
Claude Sonnet 4.6: Approaching Opus at Half the Cost
Claude Sonnet 4.6 nears Opus on agentic work and computer use at half the cost. Benchmarks, adaptive thinking, model card findings and the 1M context beta.
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Claude Sonnet 4.6 nears Opus on agentic work and computer use at half the cost. Benchmarks, adaptive thinking, model card findings and the 1M context beta.

Claude Opus 4.6 adds agent teams, a million-token context window, adaptive thinking and context compaction. The benchmarks and what changes for agentic coding.

Why Claude Code won: terminal agents fit how software already works - files, shell commands, git, logs and project memory. The architecture behind the tool.

Claude Cowork brings the Claude Code agent loop to non-coding work like decks and documents. What it is, which plans include it and what changed since launch.

Progressive disclosure lets agents load tools only when needed. How Cloudflare, Anthropic and Cursor cut token usage, and how to do it in Claude Code.

Self-improving Claude Code skills reflect on sessions, extract your corrections and update their skill file with confidence levels, so mistakes stop repeating.

The best Claude Code sessions start with questions, not code. Spec-driven development forces requirements discovery upfront - interview first, spec second, code last.

Claude Code can control Chrome through your logged-in sessions, with no API keys. What it can do across tabs, how approvals work and the prompt injection risks.

Continual learning in Claude Code uses skills as persistent memory. Capture successes and failures in session retrospectives and share them across teams.

The Ralph Loop uses Claude Code stop hooks to keep an agent working autonomously for hours. How stop hooks, completion promises and max iterations fit together.

Rich Sutton's Bitter Lesson says general methods that leverage computation win by a large margin. What that means for how we build software and what we build.

Every AI-generated site looks the same. Magic Patterns bets on design instead: Chrome extension capture, an infinite canvas for variations, and Figma export.
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