Audio
📦 secureworks/family-of-client-ids-research
Hidden Risks of Azure AD Refresh Tokens
Did you know your Azure AD tokens might be more connected than you think? This research project explores an undocumented feature called the Family of Client IDs, or FOCI. It reveals how certain Microsoft applications share refresh tokens, allowing one token to be swapped for access across different apps within the same family. This behavior creates unexpected security implications, as an attacker could potentially escalate privileges by abusing these shared credentials. By examining mechanisms like device code phishing and token chaining, this project helps defenders better understand and mitigate these hidden risks. Stay sharp and secure your cloud identity today.
📰 https://news.ycombinator.com/item?id=47348317
🆔 @hackernewsgithubprojects
Hidden Risks of Azure AD Refresh Tokens
Did you know your Azure AD tokens might be more connected than you think? This research project explores an undocumented feature called the Family of Client IDs, or FOCI. It reveals how certain Microsoft applications share refresh tokens, allowing one token to be swapped for access across different apps within the same family. This behavior creates unexpected security implications, as an attacker could potentially escalate privileges by abusing these shared credentials. By examining mechanisms like device code phishing and token chaining, this project helps defenders better understand and mitigate these hidden risks. Stay sharp and secure your cloud identity today.
📰 https://news.ycombinator.com/item?id=47348317
🆔 @hackernewsgithubprojects
Audio
📦 princezuda/safeclaw
Safeclaw: The Language Model Alternative You Need
Imagine having a powerful AI assistant that understands your intent and handles voice commands without ever needing a massive language model in the background. That is exactly what Safeclaw brings to the table. By avoiding standard AI models, this clever tool eliminates the risk of prompt injection attacks while keeping your interactions secure and private. It effectively maps semantics to get things done, offering built-in speech-to-text and text-to-speech capabilities. If you want a robust alternative to complex systems that values safety and speed, check out this unique approach to intelligent automation for your next big project today.
📰 https://news.ycombinator.com/item?id=47348628
🆔 @hackernewsgithubprojects
Safeclaw: The Language Model Alternative You Need
Imagine having a powerful AI assistant that understands your intent and handles voice commands without ever needing a massive language model in the background. That is exactly what Safeclaw brings to the table. By avoiding standard AI models, this clever tool eliminates the risk of prompt injection attacks while keeping your interactions secure and private. It effectively maps semantics to get things done, offering built-in speech-to-text and text-to-speech capabilities. If you want a robust alternative to complex systems that values safety and speed, check out this unique approach to intelligent automation for your next big project today.
📰 https://news.ycombinator.com/item?id=47348628
🆔 @hackernewsgithubprojects
Audio
📦 light-heart-labs/dreamserver
Build Your Own Private AI Stack with One Command
Tired of juggling complex AI setups and endless cloud subscriptions? Meet a powerful solution that transforms your hardware into a complete, private AI powerhouse with just a single command. This project automates everything, from GPU detection to selecting the perfect model for your system. You get a fully integrated stack featuring advanced LLM inference, autonomous agents, voice capabilities, and image generation tools like ComfyUI, all running locally without ever needing the cloud. It is designed to be fully modular, allowing you to easily swap services or models as you grow. Take back control of your AI workflow today.
📰 https://news.ycombinator.com/item?id=47350353
🆔 @hackernewsgithubprojects
Build Your Own Private AI Stack with One Command
Tired of juggling complex AI setups and endless cloud subscriptions? Meet a powerful solution that transforms your hardware into a complete, private AI powerhouse with just a single command. This project automates everything, from GPU detection to selecting the perfect model for your system. You get a fully integrated stack featuring advanced LLM inference, autonomous agents, voice capabilities, and image generation tools like ComfyUI, all running locally without ever needing the cloud. It is designed to be fully modular, allowing you to easily swap services or models as you grow. Take back control of your AI workflow today.
📰 https://news.ycombinator.com/item?id=47350353
🆔 @hackernewsgithubprojects
Audio
📦 turnstonelabs/turnstone
Turnstone: The Ultimate AI Orchestration Platform
Are you struggling to manage complex AI agent workflows across multiple servers? Meet Turnstone, a powerful multi-node orchestration platform designed to simplify your AI infrastructure. It empowers your language models with essential tools like shell access, file management, and web searching while handling multi-turn conversations seamlessly. Whether you need interactive terminal sessions or queue-driven agents, Turnstone scales effortlessly across clusters of any size. Its unique cluster dashboard gives you real-time visibility and direct control over every node. Start orchestrating your AI agents today to turn fragmented workflows into a cohesive, high-performance system that drives results for your entire team.
