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Notes -
Many harnesses now support subagent calling. I have built and recommend building your own from pi-agent with a small set of packages, because everything else feels bloated, excessively opinionated and cache-inefficient. Also pi was shown to sometimes perform better with GPT 5.x than Codex itself, so it's not a big compromise. OpenCode is supposedly good now, I don't have the patience to check it out. If you want server-side execution without being locked into a specific lab's ecosystem, I've heard credible praise for Factory Droid.
One note, all this is likely not viable for your scenario, because DeepSeek's cache pricing is limited to their own first party API (Chinese). I am hopeful that in time Western providers, with their superior hardware, will also figure out effective cache compression and serving from disk, or be compelled to grow more generous if they have figured it out already. But this day is not yet here. (Claude Code plans treat cache as free but has obvious usage limits).
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