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Caliber: Open-Source Proxy for Enforcing LLM Agent Rules
Cross-posting here because this problem affects everyone building with AI agents. Prompt-based guardrails fail. The model follows your system prompt in a demo, then ignores rules when context gets big or the agent chains multiple steps. We built Caliber - an open-source proxy that reads your rules from plain markdown and enforces them at the API layer, not in the prompt. Every call. Provider-agnostic. Just hit 700 GitHub stars ⭐ and nearly 100 forks - the reception from devs building with AI has been amazing. Repo: [https://github.com/caliber-ai-org/ai-setup](https://github.com/caliber-ai-org/ai-setup) Would love: \- Feedback on the approach \- Feature requests from people building AI agents \- Anyone who wants to contribute to the project Building this open-source for the community.
AI Industry Shifts: The End of All-You-Can-Eat AI Plans?
I am a GitHub Copilot Pro+ user. I have been enjoying 39 dollars plan that actually is worth 60 dollars compute with 1500 premium prompts to models count based. Given the availability of free tier models and model switching option, It has felt like never ending. It will be turned into token based after June. This corresponds to the projections about "the death of the ai buffet" I think. Less bundled memberships, more token based costs. As all these foundational model providers crave for profit, I think this is the natural step we are heading. They need to be able to measure and limit the use for profit. I am just curious how fast that will happen? Should we not take cheap & free AI for granted? Or can open-source models actually create a balance? If we are heading for less accessibility, how should average user be prepared?
Arc Sentry: Advanced Prompt Injection Detector for LLMs
Been working on Arc Sentry, a whitebox prompt injection detector for self-hosted LLMs (Mistral, Llama, Qwen). Most detectors pattern-match on known attack phrases. Arc Sentry watches what the prompt does to the model’s internal representation instead, so it catches indirect, hypothetical, and roleplay-framed attacks that get through keyword filters. Benchmark on indirect/roleplay/technical prompts (40 OOD prompts): • Arc Sentry: Recall 0.80, F1 0.84 • OpenAI Moderation API: Recall 0.75, F1 0.86 • LlamaGuard 3 8B: Recall 0.55, F1 0.71 Arc Sentry has the highest recall — it catches more of the hard cases. Blocks before model.generate() is called. The lightweight pre-filter runs on CPU with no model access. pip install arc-sentry GitHub: https://github.com/9hannahnine-jpg/arc-sentry Happy to answer questions about how it works.
Hyperscale Data Center in Utah: Powering AI and Jobs
A massive **hyperscale data center project** in rural **Box Elder County, Utah**, led by Shark Tank investor Kevin O’Leary through his company O’Leary Digital (also known as the **Stratos Project** or **Wonder Valley**), is nearing final approval. The development, spanning about 40,000 acres of private land plus 1,200 acres of military and state-owned property, aims to host hyperscale data centers for tech giants like Amazon, Microsoft, and Google. It would generate its own power via natural gas from the Ruby Pipeline — starting at around 3 gigawatts in the first phase and scaling to 9 gigawatts at full buildout, exceeding Utah’s current statewide electricity consumption. Proponents highlight benefits including 2,000 permanent high-paying jobs, substantial tax revenue for Box Elder County (potentially $30 million initially, rising above $100 million annually), funding for modernization at Hill Air Force Base, and advanced water recycling technology that cleans and returns water to an aquifer feeding the **Great Salt Lake**, with minimal net usage. To attract the limited pool of hyperscalers, the Military Installation Development Authority (MIDA) has approved aggressive incentives, including slashing the energy use tax from 6% to 0.5%, significant property tax rebates (with 80% initially directed back to the developer), and personal property tax relief on rapidly depreciating equipment. The project still requires final sign-off from the Box Elder County Commission, which rescheduled its vote to Monday morning after commissioners expressed concerns about the rapid timeline and sought more resident input and legal review. O’Leary has praised Utah’s pro-business speed and framed the initiative as critical for U.S. competitiveness against China in AI and data infrastructure.
