feat: model registry Phase 3 — slot-based backend toggle
Backend toggle now cycles through chat role models by label instead of
cycling service type strings (auto/claude/gemini/local).
- model_registry: get_model_for_slot() — resolves a specific priority
slot without walking the fallback chain
- llm_client: complete() gains slot param; explicit slot selection
dispatches directly to that model with no silent fallback
- routers/chat.py: ChatRequest.slot; GET /backend returns chat_models
[{slot, label, type}] for the UI; _stream_chat uses resolved model
label for the response tag when a slot is pinned
- app.js: toggle loads chat_models from /backend, cycles by label,
sends slot in chat payload; legacy model field removed from payload
- app.js: fix Gap B — agent mode placeholder no longer says "Gemini
tool loop"; now says "orchestrator"
- DESIGN doc: updated to reflect phases 1+2 complete, catalog-as-code
decision, Gap A/B documented, Phase 3 implementation details
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
This commit is contained in:
@@ -1,62 +1,71 @@
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# Model Registry V2 — Design Document
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> Status: Planning / Pre-implementation
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> Status: Phase 3 in progress
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> Goal: Unified, provider-agnostic model management with clean role-based routing
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---
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## Problem Statement
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The current system has two classes of models with different treatment:
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The original system had two classes of models with different treatment:
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| Type | How configured | How selected |
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|---|---|---|
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| Claude, Gemini | Hardcoded built-ins (`claude_cli`, `gemini_api`) | Backend toggle string ("claude"/"gemini") |
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| Local (Ollama, Open WebUI) | Configured via `/settings/local` | Backend toggle string "local" |
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This breaks down when you want:
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- Multiple Gemini API keys (e.g. one per Google account)
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- Claude via direct API key instead of OAuth CLI
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- OpenRouter or other hosted providers alongside local models
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- Role assignments to span all provider types uniformly
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- A chat toggle that shows "which model" not "which service"
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This breaks down when you want multiple Gemini API keys, OpenRouter alongside local models,
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role assignments spanning all provider types, or a toggle that shows which model is active
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instead of which service.
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---
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## Proposed Architecture
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## Architecture
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### Core concept: Providers + Credentials + Models + Roles
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```
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Providers (built-in, fixed set)
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└─ Anthropic ← has a catalog of Claude model IDs
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└─ Google ← has a catalog of Gemini model IDs
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└─ Anthropic ← catalog of Claude model IDs (code constants)
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└─ Google ← catalog of Gemini model IDs (code constants)
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└─ Local Host ← OpenAI-compatible endpoint (user adds these)
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Credentials (user-configured, per provider)
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└─ Anthropic ← Claude CLI (OAuth, default) or API key
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Credentials (user-configured, stored in model_registry.json)
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└─ Anthropic ← Claude CLI (OAuth, default) — API key support in Phase 4
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└─ Google ← one or more API keys (one per Google account)
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└─ Local Host ← api_key stored on the host record (existing)
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└─ Local Host ← api_key stored on the host record
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Model Entries (user-registered — "I want to use this model")
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Model Entries (user-registered)
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└─ Provider + model ID + credential = one usable model entry
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└─ Same model ID with two different accounts = two model entries
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Role Assignments (unified — any model entry can fill any role)
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└─ chat: primary → backup_1 → backup_2
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└─ chat: primary → backup_1 → backup_2
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└─ orchestrator: primary → backup_1
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└─ distill: primary
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└─ distill: primary
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└─ (etc.)
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```
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### Backend toggle redesign
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### Catalog design decision
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**Current:** cycles service type strings — `auto → claude → gemini → local`
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**New:** cycles through the chat role's assigned models — `Primary → Backup 1 → Backup 2`
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Catalogs (`ANTHROPIC_CATALOG`, `GOOGLE_CATALOG`) are **Python constants** in
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`model_registry.py`, not stored in the per-user JSON. Updated with each code deploy.
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Per-user catalog customisation is deferred to Phase 4.
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The toggle displays the active model's label (e.g. "Sonnet 4.6" / "Gemini 2.5 Flash" / "Gemma 4 E4B"). Auto defaults to Primary.
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### Backend toggle redesign (Phase 3)
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This means the toggle is context-free — it just picks a slot — and all the "what model, what provider, what credentials" logic lives in the registry.
