feat: D24 fact intervals (--as-of) and bin/stack assistant helpers.
Store valid_from/valid_to on leafs and filter search by calendar day without overloading D16 source staleness; stack start/start-assistant wires brain + PicoClaw.
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@@ -6,6 +6,18 @@ CPU reasoner. Default agent model is `qwen3.5:9b` (RAM path, D18). Weights stay
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in the reasoner volume, not in the 2dph image.
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No secrets in git: Ollama needs no key; MCP is local HTTP.
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```bash
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bin/stack/start-assistant
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bin/stack/start-assistant --no-attach
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bin/stack/start-assistant -- -m "search the 2dph brain for LadybugDB"
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bin/stack/status
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bin/stack/stop
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```
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`start-assistant` reuses a healthy brain on `:8630`, starts the CPU reasoner,
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pulls `qwen3.5:9b` if missing, brings up the gateway with `--no-deps picoclaw`,
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then `picoclaw agent` (MCP `search` → `get` → `audit`). Gateway-only Compose:
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```bash
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docker compose --profile picoclaw up -d
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# already serving :8630 / :11435:
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