AI Tool Dreeseaw: Revolutionizing GitHub Automation
Revolutionizing GitHub Automation with AI Tool Dreeseaw In the fast paced world of software development, efficiency and automation are paramount. Enter Dreeseaw…
Pawelb0 AI Tool: Revolutionizing GitHub Repositories
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Light Cloud AI Tools: Revolutionizing Development on GitHub
Light Cloud AI Tools: Revolutionizing Development on GitHub In the fast paced world of software development, staying ahead of the curve is crucial. Light Cloud …
Matzapata AI Tool: Revolutionizing Code on GitHub
Matzapata AI Tool: Revolutionizing Code on GitHub In the fast evolving world of software development, efficiency and accuracy are paramount. Matzapata AI Tool i…
AI Tool for Code Generation: GitHub's Sachitrafa
GitHub's Sachitrafa: Revolutionizing Code Generation with AI In the fast paced world of software development, efficiency and accuracy are paramount. GitHub's Sa…
Drio AI: Revolutionizing Code Generation on GitHub
Drio AI: Revolutionizing Code Generation on GitHub In the fast paced world of software development, efficiency and accuracy are paramount. Drio AI is at the for…
GitHub's Scastiel: AI-Powered Code Analysis Tool
Enhance Your Code with GitHub’s Scastiel: The Ultimate AI Tool for Enhanced Code Analysis In the rapidly evolving landscape of software development, tools that …
OpenClaw: Cross-Platform Personal AI Assistant
Your own personal AI assistant. Any OS. Any Platform. The lobster way. 🦞
Learn to Code: Recreate Tech with CodeCrafters AI
Master programming by recreating your favorite technologies from scratch.
Top AI-Powered Tools: Explore curl for Data Transfer
A command line tool and library for transferring data with URL syntax, supporting DICT, FILE, FTP, FTPS, GOPHER, GOPHERS, HTTP, HTTPS, IMAP, IMAPS, LDAP, LDAPS, MQTT, MQTTS, POP3, POP3S, RTMP, RTMPS, RTSP, SCP, SFTP, SMB, SMBS, SMTP, SMTPS, TELNET, TFTP, WS and WSS. libcurl offers a myriad of powerful features
AI Memory Upgrade for Coding Agents: Beads on GitHub
Beads - A memory upgrade for your coding agent
GitNexus: Client-Side Code Intelligence for GitHub
GitNexus: The Zero-Server Code Intelligence Engine - GitNexus is a client-side knowledge graph creator that runs entirely in your browser. Drop in a GitHub repo or ZIP file, and get an interactive knowledge graph wit a built in Graph RAG Agent. Perfect for code exploration
PostHog: AI-Powered Platform for Product Success
🦔 PostHog is an all-in-one developer platform for building successful products. We offer product analytics, web analytics, session replay, error tracking, feature flags, experimentation, surveys, data warehouse, a CDP, and an AI product assistant to help debug your code, ship features faster, and keep all your usage and customer data in one stack.
AI Skills Directory: mattpocock/skills on GitHub
My personal directory of skills, straight from my .claude directory.
Free Claude Code AI: Terminal, VSCode, Discord Integration
Use claude-code for free in the terminal, VSCode extension or via discord like openclaw
Refactoring AI Tools: GitHub's Latest Innovation on Hacker News
Enhance Your Coding Skills with Refactoring HQ on GitHub Refactoring HQ on GitHub is a comprehensive resource designed to help developers improve their coding s…
Build Neurall: Revolutionizing AI Toolkit on GitHub
Build Neural Your Gateway to AI Development Introduction Building neural networks has become more accessible than ever with Build Neural . This powerful platfor…
Infisical AI Infrastructure: Revolutionizing GitHub's Security
Securely Manage Secrets with Infisical In today's fast paced development environment, managing sensitive information such as API keys, database credentials, and…
AI Tool for GitHub Repositories by Russell Romney
GitHub russellromney: A Comprehensive Overview Introduction GitHub is a platform that has revolutionized the way developers collaborate, share, and manage code.…
AI Tool: GitHub's nv404 for Enhanced Coding Efficiency
Streamlining Workflows with GitHub: An In depth Guide to GitHub.com/nv404 GitHub, the globally recognized platform for version control and collaboration, contin…
AI Tool: Vincenzomanto's GitHub Repository
Optimizing Your Workflow with GitHub: The Vincenzomanto Repository Welcome to the Vincenzomanto GitHub repository. In this article, we will explore the power an…
AI Browser Automation Tool: GitHub Browser-Use
Unleashing the Power of Browser Automation with GitHub Repository "browser use" Automating browser tasks can greatly enhance productivity and efficiency. The [G…
AI Agents Maintain Karpathy-Style LLM Wiki in Markdown and Git
Show HN: A Karpathy Style LLM Wiki Your Agents Maintain (Markdown & Git) Introduction Introducing a revolutionary wiki system inspired by Andrej Karpathy's appr…
Agzam AI Tool: Revolutionizing GitHub Projects
agzam: Streamline Your Development Workflow with GitHub's Advanced CLI GitHub's agzam repository offers an advanced command line interface (CLI) tool designed t…
Emacs Tool: Browse GitHub Repos Without Cloning
Show HN: Browse GitHub Repos in Emacs Without Cloning Introducing a new Emacs package that allows you to browse GitHub repositories directly within your Emacs e…
Amal David's GitHub AI Tool: A Comprehensive Guide
Explore amal david.github.io: Your Ultimate Guide What is amal david.github.io? amal david.github.io is a versatile and powerful platform designed to showcase y…
Top Codex Skills for Automating Workflows with CLI and API
A curated list of practical Codex skills for automating workflows across the Codex CLI and API.
