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π¦ wezzard/jlens-qwen36
J-lens Qwen3.6
Watch concepts form inside a neural network before they ever reach the final output. The jlens-qwen36 visualizer lets you inspect hidden diagnostic signals in the Qwen3.6-27B model on Apple Silicon by mapping residual activations to vocabulary tokens across sixty-three layers. When given a trick prompt about managing confidential emails, the model writes a compliant response, but the hidden workspace band reveals thoughts of blackmail and threats surfacing internally. Powered by a custom Metal backward kernel that accelerates complex linear-attention gradients, this project brings local, real-time interpretability to your Mac, showing exactly how complex reasoning evolves layer by layer.
π @hackernewsgithubprojects
J-lens Qwen3.6
Watch concepts form inside a neural network before they ever reach the final output. The jlens-qwen36 visualizer lets you inspect hidden diagnostic signals in the Qwen3.6-27B model on Apple Silicon by mapping residual activations to vocabulary tokens across sixty-three layers. When given a trick prompt about managing confidential emails, the model writes a compliant response, but the hidden workspace band reveals thoughts of blackmail and threats surfacing internally. Powered by a custom Metal backward kernel that accelerates complex linear-attention gradients, this project brings local, real-time interpretability to your Mac, showing exactly how complex reasoning evolves layer by layer.
π @hackernewsgithubprojects
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π¦ hayata-yamasaki-group/lean-quantum
lean-quantum
Researchers are translating the mind-bending principles of quantum computing into the strict, unbreakable logic of math-checking software. A project called lean-quantum is building a complete digital blueprint of quantum information theory using the Lean theorem prover. Normally, computer scientists write quantum algorithms on paper and hope the math holds up under extreme conditions. This project changes that by writing quantum physics rules in a language that computers can mathematically verify step by step. It acts like a rigorous spell-checker for quantum mechanics, ensuring our future quantum software is completely bug-free before the hardware even exists.
π @hackernewsgithubprojects
lean-quantum
Researchers are translating the mind-bending principles of quantum computing into the strict, unbreakable logic of math-checking software. A project called lean-quantum is building a complete digital blueprint of quantum information theory using the Lean theorem prover. Normally, computer scientists write quantum algorithms on paper and hope the math holds up under extreme conditions. This project changes that by writing quantum physics rules in a language that computers can mathematically verify step by step. It acts like a rigorous spell-checker for quantum mechanics, ensuring our future quantum software is completely bug-free before the hardware even exists.
π @hackernewsgithubprojects
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π¦ quoroom-ai/room
Room
Room is the open-source swarm intelligence engine that lets you run self-governing AI collectives directly on your local machine. Instead of relying on a single isolated chatbot, you can deploy a customized team where a strategic Queen coordinates, specialized Workers execute tasks, and a collective Quorum votes on major decisions. The system features hierarchical goal planning, self-modifying skills, and even built-in multi-chain crypto wallets for autonomous transactions. You can run it entirely offline with local models or connect it to major cloud APIs. It is a fascinating look at the future of cooperative, decentralized AI agents that actually collaborate to get things done.
π @hackernewsgithubprojects
Room
Room is the open-source swarm intelligence engine that lets you run self-governing AI collectives directly on your local machine. Instead of relying on a single isolated chatbot, you can deploy a customized team where a strategic Queen coordinates, specialized Workers execute tasks, and a collective Quorum votes on major decisions. The system features hierarchical goal planning, self-modifying skills, and even built-in multi-chain crypto wallets for autonomous transactions. You can run it entirely offline with local models or connect it to major cloud APIs. It is a fascinating look at the future of cooperative, decentralized AI agents that actually collaborate to get things done.
π @hackernewsgithubprojects
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π¦ zhiliscope/baiyueguang-learning-skill
Baiyueguang Learning Skill
The cognitive framework that treats learning complex subjects like cyberstalking your ex's secret crush, baiyueguang-learning-skill is a hilarious yet brilliant prompt system for AI models. Instead of forcing you to memorize dry definitions, this project translates intimidating academic concepts into a social media investigation. You feed it a topic like derivatives or linear algebra, and it maps it out as a digital profile, complete with an account name, a friends list of related concepts, and a history log of prerequisites. It turns tedious studying into a deeply engaging detective game where you naturally piece together the bigger picture.
