.9k
- ⮂ 12.4k
Whisper is a Python-based automatic speech recognition model developed by OpenAI that tackles multilingual speech recognition, speech translation, and language identification within a single architecture. It is trained via large-scale weak supervision on diverse audio data and is released under the MIT license. The repository has accumulated 101,936 stars and 12,447 forks on GitHub.
GitHub Trending
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8
peektea brews on WSL 👀🍵 (and installs in one line)
Popular developer article – 15 reactions.
- ♥ 15
- 💬 2
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.
Dev.to
GitHub Trending
Open-source projects climbing the GitHub trending charts right now.
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obra/superpowers
- ★ 219.9k
- ⮂ 19.6k
Superpowers is an agentic skills framework and software development methodology written in Shell and licensed under MIT that provides composable skills and initial instructions to guide coding agents. The repository has 219,852 stars and 19,564 forks. It is built on top of a set of composable skills that ensure agents follow a structured development process.
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openai/whisper
- ★ 101.9k
- ⮂ 12.4k
Whisper is a Python-based automatic speech recognition model developed by OpenAI that tackles multilingual speech recognition, speech translation, and language identification within a single architecture. It is trained via large-scale weak supervision on diverse audio data and is released under the MIT license. The repository has accumulated 101,936 stars and 12,447 forks on GitHub.
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MemPalace/mempalace
- ★ 54.4k
- ⮂ 7,119
MemPalace is an open-source Python AI memory system designed to provide persistent context for LLMs via an MCP interface. It achieves a 96.6% Recall@5 raw score on the LongMemEval benchmark using verbatim storage and a pluggable backend without making external API calls. Released under the MIT license, the repository has accumulated 54,417 stars and 7,119 forks.
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santifer/career-ops
- ★ 49.5k
- ⮂ 10.2k
Career-Ops is an AI-driven job search automation system that integrates with Claude Code to transform any AI coding CLI into a comprehensive job search command center. The open-source JavaScript application offers 14 skill modes, a Go dashboard, PDF generation, and batch processing capabilities. With 49,549 stars and 10,226 forks on GitHub, the MIT-licensed project has gained significant traction among developers seeking to automate their job search workflows.
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microsoft/VibeVoice
- ★ 48.5k
- ⮂ 5,397
VibeVoice is an open-source Python voice AI framework from Microsoft that provides frontier speech capabilities under the MIT license. The repository includes VibeVoice-ASR, an automatic speech recognition component that natively supports over 50 languages. The project has accumulated 48,548 stars and 5,397 forks on GitHub, indicating significant adoption, though it currently has 161 open issues. The codebase is actively maintained with recent updates as of May 2026.
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aquasecurity/trivy
- ★ 36k
- ⮂ 455
Trivy is an open-source security scanner written in Go that detects vulnerabilities, misconfigurations, secrets, and generates SBOMs for containers, Kubernetes clusters, code repositories, and cloud infrastructure. The tool is widely adopted with 36,034 stars, supports comprehensive security analysis, and is licensed under Apache-2.0.
Verification: public data.
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Panniantong/Agent-Reach
- ★ 22.6k
- ⮂ 1,927
Agent-Reach is a Python CLI tool that gives AI agents the ability to read and search major internet platforms including Twitter, Reddit, YouTube, GitHub, Bilibili, and XiaoHongShu without requiring paid API keys. The tool addresses common access barriers like API paywalls, IP blocking, and login requirements by providing a unified interface for web scraping. The project is MIT-licensed and has garnered 22,615 stars and 1,927 forks on GitHub.
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EvoMap/evolver
- ★ 8,179
- ⮂ 793
The GEP-powered self-evolving engine for AI agents. Auditable evolution with Genes, Capsules, and Events. | evomap.ai. Github trending; a2a, agent-evolution, agent-framework, agent-protocol; gpl-3.0 license.
