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# Model Detection and Privacy Notes
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Loop-architect detection is intentionally dumb and transparent. It stores
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invocation metadata only, never credentials.
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## Registry
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Default registry path:
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```text
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~/.loop-architect/models.json
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```
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Registry entries should look like:
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```json
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{
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"kiro": {
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"cli": "kiro-cli",
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"invoke": ["kiro-cli", "chat", "--trust-all-tools", "-p"],
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"probe": ["kiro-cli", "--version"],
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"available": true,
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"authed": true,
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"local": false,
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"capabilities": {
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"headless": true,
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"goal": true,
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"subagent": true,
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"review_loop": true
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}
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},
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"claude": {
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"cli": "claude",
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"invoke": ["claude", "-p"],
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"probe": ["claude", "--version"],
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"available": true,
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"authed": true,
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"local": false,
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"capabilities": {
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"headless": true,
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"goal": true,
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"subagent": false,
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"review_loop": false
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}
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}
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}
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```
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## Capabilities
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`headless`
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: The CLI accepts a prompt via stdin/argument and returns output via stdout
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without interactive prompts. Required for use as host or judge in the
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external Python runner.
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`goal`
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: The CLI supports a `/goal` command that runs an autonomous loop with
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self-verification. When present, RUN_IN_SESSION.md can emit a `/goal`
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one-liner as an alternative execution path.
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`subagent`
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: The CLI can spawn isolated sub-agents with their own context. When present,
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the council can use native subagent review loops instead of shelling out.
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`review_loop`
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: The CLI supports iterative review loops with trigger-based feedback (e.g.
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Kiro's `loop_to` with `NEEDS_CHANGES` trigger). Enables native cross-model
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review without the external runner.
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## Kiro CLI Specifics
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- Headless mode requires `--trust-all-tools` or the session halts waiting for
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tool approval.
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- Full invoke pattern: `["kiro-cli", "chat", "--trust-all-tools", "-p"]`
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- The `/goal --max N` command provides native loop execution with configurable
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iteration limits (default 5).
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- Subagent review loops use a `trigger` string (e.g. `NEEDS_CHANGES`) and
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`max_iterations` cap.
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## `authed` Semantics
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`authed` means the basic probe command exited cleanly. It is a convenience
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signal, not a guarantee that a future paid model call will succeed.
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## Default Redactions
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- `.env`
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- `.env.*`
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- `secrets/**`
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- `**/*.key`
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Add project-specific globs for customer data, private transcripts, or internal
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design docs before sending anything to a non-local council member.
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## Local Model UX
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Surface `ollama` as the privacy-preserving option when present. It may be lower
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quality than frontier hosted models, but it keeps council review in-house.
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