Running LLMs Locally — The Latest Quantization Breakthroughs
··1720 words·9 mins
New quantization techniques enable running large language models locally with minimal quality loss, reshaping AI infrastructure and deployment economics.
- 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.
AI Model Optimization & Efficiency — Making AI Accessible
·1329 words·7 mins
The era of ‘bigger is better’ in AI is ending—quantization, pruning, and knowledge distillation are making smaller, faster models the new standard.
SpaceX Agrees to Acquire Cursor — $60B AI Coding Deal
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SpaceX’s June agreement valued Cursor at $60 billion in equity; the acquisition completed in August. What the merger means for AI coding tools.
US Halts Anthropic's Fable 5 & Mythos 5 — A Watershed Moment
··1019 words·5 mins
US export-control directive forces Anthropic to suspend Fable 5 and Mythos 5 globally over alleged jailbreak—raising critical questions about government AI
LLM Agents in Production — Moving Beyond Chat Interfaces
··2358 words·12 mins
Multi-agent LLM systems are shifting from experimental chat interfaces to autonomous production systems.
Claude's In-Context Learning — The End of Fine-Tuning
··1593 words·8 mins
Anthropic’s latest Claude breakthrough lets developers inject task-specific knowledge directly into prompts without fine-tuning, fundamentally shifting how we
AI Regulation & Compliance — Building Responsible AI Systems
··778 words·4 mins
Navigate AI regulation frameworks: EU AI Act, GPAI compliance, supply chain security, and building AI systems with governance by design.
AI-Assisted Testing — From Unit Tests to Behavior Validation
··1539 words·8 mins
AI models can now generate tests, find edge cases, and validate behavior at scale. But blindly using AI for testing creates false confidence.
The Rise of Agent-Based Systems in Software Development
··1060 words·5 mins
AI agents are moving from research labs into production systems, fundamentally changing how we architect software for autonomous decision-making and execution.
Anthropic's SpaceX Deal — How Compute Became the Real AI Moat
··1207 words·6 mins
Anthropic just bought all 300+ MW of SpaceX’s Colossus 1 data centre.
Agent Systems Architecture Patterns — Building Autonomous Systems
··681 words·4 mins
Explore architecture patterns for building agent-based systems, from reasoning loops to tool integration and operational governance.
GitHub Copilot Agent Mode Goes GA — What It Means for Developers
··908 words·5 mins
GitHub Copilot’s agent mode is now generally available, promising autonomous multi-step coding.