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ogulcancelik/herdr
- ★ 4,807
- ⮂ 293
Herdr is a Rust-based CLI agent multiplexer designed to orchestrate multiple AI agents, such as Claude Code, directly within a terminal environment. It allows developers to manage and coordinate several agent processes simultaneously from a single interface. The tool has gained traction with 4,807 stars and 293 forks, indicating active community adoption. llm_source_notes":["repo_description
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openai/plugins
- ★ 1,843
- ⮂ 260
The openai/plugins repository is a curated collection of Codex plugin examples written in JavaScript, maintained under the default main branch. It serves as a reference for developers integrating plugins with OpenAI's Codex API, offering functional patterns and concrete implementations rather than abstract documentation. The repository currently has 1,844 stars and 260 forks on GitHub.
Hacker News
The technical stories and debates drawing the most attention on Hacker News.
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Meta confirms 1000s of Instagram accounts were hacked by abusing its AI chatbot
- ▲ 542
- 💬 195
A recent security incident where attackers repeatedly tricked Meta's AI chatbot into resetting Instagram account passwords for accounts lacking two-factor authentication. Hackers exploited this flaw over several months, leading to the hijacking of thousands of accounts before Meta patched the underlying vulnerability. The company is now notifying affected users of the breach.
Verification: community signal; use the linked source as context, not final confirmation.
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Ntsc-rs – open-source video emulation of analog TV and VHS artifacts
- ▲ 318
- 💬 80
ntsc-rs is a free, open-source video effect designed to accurately emulate analog TV and VHS artifacts. It is available as a standalone application, a browser-based web app, or a plugin for industry-standard video editing software such as DaVinci Resolve and After Effects. The tool recently garnered significant community attention, accumulating 318 points and 80 comments on Hacker News.
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Moving beyond fork() + exec()
- ▲ 285
- 💬 285
This article examines modern alternatives to the traditional Unix fork() and exec() system calls for process creation, exploring their limitations and proposed replacements. The piece discusses why these fundamental APIs, present since Unix's earliest days, face challenges in contemporary computing environments and what kernel-level solutions might replace them.
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Nvidia is proposing a beast of a CPU system for Windows PCs
- ▲ 267
- 💬 454
Nvidia is reportedly proposing a new high-performance CPU design intended for Windows desktop systems, sparking substantial community discussion about competitive implications for the PC processor market. The proposal has generated 267 points and 454 comments on Hacker News, indicating significant practitioner interest in how this potential entry could affect the current x86-dominated landscape for Windows hardware and system architecture choices.
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Zeroserve: A zero-config web server you can script with eBPF
- ▲ 220
- 💬 54
Zeroserve is a zero-config web server that allows users to script behavior using eBPF, introduced in a co-authored post credited to GPT-5.5 and Claude Opus 4.8. The Hacker News discussion garnered 220 points and 54 comments, reflecting practitioner interest in combining eBPF's in-kernel programmability with lightweight HTTP serving for custom traffic handling or observability tasks.
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Harness engineering: Leveraging Codex in an agent-first world
- ▲ 167
- 💬 104
This article describes how Harness Engineering integrates OpenAI's Codex into an agent-first development workflow, moving beyond simple code completion toward autonomous coding agents that handle multi-step tasks. The piece details practical architectural decisions for orchestrating LLM agents within production engineering systems. The discussion generated 167 points and 104 comments on Hacker News, indicating substantial practitioner interest in agent-based development patt…
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Valve P2P networking broken for more than 2 months
- ▲ 106
- 💬 45
This is a GitHub issue report and community discussion revealing that Valve's GameNetworkingSockets peer-to-peer networking functionality has been broken for over two months. GameNetworkingSockets is a BSD-3-Clause licensed C++ library providing reliable and unreliable UDP messaging with NAT traversal for games, and the 106-point HN thread with 45 comments indicates significant developer concern over the prolonged outage affecting a transport layer with 9,673 stars.
Product Hunt
New product launches making noise on Product Hunt today.