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**Before:** cycles service type strings — `auto → claude → gemini → local`
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**After:** cycles through the chat role's configured models by label:
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```
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Sonnet 4.6 (CLI) → Gemini 2.5 Flash → Gemma 4 E4B → (wraps)
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```
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- Shows the resolved model label on the toggle button
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- If no chat role models are configured: shows "auto", uses existing role routing
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- Click skips empty slots automatically
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- Color: `claude_cli` = default, `gemini_*` = blue, `local_openai` = amber
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UI sends `slot: "primary" | "backup_1" | "backup_2"` (not backend type string).
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`llm_client.complete()` resolves that slot from the chat role and dispatches by `type`.
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---
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@@ -67,74 +76,22 @@ Stored in `home/{user}/model_registry.json`.
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```json
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{
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"version": 2,
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"providers": {
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"anthropic": {
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"catalog": [
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{"id": "claude-opus-4-7", "label": "Claude Opus 4.7", "context_k": 200},
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{"id": "claude-sonnet-4-6", "label": "Claude Sonnet 4.6", "context_k": 200},
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{"id": "claude-haiku-4-5", "label": "Claude Haiku 4.5", "context_k": 200}
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],
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"credentials": [
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{"id": "cli", "label": "Claude CLI (OAuth)", "type": "cli"}
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]
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"credentials": [{"id": "cli", "label": "Claude CLI (OAuth)", "type": "cli"}]
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},
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"google": {
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"catalog": [
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{"id": "gemini-2.5-pro", "label": "Gemini 2.5 Pro", "context_k": 1000},
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{"id": "gemini-2.5-flash", "label": "Gemini 2.5 Flash", "context_k": 1000},
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{"id": "gemini-2.0-flash", "label": "Gemini 2.0 Flash", "context_k": 1000},
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{"id": "gemini-1.5-pro", "label": "Gemini 1.5 Pro", "context_k": 2000}
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],
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"accounts": [
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{"id": "osit", "label": "One Sky IT (scott.idem@oneskyit.com)", "api_key": "AIza..."}
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]
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"accounts": [{"id": "a1b2", "label": "One Sky IT", "api_key": "AIza..."}]
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}
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},
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"hosts": [
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{
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"id": "h1",
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"label": "Gaming Laptop",
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"api_url": "http://192.168.x.x:3000",
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"api_key": "",
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"host_type": "openwebui"
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}
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{"id": "h1", "label": "Gaming Laptop", "api_url": "http://...", "api_key": "", "host_type": "openwebui"}
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],
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"models": [
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{
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"id": "m1",
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"label": "Sonnet 4.6 (CLI)",
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"type": "claude_cli",
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"provider": "anthropic",
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"model_name": "claude-sonnet-4-6",
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"credential_id": "cli",
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"context_k": 200,
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"tags": ["chat", "persona"]
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},
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{
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"id": "m2",
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"label": "Gemini 2.5 Flash (OSIT)",
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"type": "gemini_api",
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"provider": "google",
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"model_name": "gemini-2.5-flash",
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"account_id": "osit",
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"context_k": 1000,
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"tags": ["orchestrator", "research"]
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},
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{
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"id": "m3",
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"label": "Gemma 4 E4B",
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"type": "local_openai",
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"provider": "local",
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"host_id": "h1",
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"model_name": "gemma4:e4b",
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"context_k": 72,
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"tags": ["fast", "local"]
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}
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{"id": "m1", "type": "claude_cli", "label": "Sonnet 4.6 (CLI)", "model_name": "claude-sonnet-4-6", "provider": "anthropic", "credential_id": "cli", "context_k": 1000, "tags": []},
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{"id": "m2", "type": "gemini_api", "label": "Gemini 2.5 Flash", "model_name": "gemini-2.5-flash", "provider": "google", "account_id": "a1b2", "context_k": 1000, "tags": []},
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{"id": "m3", "type": "local_openai", "label": "Gemma 4 E4B", "model_name": "gemma4:e4b", "provider": "local", "host_id": "h1", "context_k": 72, "tags": []}
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],
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"roles": {
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"chat": {"primary": "m1", "backup_1": "m2", "backup_2": "m3"},
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"orchestrator":{"primary": "m2", "backup_1": "m3"},
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@@ -143,168 +100,100 @@ Stored in `home/{user}/model_registry.json`.
