Maybe? I've long argued open source isn't inherently less buggy/more secure but the *process* around it can make it easier to secure. Either way, LLMs are changing how we should think about securing code…
LLMS
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Unity AI Gateway Introduces Coding Agent Support Framework
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The era of production-ready coding agents is here, but so is the risk of coding agent sprawl. Today, we’re introducing Coding Agent Support in Unity AI Gateway to bring these tools under a unified governance layer: – Centralized Governance across coding agents, LLM
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LLMs and Coding Agents Excel Beyond Greenfield Development
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Is there still a widespread belief that LLMs and coding agents are good for greenfield development but don't help for maintaining large existing codebases? I don't think that idea holds up any more
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Opus 4.7 Failure Modes Reveal AI’s Jagged Frontier
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Even Opus 4.7 is failing this one. Failure modes like this are interesting because they demonstrate the jagged frontier of AI. This same model can write a compiler from scratch, and yet it gets tripped up on small things like this.
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9-Step Framework: Building Functional AI Agents From Scratch
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How to build AI agents from scratch (9 steps): 1. Purpose & scope 2. I/O schemas 3. System instructions 4. Reasoning + tools 5. Multi-agent orchestration 6. Memory & context 7. Multimodal 8. Structured outputs 9. UI / API Ship agents that do work, not just talk.
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Grok Training and Agent Setup Guide Now Available
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The fun thing is they offer training too. And Grok can teach you how to set it up and get your first agent running anyway.
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Google Releases Gemini 3.1 Flash TTS and Robotics Updates
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What a week! Here’s everything we shipped: — Gemini 3.1 Flash TTS, our latest text-to-speech model, featuring native multi-speaker dialogue and improved controllability and audio tags for more natural, expressive voices in 70+ languages — Gemini Robotics-ER 1.6 by
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DeepSeek monetization strategy and open source philosophy compared
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you dont think deepseek can figure out how to monetize every other part of their stack of extensive interests? also (you'd be the guy to correct me here) they're probably not as philosophically purist on open source as like an AI2 or a huggingface
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Opus 4.7 Fails at Computer Vision Tasks: Performance Issues Revealed
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Don't use Opus 4.7 for computer vision. It's the wrong tool. I ran a simple pointing task on both Opus 4.7 and GPT 5.4: find the cars in an aerial image. Both took several minutes. That alone should tell you these multimodal models aren't built for this job. Opus 4.7
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UniDoc-RL: Hierarchical Visual RAG with Dense Rewards
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UniDoc-RL Coarse-to-Fine Visual RAG with Hierarchical Actions and Dense Rewards paper:
https://huggingface.co/papers/2604.14967
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