📰 https://news.ycombinator.com/item?id=47337690
🆔 @hackernewsgithubprojects
Turnstone: The Ultimate AI Orchestration Platform
Are you struggling to manage complex AI agent workflows across multiple servers? Meet Turnstone, a powerful multi-node orchestration platform designed to simplify your AI infrastructure. It empowers your language models with essential tools like shell access, file management, and web searching while handling multi-turn conversations seamlessly. Whether you need interactive terminal sessions or queue-driven agents, Turnstone scales effortlessly across clusters of any size. Its unique cluster dashboard gives you real-time visibility and direct control over every node. Start orchestrating your AI agents today to turn fragmented workflows into a cohesive, high-performance system that drives results for your entire team.
📰 https://news.ycombinator.com/item?id=47337690
🆔 @hackernewsgithubprojects
Audio
📦 1flei/pythoc
Write C-Level Code Using Python Syntax
Ever wanted the blazing speed of C but prefer the clean look of Python? Meet PythoC, a powerful compiler that lets you write statically-typed Python code that transforms directly into high-performance LLVM machine code. It solves the performance gap by providing C-equivalent runtime capabilities, including manual memory management and direct pointer manipulation, while leveraging Python for advanced metaprogramming at compile-time. Whether you are creating zero-cost abstractions or building high-performance systems with explicit type annotations, PythoC gives you the best of both worlds. Start using your Python skills to build native-speed applications today and experience true efficiency.
📰 https://news.ycombinator.com/item?id=47350644
🆔 @hackernewsgithubprojects
Write C-Level Code Using Python Syntax
Ever wanted the blazing speed of C but prefer the clean look of Python? Meet PythoC, a powerful compiler that lets you write statically-typed Python code that transforms directly into high-performance LLVM machine code. It solves the performance gap by providing C-equivalent runtime capabilities, including manual memory management and direct pointer manipulation, while leveraging Python for advanced metaprogramming at compile-time. Whether you are creating zero-cost abstractions or building high-performance systems with explicit type annotations, PythoC gives you the best of both worlds. Start using your Python skills to build native-speed applications today and experience true efficiency.
📰 https://news.ycombinator.com/item?id=47350644
🆔 @hackernewsgithubprojects
Audio
📦 jlevy/on-books
The Ultimate Resource for Everything Books
Ever wonder how the world of books actually functions behind the scenes? There is a fascinating repository that acts as a central library for the history, creation, and future of literature. It solves the problem of information overload by curating essential readings, expert interviews, and technical resources on everything from traditional printing and typography to modern digital publishing workflows. You will discover deep dives into professional tools like LaTeX for typesetting and essential guides on the business of being an author. Whether you are a writer, designer, or reader, this collection offers a perfect roadmap for your journey.
📰 https://news.ycombinator.com/item?id=47350762
🆔 @hackernewsgithubprojects
The Ultimate Resource for Everything Books
Ever wonder how the world of books actually functions behind the scenes? There is a fascinating repository that acts as a central library for the history, creation, and future of literature. It solves the problem of information overload by curating essential readings, expert interviews, and technical resources on everything from traditional printing and typography to modern digital publishing workflows. You will discover deep dives into professional tools like LaTeX for typesetting and essential guides on the business of being an author. Whether you are a writer, designer, or reader, this collection offers a perfect roadmap for your journey.
📰 https://news.ycombinator.com/item?id=47350762
🆔 @hackernewsgithubprojects
Audio
📦 dograh-hq/dograh
Build Your Own AI Voice Assistant with Dograh
Have you ever wanted to build your own intelligent voice assistant without dealing with complex infrastructure? Meet Dograh, an open source platform designed to streamline the creation of conversational AI agents. It simplifies the entire process by integrating advanced speech recognition and natural language processing into a unified workflow. Whether you are automating customer support or building personal tools, Dograh provides the modular foundation you need to handle real time voice interactions effectively. It takes the heavy lifting out of audio streaming and response generation, allowing you to focus on building great experiences. Start building your custom AI voice agent today.
📰 https://news.ycombinator.com/item?id=47351652
🆔 @hackernewsgithubprojects
Build Your Own AI Voice Assistant with Dograh
Have you ever wanted to build your own intelligent voice assistant without dealing with complex infrastructure? Meet Dograh, an open source platform designed to streamline the creation of conversational AI agents. It simplifies the entire process by integrating advanced speech recognition and natural language processing into a unified workflow. Whether you are automating customer support or building personal tools, Dograh provides the modular foundation you need to handle real time voice interactions effectively. It takes the heavy lifting out of audio streaming and response generation, allowing you to focus on building great experiences. Start building your custom AI voice agent today.
