AI/LLM Models & Capabilities — In-Context Learning to Reasoning
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Tracking the rapid evolution of AI model capabilities, from in-context learning and extended thinking to reasoning models reshaping development workflows.
- Osmond van Hemert — Senior Software Engineer & Applied AI/
- Blog Categories: AI, Security, Development & Infrastructure/
- AI Models, Agents & Industry Analysis/
AI Models, Agents & Industry Analysis
This category is for posts where AI is the main subject: new models and their capabilities, agent systems in practice, and the business and policy decisions shaping deployment. Browse the articles below for analysis of what changed, what the evidence supports, and what developers should evaluate before adoption.
Follow AI Models & Releases for model-specific coverage or AI Industry & Regulation for the policy and market side. The AI tag also includes posts where AI is part of a broader software, security, or infrastructure story.
GTC 2026 Preview — What NVIDIA's Next Move Means for AI
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With NVIDIA’s GTC 2026 around the corner, here’s what developers and infrastructure teams should be watching for in the next generation of AI compute.
EU AI Act GPAI Rules — Six Months In, Compliance Clock Ticking
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The EU AI Act’s general-purpose AI provisions have been in force for six months.
AI Agent Frameworks — The Wild West of Autonomous Systems
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The AI agent framework landscape has exploded, with LangGraph, CrewAI, AutoGen, and dozens more competing for developer mindshare. Here’s what matters.
Google Gemini 2.0 — A New Chapter in Multimodal AI
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Google launches Gemini 2.0 with native multimodal capabilities, and the implications for developers are significant.
GitHub Universe 2025 — Copilot Grows Up and the IDE Fades Further
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GitHub Universe 2025 showed us where coding is headed — and it’s less about typing code than ever before.
AI Coding Assistants Are Growing Up — Beyond Autocomplete
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AI coding assistants have evolved from glorified autocomplete to genuine development partners, and the implications for how we build software are becoming
SWE-bench Contamination — Test Answers in the Training Data
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Research reveals that top AI coding model scores on SWE-bench may be inflated due to git history leaks, raising fundamental questions about how we evaluate AI
Mistral's Le Chat Gets MCP Connectors — Connecting Everything
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Mistral adds custom MCP connectors and persistent memory to Le Chat, signaling that the Model Context Protocol is becoming the standard glue for AI tool
Google's Gemma 3 270M — Why Tiny Models Are the Real AI Story
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Google releases Gemma 3 at 270M parameters, proving that smaller, more efficient models might matter more than the next big model launch.
GPT-5 Is Here — A Developer's First Look at What Actually Changed
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OpenAI launches GPT-5 with significant improvements. Here’s what matters for developers beyond the marketing.
AI Overviews Are Crushing Search Traffic — We Saw This Coming
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Google’s AI Overviews are causing a massive drop in organic search clicks, reshaping how the web works for publishers and developers alike.