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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.
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
Pawelb0 AI Tool: Revolutionizing GitHub Repositories Introduction In the rapidly evolving world of software development, leveraging cutting edge tools can signi…
Run Irssi in 2026, Chat on Matrix with Matrirc
Running Irssi in 2026: Chat on Matrix with Matrirc As we move towards 2026, the demand for efficient and versatile chat clients continues to grow. One such trie…
Out Loud: Open-Source Desktop TTS for macOS, Windows, Linux
Out Loud: The Ultimate Open Source Desktop TTS Solution Welcome to the world of text to speech (TTS) technology with Out Loud, the premier open source desktop T…
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…
Unix Magic Poster: Annotated Guide for AI Tools
Unix Magic Poster: Annotated Guide for AI Tools Introduction In the rapidly evolving world of technology, AI tools have become indispensable for automating task…
Home Server OS: Open Source AI Infrastructure
Home Server OS: Open Source AI Infrastructure In today's tech savvy world, having a dedicated server in your home is more accessible than ever. Running an open …
VoxCPM2: OpenBmb's Latest AI Audio Model Revolutionizes
VoxCPM2: Revolutionizing AI Audio with OpenBmb's Latest Model VoxCPM2, the newest addition to the AI audio landscape from OpenBmb, is set to transform the way w…
Hugging Face's New AI Framework: InclusionAI LLaDA2.0-Uni
InclusionAI LLaDA2.0 Uni: Hugging Face's New AI Framework Introduction Hugging Face has revolutionized the AI landscape with the introduction of InclusionAI LLa…
Unsloth/Qwen3.6-35B-A3B-GGUF: New AI Tool on Hugging Face
Unsloth/Qwen3.6 35B A3B GGUF: Revolutionizing AI Applications on Hugging Face Unsloth/Qwen3.6 35B A3B GGUF is a cutting edge AI tool available on Hugging Face, …
Home Assistant Core: Open Source Home Automation
🏡 Open source home automation that puts local control and privacy first.
Tolaria: Open-Source macOS App for Managing Markdown Knowledge Bases
Tolaria: Your Open Source Solution for Managing Markdown Knowledge Bases on macOS Tolaria is a cutting edge, open source macOS application designed to streamlin…
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…
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…
Home Server OS: A New AI Infrastructure Solution
Revolutionize Your Home Network with a Custom Home Server OS In the ever evolving world of technology, having a reliable and robust home server can significantl…
AI-Powered CRM Tool: Nex CRM on GitHub
NexCRM: Streamline Your Business with an Advanced CRM Solution NexCRM is a comprehensive customer relationship management (CRM) solution designed to help busine…
Lambdadevelopment AI Tool: Revolutionizing Code Efficiency
Revolutionize Your Development Workflow with Lambda Development on GitHub Lambda Development, accessible via [GitHub.com/lambdadevelopment](https://github.com/l…
AI Tool Typomonster: Revolutionizing Text Generation on GitHub
Unleashing the Power of Typography with Typomonster Typography is a crucial aspect of any design, and finding the perfect font can make or break a project. Typo…
GLM-5.1: Advanced AI Framework by Zai-Org on Hugging Face
Title: Unleashing Efficiency with Zai Org/GLM 5.1: An Advanced Transformation Framework Zai Org/GLM 5.1 is a cutting edge transformation framework designed to s…
Qwen 3.6-27B-FP8: New AI Tool on Hugging Face
Qwen/Qwen3.6 27B FP8: Revolutionizing Text Generation and Understanding Qwen/Qwen3.6 27B FP8 is a state of the art language model designed to push the boundarie…
HauhauCS Qwen 3.6-35B-A3B: Uncensored AI Tool on Hugging Face
HauhauCS/Qwen3.6 35B A3B Uncensored HauhauCS Aggressive: The Ultimate Guide The Qwen3.6 35B A3B Uncensored HauhauCS Aggressive is a cutting edge, large scale la…
AI Hacking Tool Z4nzu Trends on GitHub
ALL IN ONE Hacking Tool For Hackers