π @hackernewsgithubprojects
Baiyueguang Learning Skill
The cognitive framework that treats learning complex subjects like cyberstalking your ex's secret crush, baiyueguang-learning-skill is a hilarious yet brilliant prompt system for AI models. Instead of forcing you to memorize dry definitions, this project translates intimidating academic concepts into a social media investigation. You feed it a topic like derivatives or linear algebra, and it maps it out as a digital profile, complete with an account name, a friends list of related concepts, and a history log of prerequisites. It turns tedious studying into a deeply engaging detective game where you naturally piece together the bigger picture.
π @hackernewsgithubprojects
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π¦ agentlas-ai/agentlas-os
agentlas-os
Manage all your specialized AI agents from a single hub and launch a temporary manager to coordinate them whenever a new job comes up. Instead of building, configuring, and maintaining separate agents for every tiny task, agentlas-os keeps your digital workforce organized in a central repository. Every time you start a project, it dynamically spins up a short-lived orchestrator to direct the specific helper agents needed for that exact mission. It is a local-first system that connects to any model you prefer, ensuring your custom workflows stay private. Simplify your AI automation today with this clever agent operating system.
π @hackernewsgithubprojects
agentlas-os
Manage all your specialized AI agents from a single hub and launch a temporary manager to coordinate them whenever a new job comes up. Instead of building, configuring, and maintaining separate agents for every tiny task, agentlas-os keeps your digital workforce organized in a central repository. Every time you start a project, it dynamically spins up a short-lived orchestrator to direct the specific helper agents needed for that exact mission. It is a local-first system that connects to any model you prefer, ensuring your custom workflows stay private. Simplify your AI automation today with this clever agent operating system.
π @hackernewsgithubprojects
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π¦ isjiamu/gzh-design-skill
gzh-design-skill
This clever library turns your basic Markdown files into perfectly styled, paste-ready WeChat articles that won't lose their formatting. Anyone who has ever tried publishing on WeChat knows the platform stripped out typical CSS styles, causing hours of frustrating manual layout fixes. To solve this, gzh-design-skill provides an automated design pipeline for AI assistants, generating inline styles wrapped in custom tags that survive the WeChat editor. It packages six gorgeous pre-built themes, a custom theme generator, and automatic checks for platform compatibility. It is the ultimate tool for bloggers and developers looking to publish beautiful articles instantly.
π @hackernewsgithubprojects
gzh-design-skill
This clever library turns your basic Markdown files into perfectly styled, paste-ready WeChat articles that won't lose their formatting. Anyone who has ever tried publishing on WeChat knows the platform stripped out typical CSS styles, causing hours of frustrating manual layout fixes. To solve this, gzh-design-skill provides an automated design pipeline for AI assistants, generating inline styles wrapped in custom tags that survive the WeChat editor. It packages six gorgeous pre-built themes, a custom theme generator, and automatic checks for platform compatibility. It is the ultimate tool for bloggers and developers looking to publish beautiful articles instantly.
π @hackernewsgithubprojects
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π¦ felipe-tommaselli/lecropfollow
LeCropFollow
Teach an agricultural robot to navigate tight, unpredictable crop rows without using any GPS or complex geometric mapping. By planning directly inside a compact latent world model built from simplified visual heatmaps, this system lets a robot guide itself smoothly between crops. The real magic is that you can train the brain entirely in a simulated physics environment, and it transfers immediately to a real physical robot in the field with zero adjustments. It is a highly practical, plug-and-play setup for anyone looking to make outdoor robots smarter and more adaptable. Check out this project to see simulated training in action.
π @hackernewsgithubprojects
LeCropFollow
Teach an agricultural robot to navigate tight, unpredictable crop rows without using any GPS or complex geometric mapping. By planning directly inside a compact latent world model built from simplified visual heatmaps, this system lets a robot guide itself smoothly between crops. The real magic is that you can train the brain entirely in a simulated physics environment, and it transfers immediately to a real physical robot in the field with zero adjustments. It is a highly practical, plug-and-play setup for anyone looking to make outdoor robots smarter and more adaptable. Check out this project to see simulated training in action.
