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doc: add AI pipelines observation 

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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Levi Neely 2026-04-18 11:41:33 +02:00
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doc/OBSERVATIONS.md
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**Passive memory** — Every session's chat history accumulates at `s/{id}/chat`, searchable with `grep`. An agent doesn't need to actively decide what to remember. This extends across sessions: an agent can search another session's chat for answers that have already been worked through.
**Sub-agents** — `subagent_spawn` implements fork-join over the `b/` namespace: spawn N specialized agents with a shared prompt, wait for all to complete, collect results in submission order. For heterogeneous parallel delegation (N agents, N different prompts), use a `{parallel: [...]}` stage in `execute_code` — each parallel step calls `subagent_spawn` with a different prompt, all running concurrently.
**AI pipelines with standard tools** — ollie scripts compose into multi-stage AI pipelines via Unix pipes. Proof-of-concept:
```
; s/optimize -n 2 -cm qwen/qwen3-8b -jm 'anthropic/claude-opus-4.6' 'generate a hello world program. use c++.' >[2]/dev/null | s/q
```
`s/optimize` generates and judges candidate prompts, emitting the best to stdout; `s/q` acts on it. Any tool that reads stdin and writes stdout is already a pipeline stage.