Anthropic Claude Opus 4.6: Architecture & Capabilities (2026)
What is publicly known about Anthropic Claude Opus 4.6 — capability tier, agentic coding, computer use, MCP integration, and how it positions against GPT-5 and Gemini 3 in 2026.
Anthropic Cowork Mode: Desktop AI Agent Architecture Explained
Inside Anthropic Cowork mode — desktop agent architecture, MCP plugin model, sandboxed shell, computer use tier system, and how it differs from Claude Code in 2026.
NVIDIA Spectrum-X: Ethernet Fabric for 100K-GPU AI Clusters
How NVIDIA Spectrum-X re-architects Ethernet for AI training fabrics — adaptive routing, congestion control, BlueField-3 DPUs, and why it competes with InfiniBand at 100K-GPU scale.
Fact-Check: ‘AI Replaced 40% of Coding Jobs’ — What 2026 Studies Show
Dissecting viral 2026 claims that AI replaced 40% of software jobs — Stack Overflow survey, Anthropic Economic Index, BLS data, and what's hype vs reality.
LLMs on Jetson Orin Benchmarked (2026): tok/s & VRAM
Living benchmark — Llama 3.3 8B, Phi-4 14B, and Gemma 3 9B running on Jetson Orin AGX 64GB. Tokens/sec, time-to-first-token, memory, power. Updated quarterly.
Claude Skills Architecture: Dynamic Capability Injection for LLM Agents
How Anthropic Claude Skills inject narrow, on-demand capabilities into production LLM agents without bloating the system prompt. Architecture, patterns, trade-offs.
OpenAI o3 Reasoning Models: Test-Time Compute Scaling Explained
How OpenAI's o3 family scales reasoning at inference time — chain-of-thought RL, verifier models, cost curves, and when test-time compute beats pre-training.
Fact-Check: The AI Scientist Auto-Publishing Papers Viral Clips
Dissecting the viral AI Scientist clips claiming autonomous paper publication. What Sakana/Agent Laboratory actually did, what's hype, and the real state of autonomous research in 2026.
Model Context Protocol (MCP) Explained: How It Works (2026)
Complete MCP architecture guide — JSON-RPC transport, capabilities negotiation, tool discovery, server design, security model, and production patterns.
Apple On-Device AI 2026: Neural Engine, Private Cloud Compute Architecture
How Apple Intelligence works — A19 Neural Engine, Private Cloud Compute, attested ML servers, model routing, and the privacy-preserving AI architecture.