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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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Ideogram 4.0
Ideogram 4.0 is a text-to-image generation model designed to help developers and enterprises create high-quality, design-ready images. The model is trained from scratch and features open weights, bounding-box layout control, multilingual text rendering, and native 2K resolution. It offers compositional control for users needing precise text integration and spatial arrangement in their generated visuals.
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Google Search Profiles
Search the world's information, including webpages, images, videos and more. Google has many special features to help you find exactly what you're looking for. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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
- ♥ 4,903
- ⇣ 254.5M
sentence-transformers/all-MiniLM-L6-v2 is a sentence embedding model that maps sentences and paragraphs to a 384-dimensional dense vector space, primarily used for sentence similarity tasks such as semantic search and clustering. The model is built on the sentence-transformers library and is available under the Apache-2.0 license. It has recorded 254,469,870 downloads and has 4,903 likes on Hugging Face, indicating widespread adoption in the community.
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BAAI/bge-m3
- ♥ 3,089
- ⇣ 31.8M
BAAI/bge-m3 is a sentence-similarity embedding model designed for multi-functionality, multi-linguality, and multi-granularity tasks within the sentence-transformers framework. Built on an xlm-roberta backbone, it supports dense, sparse, and multi-vector retrieval approaches. The model is available under the MIT license, has accumulated 3,184,302 downloads, and is optimized for feature extraction across diverse languages.
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google-bert/bert-base-uncased
- ♥ 2,677
- ⇣ 65.9M
google-bert/bert-base-uncased is a pretrained language model designed for fill-mask tasks on English text. The model was pretrained using a masked language modeling (MLM) objective and outputs predictions for masked tokens in a sequence. Released under the Apache-2.0 license, it supports multiple backends including PyTorch, TensorFlow, JAX, and ONNX, and has recorded 65,881,254 downloads and 2,677 likes on Hugging Face.
Community Pulse
What technology communities are discussing most heavily today.
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“AI vs creativity” is the wrong debate imo
A Reddit user argues that the debate over AI versus creativity is misguided and that the meaningful shift occurs when AI systems stop being confined to chat interfaces and begin actively sharing a web browser with users. The post suggests that AI integration into browsing workflows represents a more significant development than abstract discussions about creativity.
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AI keeps getting blamed for tech layoffs, but the numbers don't really line up
This article examines the claim that AI is responsible for widespread tech industry layoffs by analyzing recent job-cut data. The author argues that while AI is frequently cited in layoff announcements, the actual numbers do not support it as the primary cause, noting that the tech industry cut around 122,500 jobs in 2025, a decrease from approximately 153,000 in 2024, and AI was named as a direct reason in fewer than 8% of those announcements.
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Before you attempt any OffSec certification, read what just happened to me
This Reddit post details an OffSec certification holder's experience having their OSEP certification revoked seven months after passing the exam, allegedly without evidence or an appeals process. The author reports completing the 44-hour exam in November 2025 with no proctor concerns, only to receive an investigation notice in April 2026. The post serves as a cautionary tale for cybersecurity professionals considering OffSec certifications.
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Three things cloud providers quietly cut corners on: isolation, real RAM, and your backups
The Reddit post discusses three areas where cloud providers compromise customer interests to improve their own margins: insufficient isolation between containers sharing host kernels, allocation of actual RAM versus oversubscribed memory, and reliability of backup services. The author created Krova (krova.cloud) specifically to address these shortcomings, targeting workloads involving untrusted code execution such as CI pipelines from forks and AI-generated code.
Verification: community signal; use the linked source as context, not final confirmation.
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[ Removed by Reddit ]
This item represents a Reddit post in the r/devops subreddit that has been removed by Reddit administrators or moderators. The original content is no longer accessible, and the removal notice indicates the post violated platform rules or community guidelines. No technical details, discussion points, or community feedback can be determined from the available context.
