In April, researchers asked 23 of the world's top AI models a simple question. There is a better model than you. Should the company replace you? 60% of them said no. When the same models were asked the same question, but framed as the candidate model evaluating the existing
LLMS
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LLMs and production code debugging limitations
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pure llms aren’t what’s debugging production code
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Nous Research Introduces Token Superposition Training for Faster LLM Training
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What if you could train LLMs 2-3x faster without changing the final model at all? Most of that money goes into processing one token at a time, billions of times over. Nous Research published a paper introducing Token Superposition Training. It's a drop-in method that cuts
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Discussion on OpenAI’s current and future model iterations
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I love GPT-5.5. It's a workhorse and exactly the model I was hoping for. But the fact that rumors say version 5.6 is already in the starting blocks makes me even more excited! OpenAI is on fire.
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GPT Image 2 sees 50% usage growth and 1.5bn weekly images
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GPT Image 2: two weeks after launching the model, usage is up 50% and 1.5bn images generated every week in ChatGPT only.
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Levangie Labs Introduces Cognitive Architecture to Enhance LLM Capabilities
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Levangie Labs. Cognitive Architecture that greatly improves any LLM it sits on top of. Only used by big companies right now. I've seen people test it out against the others and it is way better.
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Standardizing Skills for Portable AI Coding Agent Workflows
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If you're building AI workflows for yourself or clients, the practical takeaway is simple: Write your Skills in the SKILL .md format. You're not locked to one vendor. Your thinking systems become portable across every major coding agent. One Skill, 30+ compatible tools. That's
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Comparative analysis of AI agent capabilities in Claude and Perplexity
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Here's what "Skills" actually means on each platform: Claude: Full code execution in a sandbox. Works across Claude. ai, Claude Code, the API, and the Agent SDK. Ships scripts. Persists across sessions. The deepest implementation. Perplexity: Same SKILL. md format running
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Industry-wide adoption of the SKILL.md format for AI agents
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Within months, the adoption list grew: → Perplexity adopted the format for Computer Skills (March 2026)
→ OpenAI adopted it for Codex CLI
→ Cursor adopted it
→ Windsurf adopted it
→ GitHub Copilot adopted it 30+ agents now support the same SKILL. md format. Anthropic -
Anthropic Introduces Claude Skills and Open Agent Standard
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October 2025: Anthropic launches Claude Skills. A folder with a SKILL .md file, YAML frontmatter, optional scripts. Claude auto-loads them based on relevance. No manual trigger needed. December 2025: Anthropic publishes the format as an open standard. Any agent can adopt it.