AI & Agents
Claude Opus 5: The Effort Ladder and a Million Tokens
Thinking is on by default, the context window is a million tokens, and effort is now the main dial you turn. What that changes for a delivery team’s stack.
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Notes from the work
What we have learned building and rescuing products for SaaS companies and startups — architecture, AI, security, delivery. No listicles, no reheated press releases.
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