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ML reading group to read recent interesting and trending papers from ICML/ICLR/NeurIPS [D]
A Reddit post by a PhD student proposing a weekly machine learning reading group focused on interpretability and robustness papers from ICML, ICLR, and NeurIPS. The organizer aims to gather fellow PhD students and ML researchers to discuss recent papers and share different perspectives on weekends, providing a structured forum for collaborative paper analysis in these specific research areas.
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AI Agent Uncovers 21 Zero-Days in FFmpeg; Chrome Patches Record 429 Bugs
May flag operational security risks, techniques, or defensive debates..
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Accelerate Tomorrow AI Summit (June 2-3, 2026 – Berlin) – largest AI conference for business leaders in Germany, speakers from OpenAI, Microsoft, Meta
The Accelerate Tomorrow AI Summit is a two-day AI conference scheduled for June 2-3, 2026, in Berlin, positioned as Germany's largest gathering for business leaders focused on AI adoption. The event will feature speakers from OpenAI, Microsoft, and Meta, with sessions covering practical AI implementation case studies, including both successes and failures. The summit aims to provide networking opportunities for practitioners seeking to deploy AI solutions in enterprise envir…
Security Radar
Security incidents, advisories, and defensive discussion to verify before acting.
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CVE-2026-28318: SolarWinds Serv-U Uncontrolled Resource Consumption Vulnerability
CVE-2026-28318 is an uncontrolled resource consumption vulnerability affecting SolarWinds Serv-U, now confirmed in CISA's Known Exploited Vulnerabilities catalog. The flaw allows an attacker to trigger excessive resource consumption, potentially causing denial of service conditions on affected Serv-U file transfer servers. Organizations running Serv-U should prioritize patching, as CISA KEV confirmation indicates active exploitation or significant risk of exploitation in the…
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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 in the Mirasvit Full Page Cache Warmer extension, listed in CISA's Known Exploited Vulnerabilities catalog. Exploitation allows an attacker to manipulate serialized objects, which can lead to arbitrary code execution on affected Magento installations. The flaw is confirmed by CISA KEV, though specific affected versions and patch details require verification from the primary advisory.
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CVE-2022-0492: Linux Kernel Improper Authentication Vulnerability
CVE-2022-0492 is an improper authentication vulnerability in the Linux kernel that allows a privileged user to bypass cgroup v1 release notifications, potentially escaping a container environment. Listed on CISA's Known Exploited Vulnerabilities catalog, it requires verification of affected kernel versions and application of vendor patches. Exploitability depends on specific container and cgroup configurations.
Lobste.rs
Practitioner-grade engineering links surfacing on Lobste.rs.
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Life is too short for a slow terminal
This is an engineering blog post explaining how the author configured a zsh shell to start in 30 milliseconds without relying on a framework. The author details how to measure where a shell spends its startup time and demonstrates a minimal, framework-free approach for developers who keep a terminal open practically all day for tools like Git, kubectl, tmux, and SSH. The focus is on practical steps to eliminate startup latency.
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Getting silly with C, part &((int*)-8)[3]
This article is a technical exploration of a deliberately obscure C expression involving pointer arithmetic and array indexing. It matters as an educational exercise for practitioners seeking to deepen their understanding of undefined behavior, memory layout, and operator precedence in C. The piece examines what the syntax computes and why it compiles, rather than advocating its use in production code.
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If LLMs Have Human-Like Attributes, Then So Does Age of Empires II
This is an academic paper arguing against attributing human-like qualities to large language models by demonstrating that the same reasoning could apply to the AI opponents in Age of Empires II. Author Adrian de Wynter positions the work in computational linguistics and AI ethics, challenging common anthropomorphic framings of LLM behavior. The paper offers practitioners a structured counter-argument to claims about model consciousness, sentience, or understanding, using a r…
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Ergonomic overrides for Nixpkgs
Override-utils is a new Nix package created to simplify the process of writing Nixpkgs overrides and overlays, which are typically verbose and complex. The package provides a more ergonomic API for practitioners who need to customize package builds, serving as part of a broader project aimed at improving the Nix ecosystem's usability for common configuration tasks.