📰 https://news.ycombinator.com/item?id=47351652
🆔 @hackernewsgithubprojects
Audio
📦 siteboon/claudecodeui
Take Control of AI Coding Agents Anywhere with CloudCLI
Tired of being chained to your terminal while working with AI coding agents like Claude Code? Meet CloudCLI, the powerful open source web interface that liberates your workflow. It provides a full GUI for managing your AI sessions, complete with an interactive file explorer, integrated shell terminal, and Git management tools right in your browser. Whether you are on desktop or mobile, it seamlessly syncs with your local environment to give you control from anywhere. Stop juggling terminal commands and start managing your projects with a polished, professional interface. Experience the future of remote AI development today.
📰 https://news.ycombinator.com/item?id=47352564
🆔 @hackernewsgithubprojects
Take Control of AI Coding Agents Anywhere with CloudCLI
Tired of being chained to your terminal while working with AI coding agents like Claude Code? Meet CloudCLI, the powerful open source web interface that liberates your workflow. It provides a full GUI for managing your AI sessions, complete with an interactive file explorer, integrated shell terminal, and Git management tools right in your browser. Whether you are on desktop or mobile, it seamlessly syncs with your local environment to give you control from anywhere. Stop juggling terminal commands and start managing your projects with a polished, professional interface. Experience the future of remote AI development today.
📰 https://news.ycombinator.com/item?id=47352564
🆔 @hackernewsgithubprojects
Audio
📦 nvidia-rtx/godot
Exploring the NVIDIA Godot Engine Fork
Ever wondered how top-tier hardware giants interact with open-source game development? This repository is an official NVIDIA fork of the popular Godot engine, a powerful and flexible platform designed for creating both two-dimensional and three-dimensional games. By maintaining this version, NVIDIA explores unique implementations and optimizations to better integrate their cutting-edge graphics technologies directly into the engine's workflow. It serves as a fascinating look at how industry-leading hardware support can evolve within a community-driven environment, allowing developers to push visual boundaries further. Whether you are a graphics enthusiast or a game creator, check it out to see innovation.
📰 https://news.ycombinator.com/item?id=47353434
🆔 @hackernewsgithubprojects
Exploring the NVIDIA Godot Engine Fork
Ever wondered how top-tier hardware giants interact with open-source game development? This repository is an official NVIDIA fork of the popular Godot engine, a powerful and flexible platform designed for creating both two-dimensional and three-dimensional games. By maintaining this version, NVIDIA explores unique implementations and optimizations to better integrate their cutting-edge graphics technologies directly into the engine's workflow. It serves as a fascinating look at how industry-leading hardware support can evolve within a community-driven environment, allowing developers to push visual boundaries further. Whether you are a graphics enthusiast or a game creator, check it out to see innovation.
📰 https://news.ycombinator.com/item?id=47353434
🆔 @hackernewsgithubprojects
Audio
📦 athina-ai/goose-skills
Supercharge Your AI Coding with Goose Skills
Are you tired of manually handling repetitive sales and marketing tasks? Meet Goose Skills, a powerful library designed to supercharge AI coding tools like Claude Code, Cursor, and Codex. This repository solves the friction of integrating complex business logic into your development workflow by offering over a hundred ready-to-use skills. Whether you need to scrape Google Ads, audit website SEO, or generate qualified lead reports, these atomic tools and end-to-end playbooks have you covered. Simply install the tools you need to automate your GTM strategy directly within your coding environment. Start building smarter workflows and save time today.
📰 https://news.ycombinator.com/item?id=47353506
🆔 @hackernewsgithubprojects
Supercharge Your AI Coding with Goose Skills
Are you tired of manually handling repetitive sales and marketing tasks? Meet Goose Skills, a powerful library designed to supercharge AI coding tools like Claude Code, Cursor, and Codex. This repository solves the friction of integrating complex business logic into your development workflow by offering over a hundred ready-to-use skills. Whether you need to scrape Google Ads, audit website SEO, or generate qualified lead reports, these atomic tools and end-to-end playbooks have you covered. Simply install the tools you need to automate your GTM strategy directly within your coding environment. Start building smarter workflows and save time today.