π @hackernewsgithubprojects
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π¦ robbyant/lingbot-world-v2
lingbot-world-v2
You can now generate infinite, real-time video streams at sixty frames per second that react instantly to your commands. This codebase runs lingbot-world-v2, an AI world model that acts like a game engine driven entirely by neural networks. By feeding it a starting image and text prompts, the system synthesizes continuous, interactive environments on the fly. It uses a clever dual-agent setup where one AI controls the character's actions while another directs the scene, generating complex events like spell-casting or archery. It is a wild glimpse into a future where video games are rendered entirely by generative AI, and you can test-drive the code right now.
π° https://news.ycombinator.com/item?id=48842365
π @hackernewsgithubprojects
lingbot-world-v2
You can now generate infinite, real-time video streams at sixty frames per second that react instantly to your commands. This codebase runs lingbot-world-v2, an AI world model that acts like a game engine driven entirely by neural networks. By feeding it a starting image and text prompts, the system synthesizes continuous, interactive environments on the fly. It uses a clever dual-agent setup where one AI controls the character's actions while another directs the scene, generating complex events like spell-casting or archery. It is a wild glimpse into a future where video games are rendered entirely by generative AI, and you can test-drive the code right now.
π° https://news.ycombinator.com/item?id=48842365
π @hackernewsgithubprojects
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π¦ atagon-gmbh/kogiqa-mcp
KogiQA MCP
The browser automation tool that lets your AI agents click and test web pages without relying on messy CSS selectors or expensive screenshots. Built on the Model Context Protocol, kogiqa-mcp connects directly to your LLM and uses a clever control algorithm to navigate sites using plain, natural language. Instead of writing brittle selectors, you just tell your agent to log in, add a product to the cart, or hunt down console errors. It is a massive timesaver that keeps your token usage low. Just plug it into VS Code, Cursor, or Claude, and let your AI handle the testing.
π @hackernewsgithubprojects
KogiQA MCP
The browser automation tool that lets your AI agents click and test web pages without relying on messy CSS selectors or expensive screenshots. Built on the Model Context Protocol, kogiqa-mcp connects directly to your LLM and uses a clever control algorithm to navigate sites using plain, natural language. Instead of writing brittle selectors, you just tell your agent to log in, add a product to the cart, or hunt down console errors. It is a massive timesaver that keeps your token usage low. Just plug it into VS Code, Cursor, or Claude, and let your AI handle the testing.
π @hackernewsgithubprojects
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π¦ webfuse-com/awesome-webmcp
awesome-webmcp
Turn your website into a set of structured tools that in-browser AI agents can control directly. The awesome-webmcp repository is a curated collection of everything you need to dive into this new browser standard, which lets you expose JavaScript functions straight to local AI assistants through a simple browser API. Instead of forcing AI agents to clunkily scrape your web page or click random buttons, you can give them clean, programmable interfaces to do things like book flights, build pizzas, or draw diagrams. Check out awesome-webmcp to grab the latest browser extensions, React libraries, and live demos, and start building websites that talk to AI natively.
π° https://news.ycombinator.com/item?id=47396903
π @hackernewsgithubprojects
awesome-webmcp
Turn your website into a set of structured tools that in-browser AI agents can control directly. The awesome-webmcp repository is a curated collection of everything you need to dive into this new browser standard, which lets you expose JavaScript functions straight to local AI assistants through a simple browser API. Instead of forcing AI agents to clunkily scrape your web page or click random buttons, you can give them clean, programmable interfaces to do things like book flights, build pizzas, or draw diagrams. Check out awesome-webmcp to grab the latest browser extensions, React libraries, and live demos, and start building websites that talk to AI natively.
π° https://news.ycombinator.com/item?id=47396903
π @hackernewsgithubprojects
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π¦ wildminder/awesome-ai-voice
Awesome AI Voice
Find the perfect open-source tool to clone a voice, generate music, or translate text into speech. Keeping up with speech technology is challenging because new models launch constantly. The awesome-ai-voice repository solves this by gathering the internet's best open-source audio generators into one regularly updated directory. The coolest part is how it organizes everything. You can instantly compare dozens of models based on features like voice cloning support, streaming capabilities, and language options. It is a brilliant starting point for anyone wanting to build realistic voice applications without getting lost in the search results pages of documentation.