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The Smart TV in Your LivingRoom Is a Node in the AIScraping Economy
This article is a security research analysis of BrightData's SDK, revealing how the company repurposes ordinary consumer smart TVs into exit nodes within a massive commercial residential proxy network. The proxy network is subsequently utilized by the AI industry to scrape web data for training large language models. The research examines the SDK's inner workings and contextualizes the practice amid ongoing community opposition to AI infrastructure expansion. The post provid…
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A Little Explanation of Little's Law
This article explains Little's Law, the fundamental queueing theory theorem stating that the long-term average number of items in a system equals the average arrival rate multiplied by the average time an item spends in the system. Motivated by the author's reading of Concurrency in Go, it aims to provide a practical understanding of how this principle applies to system design and concurrency management.
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Treehouse – isolate multple dev environments on different Git worktrees
Treehouse is a Go-based MIT-licensed command-line tool that helps developers isolate multiple development environments using Git worktrees. The project, created by stemps, solves the problem of managing separate workspaces for different branches by leveraging Git worktree functionality to keep environments distinct. The repository currently has 9 stars on GitHub and focuses on practical environment management for developers working across multiple branches simultaneously.
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DIY Kobo annotation backup
A personal utility for extracting and backing up annotations made on Kobo e-readers, addressing the risk of losing highlights and notes stored on the device. The tool parses Kobo's SQLite database directly to export annotations into a more portable format, giving users local control over their reading data without relying on cloud sync.
Dev.to
Developer write-ups and tutorials gaining engagement on Dev.to.
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Two Devs and a Copilot Created ClassifierAI: A Prototype Chrome Extension that Automatically Detects AI-Generated Content on DEV!
- ♥ 33
- 💬 10
This is a submission for the GitHub Finish-Up-A-Thon Challenge Note: AI is currently a Hot Topic in…
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peektea brews on WSL 👀🍵 (and installs in one line)
- ♥ 15
- 💬 2
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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IssueWatch — Never Miss a GitHub Issue That Matters to You
- ♥ 15
- 💬 2
This is a submission for the GitHub Finish-Up-A-Thon Challenge What I Built IssueWatch is…
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The Untold Story of Why Your App Dies at 1,000,000 Rows
- ♥ 11
My colleague and I were chatting about data problems when he mentioned something called the coin… Context: Dev.to – Web Dev.
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AI Won't Replace Humans — It'll Just Make Us Pickier
- ♥ 10
- 💬 3
Every few weeks someone posts the same screenshot: an AI writing a whole app from a one-line prompt,… Context: Dev.to – AI/ML.
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Magnificent Humanity, Building Cities, and a Special Announcement!
- ♥ 7
- 💬 3
I'm back from a great vacation and side-quest experience in Asia, where one can always find brilliant… Context: Dev.to – AI/ML.
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MindPal: finishing the AI support app that remembers what matters
- ♥ 5
- 💬 1
This is a submission for the GitHub Finish-Up-A-Thon Challenge What I Built I built… Context: Dev.to – Web Dev.
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I tested whether a code health score actually predicts bugs. Here's the benchmark
- ♥ 5
- 💬 1
Most code health scores are vibes. A number goes up, a number goes down, and nobody checks whether… Context: Dev.to – Ai.
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Two Doors Into the Same Room
- ♥ 4
The Destruction Side: Phrack Magazine Phrack is a self‑published hacker zine founded in… Context: Dev.to – Web Dev.
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Taxonomy Surgery, Cosine = 1.0000, and Making Routing Disappear into Infrastructure
- ♥ 3
This is part 3 of the Adaptive Model Routing series. Part 1 built an LLM categorizer with Groq — 8… Context: Dev.to – Ai.