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}
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```
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### Key differences from V1
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### Model types and dispatch
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| V1 | V2 |
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|---|---|
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| Built-ins (`claude_cli`, `gemini_api`) are hardcoded constants | All models are registry entries — built-ins become auto-populated defaults |
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| Single Gemini API key in `auth.json` | `providers.google.accounts[]` — list of accounts |
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| Role assignments only work with local models in UI | All models in all roles |
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| Host list only for local | Host list stays for local; `providers` section for cloud |
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| `type` field existed but only `local_openai` was user-configurable | `type` fully determines dispatch for all models |
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| `type` | Dispatches via | Notes |
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|---|---|---|
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| `claude_cli` | Claude CLI subprocess | `~/.claude/.credentials.json` OAuth |
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| `gemini_cli` | Gemini CLI subprocess | |
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| `gemini_api` | Currently: Gemini CLI (gap — see Phase 4) | Should use google-genai SDK |
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| `local_openai` | HTTP to OpenAI-compatible endpoint | host_type controls path |
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### Built-in model IDs
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Always resolvable without a registry entry (used as `.env` role defaults):
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`claude_cli`, `gemini_cli`, `gemini_api`
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---
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## Resolution Logic (updated)
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## Resolution Logic
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`get_model_for_role(username, role)` stays the same interface. Internally:
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`get_model_for_role(username, role)` — walks `primary → backup_1 → backup_2 → backup_3 → backup_4`, returns first resolved model config with credentials merged in. Falls back to `.env` defaults, then hardcoded last-resort.
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1. Walk `roles[role].primary → backup_1 → backup_2 → backup_3 → backup_4`
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2. For each slot: resolve the model entry → merge in credentials
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3. If no registry entry for a role: fall back to `.env` defaults, then hardcoded
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`_resolve_model(registry, model_id)` gains new merge cases:
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- `type == "claude_cli"` → merge in credential from `providers.anthropic.credentials`
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- `type == "gemini_api"` → merge in `api_key` from `providers.google.accounts[account_id]`
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- `type == "local_openai"` → merge host fields (existing logic, unchanged)
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### Backend toggle → dispatch
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```
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UI sends: slot = "primary" | "backup_1" | "backup_2" | null (auto)
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```
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`llm_client.complete()` resolves the slot against the `chat` role, gets a full model config, dispatches by `type`. No more `"claude"/"gemini"/"local"` string matching.
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`get_model_for_slot(username, role, slot)` — resolves *only* the named slot, no fallback chain. Used by Phase 3 explicit slot selection.
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---
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## Routing Code Changes
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## Routing Code
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### `llm_client.complete()`
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- **Remove:** `model: str | None` → service type string
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- **Add:** `slot: str | None = None` → role slot override ("primary"/"backup_1"/etc.)
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- Dispatch table: `type` → handler
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- `claude_cli` → `_claude()` (unchanged)
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- `claude_api` → `_claude_api()` (new, direct Anthropic API — future phase)
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- `gemini_cli` → `_gemini()` (unchanged)
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- `gemini_api` → `_gemini_api()` (new, replaces current hardcoded gemini_api built-in)
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- `local_openai` → `_local()` (unchanged)
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### `llm_client.complete()` (Phase 3 update)
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### `orchestrator_engine.py` / `openai_orchestrator.py`
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- Get orchestrator model via `get_model_for_role(username, "orchestrator")`
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- Already works — `openai_orchestrator.py` runs when type is `local_openai`
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- `orchestrator_engine.py` (Gemini) runs when type is `gemini_api`
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```
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slot: str | None → resolve specific slot, no fallback (explicit selection)
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model: str | None → legacy backend strings, kept for backward compat
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(neither) → auto: role-based routing with full fallback chain
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```
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### Chat router (`routers/chat.py`)
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- Accept `slot` instead of `model` from UI
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- Pass to `llm_client.complete(slot=slot)`
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Dispatch table (`type` → backend function):
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- `claude_cli` → `_claude()`
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- `gemini_cli` → `_gemini()`
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- `gemini_api` → `_gemini()` ← **gap: should be `_gemini_api()` (Phase 4)**
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- `local_openai` → `_local()`
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### `routers/chat.py` (Phase 3 update)
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- `ChatRequest` gets `slot: str | None = None`
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- `GET /backend` returns `chat_models: [{slot, label, type}]` for the UI toggle
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- `_stream_chat` resolves model label from slot when `req.slot` is set
|
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|
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### `app.js` (Phase 3 update)
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|
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- Loads `chat_models` from `GET /backend` on page init
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- Toggle cycles through `chat_models` by label, sends `slot` in chat payload
|
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- Agent mode placeholder: remove "Gemini tool loop" hardcode → "orchestrator"
|
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|
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---
|
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|
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## Settings UI Redesign
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## Known Gaps (not yet implemented)
|
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|
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### New page structure
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### Gap A — `gemini_api` dispatch in `llm_client` (Phase 4)
|
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`_TYPE_TO_BACKEND` maps `gemini_api → "gemini"` (CLI subprocess). If a user assigns a
|
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`gemini_api` type model to the `chat` role, it silently routes to the Gemini CLI instead
|
||||
of the Google genai SDK. Fix: add `_gemini_api()` in `llm_client.py` that calls the SDK
|
||||
directly, matching how `orchestrator_engine.py` does it. Needs API key from resolved config.