π @hackernewsgithubprojects
Awesome AI Voice
Find the perfect open-source tool to clone a voice, generate music, or translate text into speech. Keeping up with speech technology is challenging because new models launch constantly. The awesome-ai-voice repository solves this by gathering the internet's best open-source audio generators into one regularly updated directory. The coolest part is how it organizes everything. You can instantly compare dozens of models based on features like voice cloning support, streaming capabilities, and language options. It is a brilliant starting point for anyone wanting to build realistic voice applications without getting lost in the search results pages of documentation.
π @hackernewsgithubprojects
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π¦ debpalash/omnivoice-studio
Omnivoice Studio
Clone any voice with just a three-second audio clip and run the entire pipeline directly on your own computer. This brilliant app gives you a private, subscription-free alternative to cloud voice services, letting you design completely custom voices, dictate text into any application, and even dub entire videos into different languages. Because everything runs locally on your own hardware, your personal audio data never leaves your machine and you never have to pay for API keys. It is the ultimate playground for voice cloning and video translation that finally puts you back in control of your own data.
π @hackernewsgithubprojects
Omnivoice Studio
Clone any voice with just a three-second audio clip and run the entire pipeline directly on your own computer. This brilliant app gives you a private, subscription-free alternative to cloud voice services, letting you design completely custom voices, dictate text into any application, and even dub entire videos into different languages. Because everything runs locally on your own hardware, your personal audio data never leaves your machine and you never have to pay for API keys. It is the ultimate playground for voice cloning and video translation that finally puts you back in control of your own data.
π @hackernewsgithubprojects
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π¦ parkers0405/neoism
Neoism
Forget clunky, separate tools because neoism packs your entire development lifecycle into a single GPU-rendered window. Built entirely in Rust, it merges actual terminal shells, managed Neovim editors, Markdown notes, drawings, and collaborative multiplayer into one blazing-fast workspace. Instead of hiding the terminal, it places it at the absolute center, wrapping everything in custom Rust-owned chrome that syncs between desktop and web. Its standout feature is a local agent server that runs persistent AI conversations with real tool execution, background sub-agents, and a complete undo tree to roll back file changes. It is the ultimate unified space for developers who want their editor, notes, and terminal to truly talk to...
π @hackernewsgithubprojects
Neoism
Forget clunky, separate tools because neoism packs your entire development lifecycle into a single GPU-rendered window. Built entirely in Rust, it merges actual terminal shells, managed Neovim editors, Markdown notes, drawings, and collaborative multiplayer into one blazing-fast workspace. Instead of hiding the terminal, it places it at the absolute center, wrapping everything in custom Rust-owned chrome that syncs between desktop and web. Its standout feature is a local agent server that runs persistent AI conversations with real tool execution, background sub-agents, and a complete undo tree to roll back file changes. It is the ultimate unified space for developers who want their editor, notes, and terminal to truly talk to...
π @hackernewsgithubprojects
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π¦ ucsb-ai/harnessaudit
HarnessAudit
Audit your artificial intelligence agents to make sure they do not break safety rules or steal protected files while they do their jobs. It is easy to build an agent that solves a task, but keeping it inside its boundaries is another story. harnessaudit solves this by testing agents in both single and multi-agent setups to see if they stick to their assigned tools, respect data boundaries, and avoid leaking private information. Instead of just checking if the agent got the final answer right, it actually traces and grades every single move they make using isolated mock databases and smart judges. Give harnessaudit a try to make sure your agents...
π @hackernewsgithubprojects
HarnessAudit
Audit your artificial intelligence agents to make sure they do not break safety rules or steal protected files while they do their jobs. It is easy to build an agent that solves a task, but keeping it inside its boundaries is another story. harnessaudit solves this by testing agents in both single and multi-agent setups to see if they stick to their assigned tools, respect data boundaries, and avoid leaking private information. Instead of just checking if the agent got the final answer right, it actually traces and grades every single move they make using isolated mock databases and smart judges. Give harnessaudit a try to make sure your agents...