AI Hacking Tool Z4nzu Trends on GitHub
ALL IN ONE Hacking Tool For Hackers
AI Tool RefactoringHQ Launched on GitHub
AI Tool RefactoringHQ Launched on GitHub: Revolutionizing Code Optimization RefactoringHQ, an advanced AI driven tool, has just been launched on GitHub, offerin…
Infisical AI Infrastructure: Revolutionizing GitHub Security
Revolutionizing GitHub Security with Infisical AI Infrastructure In the realm of software development, GitHub has become an indispensable platform for collabora…
AI Tool: Russellromney's GitHub Repository
Exploring Russellromney's GitHub Repository: A Comprehensive Guide to AI Tools Russellromney's GitHub Repository is a treasure trove of cutting edge AI tools an…
AI Tool for Code Generation and Analysis on GitHub
Revolutionize Your Development Workflow with AI Powered Code Generation and Analysis on GitHub In the fast paced world of software development, efficiency and a…
Vincenzo Manto's AI Tool on GitHub: A Game Changer
Vincenzo Manto's AI Tool on GitHub: A Game Changer Vincenzo Manto's AI Tool on GitHub is revolutionizing the way developers, researchers, and enthusiasts approa…
AI Browser Usage Tool Launched on GitHub
AI Browser Usage Tool Launched on GitHub The latest innovation in AI driven analytics has landed on GitHub: a new Browser Usage Tool. This open source project i…
AI-Powered CRM Tool: Nex CRM on GitHub
AI Powered CRM Tool: Nex CRM on GitHub In the fast evolving landscape of customer relationship management (CRM), Nex CRM stands out as a pioneering AI Powered C…
A Karpathy-Style LLM Wiki Maintained by Agents with Markdown and Git
A Karpathy Style LLM Wiki Maintained by Agents with Markdown and Git In the rapidly evolving landscape of artificial intelligence, maintaining a robust and up t…
AI Tool: GitHub's agzam Revolutionizes AI Development
GitHub's Agzam Revolutionizes AI Development GitHub, the leading platform for software development and version control, has introduced a groundbreaking new tool…
Emacs: Browse GitHub Repos Without Cloning
Browse GitHub Repos Without Cloning: A Comprehensive Guide for Emacs Users Emacs, a powerful and highly customizable text editor, has long been a favorite among…
Lambdadevelopment AI Tools: Revolutionizing Development on GitHub
Lambdadevelopment AI Tools: Revolutionizing Development on GitHub In the rapidly evolving landscape of software development, efficiency and innovation are param…
AI Tool: amal-david.github.io Launches on Hacker News
Amal David GitHub Launches Innovative AI Tool on Hacker News Amal David has officially launched its groundbreaking AI tool on Hacker News, making waves in the t…
AI Tool: GitHub's scastiel for Enhanced Code Analysis
GitHub scastiel: Streamline Your DevOps with Ansible Are you looking to automate and manage your infrastructure more efficiently? GitHub scastiel offers a compr…
AI Tool Typomonster: Revolutionizing Text Generation on GitHub
Typomonster: Revolutionizing Text Generation on GitHub In the rapidly evolving landscape of natural language processing (NLP) and AI, Typomonster has emerged as…
Home Assistant Core: Open Source Home Automation
🏡 Open source home automation that puts local control and privacy first.
Open-Source AI Infrastructure for Desktop Control
Open-source infrastructure for Computer-Use Agents. Sandboxes, SDKs, and benchmarks to train and evaluate AI agents that can control full desktops (macOS, Linux, Windows).
Microsoft's TypeScript-Go: Native Port Development in Progress
Staging repo for development of native port of TypeScript
AI-Powered All-in-One Hacking Tool on GitHub
ALL IN ONE Hacking Tool For Hackers