330e5200bc
New docs: - dynamic-model-routing.md — complexity classification, tier models, escalation, budget pressure, cost table, adaptive learning - captures-triage.md — fire-and-forget capture, triage pipeline, classification types, dashboard integration, worktree awareness - visualizer.md — four-tab TUI overlay (progress, deps, metrics, timeline), controls, auto-refresh, auto_visualize preference Updated docs: - README.md — added links to three new docs - commands.md — added capture, triage, visualize, knowledge, queue reorder - configuration.md — added dynamic_routing and auto_visualize settings, updated full example with new config options - auto-mode.md — added capture, visualize sections, dashboard badge, dynamic model routing reference - architecture.md — updated dispatch pipeline (routing + captures steps), added key modules table for v2.19 - cost-management.md — added dynamic routing and visualizer tips
127 lines
4.9 KiB
Markdown
127 lines
4.9 KiB
Markdown
# Dynamic Model Routing
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*Introduced in v2.19.0*
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Dynamic model routing automatically selects cheaper models for simple work and reserves expensive models for complex tasks. This reduces token consumption by 20-50% on capped plans without sacrificing quality where it matters.
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## How It Works
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Each unit dispatched by auto-mode is classified into a complexity tier:
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| Tier | Typical Work | Default Model Level |
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|------|-------------|-------------------|
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| **Light** | Slice completion, UAT, hooks | Haiku-class |
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| **Standard** | Research, planning, execution, milestone completion | Sonnet-class |
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| **Heavy** | Replanning, roadmap reassessment, complex execution | Opus-class |
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The router then selects a model for that tier. The key rule: **downgrade-only semantics**. The user's configured model is always the ceiling — routing never upgrades beyond what you've configured.
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## Enabling
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Dynamic routing is off by default. Enable it in preferences:
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```yaml
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---
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version: 1
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dynamic_routing:
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enabled: true
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---
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```
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## Configuration
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```yaml
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dynamic_routing:
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enabled: true
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tier_models: # explicit model per tier (optional)
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light: claude-haiku-4-5
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standard: claude-sonnet-4-6
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heavy: claude-opus-4-6
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escalate_on_failure: true # bump tier on task failure (default: true)
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budget_pressure: true # auto-downgrade when approaching budget ceiling (default: true)
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cross_provider: true # consider models from other providers (default: true)
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hooks: true # apply routing to post-unit hooks (default: true)
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```
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### `tier_models`
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Override which model is used for each tier. When omitted, the router uses a built-in capability mapping that knows common model families:
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- **Light:** `claude-haiku-4-5`, `gpt-4o-mini`, `gemini-2.0-flash`
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- **Standard:** `claude-sonnet-4-6`, `gpt-4o`, `gemini-2.5-pro`
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- **Heavy:** `claude-opus-4-6`, `gpt-4.5-preview`, `gemini-2.5-pro`
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### `escalate_on_failure`
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When a task fails at a given tier, the router escalates to the next tier on retry. Light → Standard → Heavy. This prevents cheap models from burning retries on work that needs more reasoning.
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### `budget_pressure`
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When approaching the budget ceiling, the router progressively downgrades:
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| Budget Used | Effect |
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|------------|--------|
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| < 50% | No adjustment |
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| 50-75% | Standard → Light |
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| 75-90% | More aggressive downgrading |
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| > 90% | Nearly everything → Light; only Heavy stays at Standard |
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### `cross_provider`
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When enabled, the router may select models from providers other than your primary. This uses the built-in cost table to find the cheapest model at each tier. Requires the target provider to be configured.
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## Complexity Classification
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Units are classified using pure heuristics — no LLM calls, sub-millisecond:
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### Unit Type Defaults
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| Unit Type | Default Tier |
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|-----------|-------------|
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| `complete-slice`, `run-uat` | Light |
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| `research-*`, `plan-*`, `complete-milestone` | Standard |
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| `execute-task` | Standard (upgraded by task analysis) |
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| `replan-slice`, `reassess-roadmap` | Heavy |
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| `hook/*` | Light |
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### Task Plan Analysis
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For `execute-task` units, the classifier analyzes the task plan:
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| Signal | Simple → Light | Complex → Heavy |
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|--------|---------------|----------------|
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| Step count | ≤ 3 | ≥ 8 |
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| File count | ≤ 3 | ≥ 8 |
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| Description length | < 500 chars | > 2000 chars |
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| Code blocks | — | ≥ 5 |
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| Complexity keywords | None | Present |
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**Complexity keywords:** `research`, `investigate`, `refactor`, `migrate`, `integrate`, `complex`, `architect`, `redesign`, `security`, `performance`, `concurrent`, `parallel`, `distributed`, `backward compat`
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### Adaptive Learning
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The routing history (`.gsd/routing-history.json`) tracks success/failure per tier per unit type. If a tier's failure rate exceeds 20% for a given pattern, future classifications are bumped up. User feedback (`over`/`under`/`ok`) is weighted 2× vs automatic outcomes.
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## Interaction with Token Profiles
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Dynamic routing and token profiles are complementary:
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- **Token profiles** (`budget`/`balanced`/`quality`) control phase skipping and context compression
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- **Dynamic routing** controls per-unit model selection within the configured phase model
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When both are active, token profiles set the baseline models and dynamic routing further optimizes within those baselines. The `budget` token profile + dynamic routing provides maximum cost savings.
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## Cost Table
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The router includes a built-in cost table for common models, used for cross-provider cost comparison. Costs are per-million tokens (input/output):
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| Model | Input | Output |
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|-------|-------|--------|
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| claude-haiku-4-5 | $0.80 | $4.00 |
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| claude-sonnet-4-6 | $3.00 | $15.00 |
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| claude-opus-4-6 | $15.00 | $75.00 |
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| gpt-4o-mini | $0.15 | $0.60 |
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| gpt-4o | $2.50 | $10.00 |
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| gemini-2.0-flash | $0.10 | $0.40 |
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The cost table is used for comparison only — actual billing comes from your provider.
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