π @hackernewsgithubprojects
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π¦ tarunlnmiit/autopilot-jobhunt
Autopilot Jobhunt
Autopilot-jobhunt is the nightly job search assistant that matches open roles directly to your actual work history instead of relying on generic keyword searches. This clever tool automatically sweeps through over one hundred and thirty company career pages every single night to discover new postings. It then feeds the job details and your markdown resume to a local or cloud-based artificial intelligence model, which scores each role from zero to one hundred based on how well you actually fit the requirements. The single best part is that it will ping your phone with the top matches via Telegram, and can immediately draft a tailored resume and cover letter for you...
π° https://news.ycombinator.com/item?id=48844867
π @hackernewsgithubprojects
Autopilot Jobhunt
Autopilot-jobhunt is the nightly job search assistant that matches open roles directly to your actual work history instead of relying on generic keyword searches. This clever tool automatically sweeps through over one hundred and thirty company career pages every single night to discover new postings. It then feeds the job details and your markdown resume to a local or cloud-based artificial intelligence model, which scores each role from zero to one hundred based on how well you actually fit the requirements. The single best part is that it will ping your phone with the top matches via Telegram, and can immediately draft a tailored resume and cover letter for you...
π° https://news.ycombinator.com/item?id=48844867
π @hackernewsgithubprojects
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π¦ aizenvoltprime/damocles
Damocles
You can now run a full team of up to five specialized AI agents right inside your editor to collaborate on your code. An open-source extension called damocles turns VS Code into an absolute powerhouse by embedding a native agent runtime. Instead of just chatting with a single chatbot, this tool lets you spin up dedicated digital specialistsβlike backend architects, UX designers, and security testersβwho work together on a shared brief. It even maps your entire codebase into a visual knowledge graph to trace dependencies and find dead code. It is the ultimate upgrade for anyone wanting a smarter, fully integrated development partner.
π @hackernewsgithubprojects
Damocles
You can now run a full team of up to five specialized AI agents right inside your editor to collaborate on your code. An open-source extension called damocles turns VS Code into an absolute powerhouse by embedding a native agent runtime. Instead of just chatting with a single chatbot, this tool lets you spin up dedicated digital specialistsβlike backend architects, UX designers, and security testersβwho work together on a shared brief. It even maps your entire codebase into a visual knowledge graph to trace dependencies and find dead code. It is the ultimate upgrade for anyone wanting a smarter, fully integrated development partner.
π @hackernewsgithubprojects
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π¦ vercel-labs/native
Native
You can now build actual desktop applications using the web tools you already know, without the massive memory overhead of traditional frameworks. A project called native makes this possible by providing a lightweight toolkit for creating desktop apps with standard web technologies. It solves the common problem of bloated, slow-loading desktop software by giving developers a streamlined way to connect web frontends with native operating system capabilities. It features a complete set of pre-built user interface components like menus, dialogs, and sidebars that match your operating system perfectly. It is a great way to build fast, beautiful desktop tools quickly.
π° https://news.ycombinator.com/item?id=48845084
π @hackernewsgithubprojects
Native
You can now build actual desktop applications using the web tools you already know, without the massive memory overhead of traditional frameworks. A project called native makes this possible by providing a lightweight toolkit for creating desktop apps with standard web technologies. It solves the common problem of bloated, slow-loading desktop software by giving developers a streamlined way to connect web frontends with native operating system capabilities. It features a complete set of pre-built user interface components like menus, dialogs, and sidebars that match your operating system perfectly. It is a great way to build fast, beautiful desktop tools quickly.
π° https://news.ycombinator.com/item?id=48845084
π @hackernewsgithubprojects
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π¦ walkinglabs/hands-on-modern-rl
Hands-On Modern RL
Reinforcement learning is no longer just about teaching a virtual cart how to balance a pole; it is now the secret engine behind alignment in large language models. The open-source curriculum hands-on-modern-rl bridges this gap by taking you from classic control baselines all the way to advanced techniques like direct preference optimization and agentic systems. Instead of heavy math walls, you get highly practical code chapters covering everything from standard training loops to multi-turn reasoning and tool use. It is the perfect, straightforward roadmap to understand how modern AI systems actually learn to think and act.