|
||||
|
||||
```
|
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/settings/models ← unified model registry (replaces /settings/local)
|
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Section 1: Cloud Providers
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Anthropic
|
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- credential: Claude CLI (OAuth) [default, always there]
|
||||
- + Add API Key (future)
|
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- model catalog [editable list of available Claude models]
|
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Google
|
||||
- accounts: [osit key ●●●●, + Add account]
|
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- model catalog [editable list of available Gemini models]
|
||||
Section 2: Local Hosts
|
||||
[existing host cards, unchanged]
|
||||
Section 3: Models
|
||||
[unified list — all registered model entries across all providers]
|
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+ Add Model (provider picker first, then model + credential/account dropdowns)
|
||||
|
||||
/settings/roles ← standalone page (or promoted to /settings/models bottom)
|
||||
Role Assignments
|
||||
chat: [primary ▾] [backup 1 ▾] [backup 2 ▾]
|
||||
orchestrator: [primary ▾] [backup 1 ▾]
|
||||
distill: [primary ▾]
|
||||
(all dropdowns show all models from all providers)
|
||||
```
|
||||
|
||||
### Backend toggle in chat UI
|
||||
|
||||
Replace the `claude → gemini → local → auto` cycle with:
|
||||
|
||||
```
|
||||
[Model label] ▾ (clickable cycles through chat role slots)
|
||||
```
|
||||
|
||||
- Shows the label of the currently active chat model
|
||||
- Click cycles: Primary → Backup 1 → Backup 2 → Primary
|
||||
- Slots with no model assigned are skipped
|
||||
- Color: same purple/amber/slate theme, based on provider type (optional)
|
||||
|
||||
---
|
||||
|
||||
## Migration
|
||||
|
||||
V1 → V2 is handled in `_load()`:
|
||||
|
||||
1. Detect `version == 1` (or missing)
|
||||
2. Synthesize `providers.anthropic` catalog from hardcoded defaults
|
||||
3. Synthesize `providers.google` — migrate API key from `auth.json` as first account
|
||||
4. Convert built-in role assignments (`claude_cli` / `gemini_api`) to new model entry IDs
|
||||
5. Existing `hosts[]` and `local_openai` models carry over unchanged
|
||||
6. Write `version: 2` and save
|
||||
|
||||
No data loss. Old `local_llm.json` migration path still works (V0 → V1 → V2).
|
||||
### Gap B — Agent mode placeholder (Phase 3, quick fix)
|
||||
`app.js` lines 257–258 hard-code `"Gemini tool loop"`. Should say `"orchestrator"` since
|
||||
the orchestrator role can now be a local model.
