May 2026

Anthropic’s Project Glasswing Uncovers 10,000+ Critical Software Vulnerabilities

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Claude Mythos Preview can now automatically discover vulnerabilities on a level previous AI systems couldn’t match. The goal is to help security teams catch serious software weaknesses before cybercriminals find and use them. Anthropic’s report suggests the real problem for cybersecurity isn’t just finding vulnerabilities anymore. Now, organizations have to race to confirm, prioritize, and fix the huge volume of issues these advanced AIs can reveal. But another big deal is Anthropic’s decision not to release the new […]

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I’m training an AI to drive Indianapolis 500 in DOSBox using reinforcement learning

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Hey everyone, I’ve been working on a reinforcement learning project for the old DOS game **Indianapolis 500**, running through DOSBox. The goal is to train an AI driver that can learn to leave the pit area, stay on track, complete laps, recover from mistakes, and eventually race faster than my own human driving. Video here: Indianapolis 500 Game – AI training The setup uses a mix of: – **Pixel input** from the DOSBox window – **Keyboard control** for […]

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Roadmap for learning RL for robot control beyond just using existing frameworks?

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Hi everyone, I’m looking for advice on how to properly learn Reinforcement Learning for robot control, not just at the “using a framework” level. A bit of background: I have some basic academic knowledge in robotics and RL. Recently, I used MJLab to successfully train both locomotion and imitation/mimic motion policies for an existing robot model. The results worked, but honestly, most of the hard work was already implemented by MJLab: environment setup, reward structure, PPO training pipeline, […]

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What is Bumblebee? A Look Inside Perplexity’s New Open-Source Security Tool

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Key Highlights: This latest open-source release highlights how developer systems are prime targets for cybercriminals. AI tools and coding assistants are making software development faster and more powerful but they are also adding new security risks like dependencies, browser extensions, and automated workflows. Bumblebee aims to give developers a way to check these risks without making their systems even more vulnerable. Perplexity says they were already using tool internally to protect products like Perplexity AI, Comet, and Perplexity […]

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The Silicon Protocol: Why Your $200K Healthcare AI Actually Costs $2.3M in Production (2026)

The Silicon Protocol: Why Your $200K Healthcare AI Actually Costs $2.3M in Production (2026)

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The CFO approved $200K for clinical AI. Twelve months later, the real invoice arrived: $2.3M. The vendor didn’t lie. They just quoted the AI. Nobody quoted the compliance. Healthcare AI vendor quotes $200K. Production deployment with HIPAA compliance costs $2.3M. The 11 line items vendors don’t show in demos: de-identification, audit logging, EHR integration, security, penetration testing, risk assessment, legal review, staff training, DPIA, monitoring, incident response. Sources: Deloitte 2025, Azilen 2026, Emorphis Health 2026. Healthcare AI vendors quote […]

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Prompt Release Workflow: How to Ship LLM Prompt Changes Without Breaking Production

Prompt Release Workflow: How to Ship LLM Prompt Changes Without Breaking Production

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Prompt Release Workflow A one-line prompt edit can look harmless in review and still change the behavior of an entire AI product. It can make a support bot over-answer, make a coding assistant ignore constraints, make a classifier drift toward a new label, or make a JSON-producing workflow quietly break downstream parsing. That is why prompt changes need a release workflow, not just a clever prompt engineer. In 2026, serious LLM teams are learning an uncomfortable lesson: prompts are […]

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Build an AI Contract Intelligence System: OCR + Hybrid RAG + LangGraph to Extract Key Terms…

Build an AI Contract Intelligence System: OCR + Hybrid RAG + LangGraph to Extract Key Terms…

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Build an AI Contract Intelligence System: OCR + Hybrid RAG + LangGraph to Extract Key Terms Automatically A step-by-step guide to automating contract review with PaddleOCR, FAISS, BM25, and GPT-4o inside a LangGraph pipeline Contract Intelligence (Image by Alpha Iterations) Non-members read here for free. Complete Code Repo of the project can be found here. Don’t forget to star the repo! Introduction Contracts are everywhere, including vendor agreements, service orders, and government tenders. Manually reviewing them for critical fields like […]

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