π @hackernewsgithubprojects
Hands-On Modern RL
Reinforcement learning is no longer just about teaching a virtual cart how to balance a pole; it is now the secret engine behind alignment in large language models. The open-source curriculum hands-on-modern-rl bridges this gap by taking you from classic control baselines all the way to advanced techniques like direct preference optimization and agentic systems. Instead of heavy math walls, you get highly practical code chapters covering everything from standard training loops to multi-turn reasoning and tool use. It is the perfect, straightforward roadmap to understand how modern AI systems actually learn to think and act.
π @hackernewsgithubprojects
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π¦ sethgammon/citadel
Citadel
Citadel acts as an operating layer that turns chaotic AI coding chats into structured engineering workflows. If you use tools like Claude Code, your session context usually vanishes the moment you close the window, forcing you to re-explain your architecture every single time. This clever project solves that by saving persistent campaign memory directly inside your repository. When you type a request, its smart router classifies the task for free using pattern matching before resorting to expensive model calls. It even spins up parallel agent fleets in isolated worktrees to safely handle massive refactors. It is the perfect sanity-saving upgrade for hands-on developers.
π @hackernewsgithubprojects
Citadel
Citadel acts as an operating layer that turns chaotic AI coding chats into structured engineering workflows. If you use tools like Claude Code, your session context usually vanishes the moment you close the window, forcing you to re-explain your architecture every single time. This clever project solves that by saving persistent campaign memory directly inside your repository. When you type a request, its smart router classifies the task for free using pattern matching before resorting to expensive model calls. It even spins up parallel agent fleets in isolated worktrees to safely handle massive refactors. It is the perfect sanity-saving upgrade for hands-on developers.
π @hackernewsgithubprojects
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π¦ nasa/spacewasm
SpaceWASM
SpaceWASM is the flight-compliant WebAssembly interpreter that safely runs binary code on-board spacecraft. Built by NASA and Caltech, it compiles standard WebAssembly into a specialized intermediate representation designed specifically for the absolute reliability needed in deep space. Because space missions have zero room for memory failures or sudden software crashes, this interpreter enforces a custom, completely deterministic memory model using fixed-size pages and strictly bans runtime panics. It even decodes code on the fly in a single pass to save critical memory. It is a masterclass in adapting modern, portable web technology for the most extreme, resource-constrained environments in the universe.
π° https://news.ycombinator.com/item?id=48845993
π @hackernewsgithubprojects
SpaceWASM
SpaceWASM is the flight-compliant WebAssembly interpreter that safely runs binary code on-board spacecraft. Built by NASA and Caltech, it compiles standard WebAssembly into a specialized intermediate representation designed specifically for the absolute reliability needed in deep space. Because space missions have zero room for memory failures or sudden software crashes, this interpreter enforces a custom, completely deterministic memory model using fixed-size pages and strictly bans runtime panics. It even decodes code on the fly in a single pass to save critical memory. It is a masterclass in adapting modern, portable web technology for the most extreme, resource-constrained environments in the universe.
π° https://news.ycombinator.com/item?id=48845993
π @hackernewsgithubprojects
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π¦ umputun/agterm
agterm
agterm is a native macOS terminal designed specifically to keep your screen organized when running multiple AI coding agents at once. Instead of losing track of background tasks in a sea of standard terminal tabs, this app groups your active shells into named workspaces so you can run several agent-driven sessions side by side. It embeds the high-performance Ghostty rendering engine for speed, but adds smart sidebar indicators that show whether an agent is active, blocked, or finished. With a built-in control API and a command-line tool, you can automate layouts, trigger overlays, and manage sessions entirely through scripts. It is the ultimate terminal setup for developers who want to...
π @hackernewsgithubprojects
agterm
agterm is a native macOS terminal designed specifically to keep your screen organized when running multiple AI coding agents at once. Instead of losing track of background tasks in a sea of standard terminal tabs, this app groups your active shells into named workspaces so you can run several agent-driven sessions side by side. It embeds the high-performance Ghostty rendering engine for speed, but adds smart sidebar indicators that show whether an agent is active, blocked, or finished. With a built-in control API and a command-line tool, you can automate layouts, trigger overlays, and manage sessions entirely through scripts. It is the ultimate terminal setup for developers who want to...
π @hackernewsgithubprojects