📰 https://news.ycombinator.com/item?id=47353506
🆔 @hackernewsgithubprojects
Audio
📦 betterleaks/betterleaks
Stop Leaking Your Secrets with Betterleaks
Are you terrified of accidentally pushing sensitive API keys or passwords to your public repositories? You need to check out Betterleaks. This powerful security tool is designed specifically to scan your codebase for exposed secrets with incredible speed and flexibility. It works by utilizing highly configurable regex patterns that let you define exactly what to hunt for across your entire project history. By catching these vulnerabilities before they reach the cloud, you save yourself from potential disaster and maintain total control over your digital credentials. Start securing your code today because keeping your secrets safe has never been this simple.
📰 https://news.ycombinator.com/item?id=47353331
🆔 @hackernewsgithubprojects
Stop Leaking Your Secrets with Betterleaks
Are you terrified of accidentally pushing sensitive API keys or passwords to your public repositories? You need to check out Betterleaks. This powerful security tool is designed specifically to scan your codebase for exposed secrets with incredible speed and flexibility. It works by utilizing highly configurable regex patterns that let you define exactly what to hunt for across your entire project history. By catching these vulnerabilities before they reach the cloud, you save yourself from potential disaster and maintain total control over your digital credentials. Start securing your code today because keeping your secrets safe has never been this simple.
📰 https://news.ycombinator.com/item?id=47353331
🆔 @hackernewsgithubprojects
Audio
📦 friendlymatthew/gabagool
Freeze Your Code in Time with Gabagool
Ever wondered how you could freeze a running program in its tracks and pick up exactly where you left off later? Meet Gabagool, a powerful new WebAssembly interpreter built entirely from scratch in Rust. Unlike typical runtimes, this project focuses on snapshotting, allowing you to serialize the complete execution state, suspend it, and resume it seamlessly across processes. It translates WebAssembly instructions into a highly efficient intermediate representation designed for rapid dispatch. Whether you are debugging complex logic or building persistent distributed systems, this tool offers a fascinating look at the future of portable, resumable computing. Go explore it today.
📰 https://news.ycombinator.com/item?id=47335642
🆔 @hackernewsgithubprojects
Freeze Your Code in Time with Gabagool
Ever wondered how you could freeze a running program in its tracks and pick up exactly where you left off later? Meet Gabagool, a powerful new WebAssembly interpreter built entirely from scratch in Rust. Unlike typical runtimes, this project focuses on snapshotting, allowing you to serialize the complete execution state, suspend it, and resume it seamlessly across processes. It translates WebAssembly instructions into a highly efficient intermediate representation designed for rapid dispatch. Whether you are debugging complex logic or building persistent distributed systems, this tool offers a fascinating look at the future of portable, resumable computing. Go explore it today.
📰 https://news.ycombinator.com/item?id=47335642
🆔 @hackernewsgithubprojects
Audio
📦 loderunner/scrt
Secure Your Secrets: The Power of CLI Secret Management
Are you tired of juggling sensitive credentials across your development projects? Stop risking plain-text exposure and take command of your security with a powerful command-line secret manager. This project streamlines your workflow by allowing you to store, retrieve, and manage secrets directly from your terminal. It leverages industrial-grade AES-256 encryption and Argon2id key derivation to keep your sensitive data locked down tight, while offering flexible storage backends like AWS S3 or git repositories for your convenience. Experience a faster, safer way to handle your authentication data without relying on complex, expensive cloud-based solutions. Secure your infrastructure today with this developer-focused tool.
📰 https://news.ycombinator.com/item?id=47354366
🆔 @hackernewsgithubprojects
Secure Your Secrets: The Power of CLI Secret Management
Are you tired of juggling sensitive credentials across your development projects? Stop risking plain-text exposure and take command of your security with a powerful command-line secret manager. This project streamlines your workflow by allowing you to store, retrieve, and manage secrets directly from your terminal. It leverages industrial-grade AES-256 encryption and Argon2id key derivation to keep your sensitive data locked down tight, while offering flexible storage backends like AWS S3 or git repositories for your convenience. Experience a faster, safer way to handle your authentication data without relying on complex, expensive cloud-based solutions. Secure your infrastructure today with this developer-focused tool.
📰 https://news.ycombinator.com/item?id=47354366
🆔 @hackernewsgithubprojects
Audio
📦 mostlygeek/llama-swap
Easily Swap Your AI Models
Have you ever wanted to switch between different AI models without crashing your entire workflow? Managing local model servers can be a headache when you need to swap engines on the fly but this clever tool acts as a bridge for your local environment. By intercepting calls to servers like llama dot cpp or vllm, it lets you seamlessly swap model endpoints while maintaining compatibility with standard software. It solves the frustration of manual restarts, making it incredibly useful for developers testing various setups. Try this out to streamline your local AI experience and keep your projects running smoothly every time.
