AI · LLM — Production Design Guide
Production patterns for LLM design, cost, and evaluation — from engineers who actually operate them.
- AI · LLM
Claude Opus 4.7 Official Release: A Complete Developer Changelog
Task Budgets, Adaptive Thinking, /ultrareview, a new tokenizer, and breaking changes -- Opus 4.7 analyzed from a developer's perspective.
- AI · LLM
LLM-Era Hardware Paradigm: Why Silicon Became a Strategic Asset Again
The LLM revolution is a hardware revolution. Six axes: GPU diversification, HBM, training vs inference, power, post-Moore, and geopolitics.
- AI · LLM
How LLMs Actually Work: From Transformer to Reasoning Models
A structural deep dive into LLMs — Transformer, Self-Attention, the training pipeline, how they differ from earlier AI, and where the next decade is headed.
- AI · LLM
Anthropic Mythos Model Prediction: What Comes After the Claude Lineup
Analyzing Claude's evolution patterns to predict where the rumored Mythos model fits -- its position, capabilities, and developer impact.
- AI · LLM
Claude Opus 4.7 Leak Analysis: Separating Confirmed Facts from Speculation
Cross-referencing the Vertex AI console exposure, npm source code leak, and The Information report to map what we know about Opus 4.7.
- AI · LLM
Harness Engineering: From Prompts to Runtime Control
Prompt engineering, context engineering, harness engineering -- how LLM paradigms evolved and what each means for production in 2026.
- AI · LLM
Lightweight Local LLM Comparison 2026: Which Model Should You Run Locally
Comparing Llama 4 Scout, Gemma 4, Phi-4 mini, Qwen 3, and Mistral Small 3.1 by VRAM, benchmarks, inference speed, and multilingual performance.
- AI · LLM
Prompt Version Control for Production AI Services
How to design version control, rollback, and A/B testing for prompts in production AI services where prompts matter as much as code.
- AI · LLM
LLM Structured Output: JSON Mode vs Function Calling vs Constrained Decoding
Comparing three approaches to getting reliable JSON from LLMs, with practical guidance on which to choose for production in 2026.
- AI · LLM
Claude Code Desktop App Redesign: When to Switch from CLI and When Not To
The April 2026 Claude Code desktop app adds multi-session, Side Chat, and Routines. Here is what it fixes and when CLI still wins.
- AI · LLM
RAG Pipeline Design: From Chunking to Retrieval Quality Monitoring
How to architect a production RAG system across five layers — chunking, hybrid retrieval, reranking, query transformation, and evaluation metrics.