71757faa90
* Sync agent pipeline artifacts to 0.6.0. Add model routing defaults, L2 role updates, convoy telemetry, and manifest tracking without touching unrelated in-progress work. * Record tcg-vault interactive sync (kept local L1/L3 customizations). Update last_synced_at after reviewing behind/conflict artifacts; no overwrites applied. Co-authored-by: Cursor <cursoragent@cursor.com> --------- Co-authored-by: Cursor <cursoragent@cursor.com>
112 lines
4.1 KiB
Markdown
112 lines
4.1 KiB
Markdown
# Model routing policy
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Cost-aware defaults for the agent pipeline. Complements per-role `model:` frontmatter in `.cursor/agents/role-*.md` and the always-on `.cursor/rules/model-routing.mdc`.
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## Goals
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1. **Preserve quality** on planning and decomposition (conductor, architect).
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2. **Cut token spend** on build, audit, and docs (fast/auto tiers).
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3. **Make spend measurable** via convoy metrics (`model`, `model_tier`).
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Validated on Trimble usage (Jan–Jun 2026): ~72% of spend was Opus-tier; ~37% came from 346 sessions at 10M+ tokens. This policy targets both levers.
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## What Cursor enforces vs recommends
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| Mechanism | Enforced? | Notes |
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| --- | --- | --- |
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| `model:` in `.cursor/agents/role-*.md` | **Partial** | Applies when the role is invoked from the Agents UI |
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| `model_policy:` in convoy frontmatter | Recommend | Conductor writes it; humans and roles should follow |
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| `model-routing.mdc` | Recommend | Always-on nudge; ~45 lines |
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| Parent chat model picker | User | Set `auto` or `composer-2.5-fast` for routine work |
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| Settings → Agents → Subagents | Partial | Sets default for built-in explore-style subagents |
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**Known limitation (Jun 2026):** parent agents spawning Task subagents can pass an explicit `model` that overrides role frontmatter. Mitigation: invoke audit/implementer roles directly; avoid "do everything in one Opus chat."
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## Tier table
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| Tier | `model_tier` value | Default model ID | Roles |
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| --- | --- | --- | --- |
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| Premium | `premium` | `claude-4.6-opus-high-thinking` | conductor, architect |
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| Fast | `fast` | `composer-2.5-fast` | ia-architect, ux-reviewer, implementer, reviewer, design-system-auditor, a11y-auditor |
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| Auto | `auto` | `auto` | doc-writer |
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### Escalation (premium)
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Escalate from fast → premium when:
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- Running conductor or architect (always).
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- Implementer failed lint/tests twice on the same brief.
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- Security-sensitive change (auth, RLS, admin routes) and architect explicitly flags `recommended_model: claude-4.6-opus-high-thinking` on the brief.
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Do **not** escalate for: docs-only, audit fan-out, changelog, or single-file hotfixes.
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## Convoy `model_policy` block
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The conductor writes this into `.convoys/<slug>.md` frontmatter:
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```yaml
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model_policy:
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default_session: auto
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roles:
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role-conductor: claude-4.6-opus-high-thinking
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role-architect: claude-4.6-opus-high-thinking
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role-ia-architect: composer-2.5-fast
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role-ux-reviewer: composer-2.5-fast
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role-implementer: composer-2.5-fast
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role-reviewer: composer-2.5-fast
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role-design-system-auditor: composer-2.5-fast
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role-a11y-auditor: composer-2.5-fast
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role-doc-writer: auto
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escalate_to: claude-4.6-opus-high-thinking
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never_premium:
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- role-reviewer
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- role-design-system-auditor
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- role-a11y-auditor
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- role-doc-writer
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```
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Briefs may override with `recommended_model:` and `model_tier:` in frontmatter (set by architect).
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## Multitask + cost
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Audit fan-out saves **wall-clock**, not tokens, when all three auditors run on Opus. Run the cohort on **fast** models:
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```
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/multitask role-reviewer + role-design-system-auditor + role-a11y-auditor
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```
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Invoke each role from the Agents dropdown (or ensure subagent model is `composer-2.5-fast`). See [`multitask-playbook.md`](multitask-playbook.md).
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## Metrics contract
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Each role appends to `.convoys/.metrics.jsonl`:
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```bash
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bash scripts/log-convoy-event.sh \
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role=role-implementer \
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convoy=<slug> \
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brief=<N> \
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model=composer-2.5-fast \
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model_tier=fast \
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duration_s=<seconds>
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```
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Optional: `estimated_cost_usd=<from Cursor usage export>` for monthly rollups.
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Aggregate:
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```bash
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cd ~/code/agent-pipeline/analytics
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npx tsx analyze-convoys.ts <repo-paths...>
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npx tsx render-dashboard.ts
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```
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Dashboard surfaces `events_by_model`, `events_by_model_tier`, and a warning when premium-tier events dominate fast-tier roles.
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## Team checklist
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- [ ] Parent chat default: `auto` or `composer-2.5-fast`
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- [ ] L2 roles installed with `model:` frontmatter (re-bootstrap or sync)
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- [ ] `model-routing.mdc` present (always-apply)
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- [ ] Settings → Agents → Subagents → fast model for explore
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- [ ] Monthly: export team usage CSV + run analytics dashboard
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