📰 https://news.ycombinator.com/item?id=47354939
🆔 @hackernewsgithubprojects
Easily Swap Your AI Models
Have you ever wanted to switch between different AI models without crashing your entire workflow? Managing local model servers can be a headache when you need to swap engines on the fly but this clever tool acts as a bridge for your local environment. By intercepting calls to servers like llama dot cpp or vllm, it lets you seamlessly swap model endpoints while maintaining compatibility with standard software. It solves the frustration of manual restarts, making it incredibly useful for developers testing various setups. Try this out to streamline your local AI experience and keep your projects running smoothly every time.
📰 https://news.ycombinator.com/item?id=47354939
🆔 @hackernewsgithubprojects
Audio
📦 garrytan/gstack
Turn Claude Code Into A High-Performing Engineering Team
Stop treating AI like a generic assistant and start using it as an elite engineering team with the right specialized workflows. This project transforms your coding environment by providing six opinionated skills that act as your CEO, engineering manager, release manager, and QA lead. Instead of one mushy mode, you can summon specific roles to pressure-test product direction, build technical architecture, or perform paranoid code reviews that catch production bugs before they happen. With built-in browser automation for instant QA testing and automated retrospectives, you finally have an operating system for shipping. Upgrade your workflow and start building better.
📰 https://news.ycombinator.com/item?id=47355173
🆔 @hackernewsgithubprojects
Turn Claude Code Into A High-Performing Engineering Team
Stop treating AI like a generic assistant and start using it as an elite engineering team with the right specialized workflows. This project transforms your coding environment by providing six opinionated skills that act as your CEO, engineering manager, release manager, and QA lead. Instead of one mushy mode, you can summon specific roles to pressure-test product direction, build technical architecture, or perform paranoid code reviews that catch production bugs before they happen. With built-in browser automation for instant QA testing and automated retrospectives, you finally have an operating system for shipping. Upgrade your workflow and start building better.
📰 https://news.ycombinator.com/item?id=47355173
🆔 @hackernewsgithubprojects
Audio
📦 hkjarral/ava-ai-voice-agent-for-asterisk
Build Your Own AI Phone Agent with Asterisk
Have you ever wanted your phone system to handle calls with the power of modern artificial intelligence? This open source project bridges the gap by creating a sophisticated AI voice agent for Asterisk and FreePBX. It uses a modular pipeline architecture that allows you to easily mix and match different speech to text, large language model, and text to speech providers to build your ideal solution. You can even run fully local models for total privacy or use cloud providers for advanced intelligence. Start automating your telephony today and transform your PBX into an intelligent, responsive voice assistant.
📰 https://news.ycombinator.com/item?id=47354996
🆔 @hackernewsgithubprojects
Build Your Own AI Phone Agent with Asterisk
Have you ever wanted your phone system to handle calls with the power of modern artificial intelligence? This open source project bridges the gap by creating a sophisticated AI voice agent for Asterisk and FreePBX. It uses a modular pipeline architecture that allows you to easily mix and match different speech to text, large language model, and text to speech providers to build your ideal solution. You can even run fully local models for total privacy or use cloud providers for advanced intelligence. Start automating your telephony today and transform your PBX into an intelligent, responsive voice assistant.
📰 https://news.ycombinator.com/item?id=47354996
🆔 @hackernewsgithubprojects
Audio
📦 kaonashi-tyc/zi2zi-jit
Master Font Synthesis with AI
Ever wanted to create your own professional-grade custom fonts without spending weeks on manual design? Check out this powerful tool that leverages advanced diffusion transformer technology to automate font synthesis. By feeding a source character and a style reference into its specialized content and style encoders, you can generate stunning, consistent character sets efficiently. It even supports lightweight fine-tuning with techniques like LoRA, making it fast to train on a single graphics card. Whether you are a designer or a developer, this project offers an exciting, streamlined workflow for exploring creative typography and digital font generation.
