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Prompt caching reads a repeated prompt prefix at a tenth of the price on Anthropic, OpenAI and Gemini. How it works, what silently breaks it, when to compress.
Jev returns typed, calibrated decisions instead of text in 70–500 ms for $0.042/MTok. What it is, how to call it, and which agent judgments it could take over.
Compare Octomind and Replit Agent on app generation, hosting, persistent workspaces, model control, pricing, channels, and automation.
Windsurf became Devin Desktop in June 2026. Compare Octomind, Cursor, GitHub Copilot, Cline, and OpenCode before choosing a Windsurf alternative.
OpenAI stopped reporting SWE-bench Verified after an audit found 138 flawed tasks, over 60% unsolvable. What broke — and what a real benchmark looks like.
Octomind as an OpenCode alternative, grounded: same-model octobench results on tokens and cost, plus models, persistent machines, channels and automation.
Uber burned its 2026 AI coding budget by April. Gartner says agents use 5–30x more tokens than chatbots. Why bills spiral — and how to finish for fewer.
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