📰 https://news.ycombinator.com/item?id=47308190
🆔 @hackernewsgithubprojects
Master Font Synthesis with AI
Ever wanted to create your own professional-grade custom fonts without spending weeks on manual design? Check out this powerful tool that leverages advanced diffusion transformer technology to automate font synthesis. By feeding a source character and a style reference into its specialized content and style encoders, you can generate stunning, consistent character sets efficiently. It even supports lightweight fine-tuning with techniques like LoRA, making it fast to train on a single graphics card. Whether you are a designer or a developer, this project offers an exciting, streamlined workflow for exploring creative typography and digital font generation.
📰 https://news.ycombinator.com/item?id=47308190
🆔 @hackernewsgithubprojects
Audio
📦 jrswab/axe
Build and Run Focused AI Agents with Axe
Tired of bulky, all-in-one AI chatbots that try to do everything at once? Meet Axe, a lightweight command-line tool designed to help you build and run single-purpose AI agents that actually get the job done. Instead of complex frameworks, you define focused agents in simple TOML configuration files. You can easily trigger them from anywhere, like your terminal, cron jobs, or git hooks. It even supports sub-agent delegation and persistent memory, allowing you to chain tasks together effectively. Simplify your developer workflow today by bringing truly composable AI agents into your own projects with this powerful, minimal tool.
📰 https://news.ycombinator.com/item?id=47350516
🆔 @hackernewsgithubprojects
Build and Run Focused AI Agents with Axe
Tired of bulky, all-in-one AI chatbots that try to do everything at once? Meet Axe, a lightweight command-line tool designed to help you build and run single-purpose AI agents that actually get the job done. Instead of complex frameworks, you define focused agents in simple TOML configuration files. You can easily trigger them from anywhere, like your terminal, cron jobs, or git hooks. It even supports sub-agent delegation and persistent memory, allowing you to chain tasks together effectively. Simplify your developer workflow today by bringing truly composable AI agents into your own projects with this powerful, minimal tool.
📰 https://news.ycombinator.com/item?id=47350516
🆔 @hackernewsgithubprojects
Audio
📦 drcathicks/learning-opportunities
Stop AI from Stunting Your Coding Skills
Are you worried that letting AI write your code is actually making you a worse developer? While agentic coding is fast, it can create an illusion of fluency that prevents real learning. This repository offers a clever solution by acting as a learning coach within your workflow. After you finish significant tasks like refactoring or building new modules, it prompts you with quick, science-based exercises such as prediction tasks or teach-it-back challenges. By forcing you to pause and engage mentally instead of just accepting AI output, you can sharpen your expertise. Take control of your professional growth today.
📰 https://news.ycombinator.com/item?id=47356697
🆔 @hackernewsgithubprojects
Stop AI from Stunting Your Coding Skills
Are you worried that letting AI write your code is actually making you a worse developer? While agentic coding is fast, it can create an illusion of fluency that prevents real learning. This repository offers a clever solution by acting as a learning coach within your workflow. After you finish significant tasks like refactoring or building new modules, it prompts you with quick, science-based exercises such as prediction tasks or teach-it-back challenges. By forcing you to pause and engage mentally instead of just accepting AI output, you can sharpen your expertise. Take control of your professional growth today.
📰 https://news.ycombinator.com/item?id=47356697
🆔 @hackernewsgithubprojects
Audio
📦 chrisworsey55/atlas-gic
Build Self-Improving AI Trading Agents with ATLAS
Ever wonder if AI could master the stock market by simply teaching itself? Meet the ATLAS framework, a revolutionary system where autonomous agents debate market moves daily to sharpen their financial instincts. By using a clever loop inspired by advanced autoresearch, the system scores agent performance against real outcomes and automatically rewrites the prompts of underperformers to improve results. With agents specialized in macro regimes, sector trends, and adversarial risk analysis, this setup functions like a digital hedge fund committee that never sleeps. It is a fascinating look at how evolutionary optimization can turn raw data into smarter trading decisions.
📰 https://news.ycombinator.com/item?id=47356891
🆔 @hackernewsgithubprojects
Build Self-Improving AI Trading Agents with ATLAS
Ever wonder if AI could master the stock market by simply teaching itself? Meet the ATLAS framework, a revolutionary system where autonomous agents debate market moves daily to sharpen their financial instincts. By using a clever loop inspired by advanced autoresearch, the system scores agent performance against real outcomes and automatically rewrites the prompts of underperformers to improve results. With agents specialized in macro regimes, sector trends, and adversarial risk analysis, this setup functions like a digital hedge fund committee that never sleeps. It is a fascinating look at how evolutionary optimization can turn raw data into smarter trading decisions.
📰 https://news.ycombinator.com/item?id=47356891
🆔 @hackernewsgithubprojects