|
||||
|
||||
---
|
||||
|
||||
## Phases
|
||||
|
||||
### Phase 1 — Data model + backend routing (no UI changes yet)
|
||||
- Extend schema to V2 in `model_registry.py`
|
||||
- Migration from V1 on first load
|
||||
- Update `_resolve_model()` to handle `gemini_api` + account lookup
|
||||
- Update `llm_client.complete()` to accept `slot` parameter
|
||||
- Update `routers/chat.py` to pass `slot` instead of backend string
|
||||
- Keep backend toggle UI working (map old strings to slots temporarily)
|
||||
- **Deliverable:** routing works with multi-account Gemini, no UI changes needed yet
|
||||
### Phase 1 — Data model + routing ✅ 2026-04-27
|
||||
- V2 schema with `providers` section
|
||||
- Auto migration V1→V2 (pulls gemini_api_key from auth.json → Google accounts)
|
||||
- `_resolve_model()` merges account API key for `gemini_api` type
|
||||
- `get_google_api_key()`, `save_cloud_model()`, `save/remove_google_account()`
|
||||
- Orchestrator router uses model-resolved API key
|
||||
|
||||
### Phase 2 — Cloud provider UI
|
||||
- Add Anthropic and Google sections to `/settings/local` (rename to `/settings/models`)
|
||||
- Google accounts: add/remove API keys with labels
|
||||
- Editable model catalog for Anthropic + Google (add/remove model IDs from the list)
|
||||
- Model entry creation: provider picker → model dropdown (from catalog) → account/credential picker
|
||||
- **Deliverable:** can register cloud models in the UI just like local models
|
||||
### Phase 2 — Cloud provider UI ✅ 2026-04-27
|
||||
- `/settings/models` (canonical, `/settings/local` redirects)
|
||||
- Cloud Providers section: Anthropic info + Google account add/remove
|
||||
- Add Model form with provider tabs (Local / Google / Anthropic)
|
||||
- Provider badges on model rows (Anthropic / Google / Local)
|
||||
- Settings page updated: Gemini Key section replaced by Model Registry card
|
||||
|
||||
### Phase 3 — Unified role assignments + toggle redesign
|
||||
- Promote role assignments to standalone `/settings/roles` page (or `/settings/models` bottom)
|
||||
- All models from all providers appear in role selects
|
||||
- Chat UI toggle: replace service-type cycle with slot cycle, show model label
|
||||
- **Deliverable:** end-to-end unified experience
|
||||
### Phase 3 — Toggle redesign + routing cleanup 🔄 in progress
|
||||
- `model_registry.get_model_for_slot()` — resolve a specific slot without fallback chain
|
||||
- `llm_client.complete()` — add `slot` parameter
|
||||
- `routers/chat.py` — `ChatRequest.slot`, extend `GET /backend`, slot label in response tag
|
||||
- `app.js` — data-driven toggle cycling model labels; send `slot` not backend string
|
||||
- Fix Gap B: agent mode placeholder
|
||||
|
||||
### Phase 4 — Polish + future providers
|
||||
- Claude direct API key support (optional, CLI is fine for now)
|
||||
- OpenRouter as a named provider (already works as a "local" host with host_type=openai — could be promoted)
|
||||
- Model catalog sync: fetch available models from Anthropic/Google API if keys are present
|
||||
- Fix Gap A: `gemini_api` dispatch in `llm_client` → direct Google genai SDK for chat
|
||||
- Claude direct API key support (alternative to CLI OAuth)
|
||||
- OpenRouter as a named provider (already works as local host; could be promoted)
|
||||
- Per-role "test" button in role assignments UI
|
||||
|
||||
---
|
||||
|
||||
## Open Questions
|
||||
|
||||
1. **Claude direct API key:** Is this needed now, or is CLI OAuth sufficient for all users?
|
||||
- Decision: CLI-only for Phase 1; add API key support in Phase 4 if needed
|
||||
|
||||
2. **Catalog management:** Should the Anthropic/Google catalogs be server-wide defaults
|
||||
that users can extend, or fully per-user?
|
||||
- Recommendation: ship sensible defaults in code (updated with each deploy);
|
||||
users can add custom entries if needed
|
||||
|
||||
3. **Toggle UX:** Cycle through slot labels ("Primary / Backup 1 / Backup 2") or cycle
|
||||
through model labels ("Sonnet 4.6 / Gemini 2.5 Flash / Gemma 4")?
|
||||
- Model labels are more useful — clearer what you're switching to
|
||||
|
||||
4. **Orchestrator mode toggle:** Does agent mode also respect the slot toggle, or is it
|
||||
always "use orchestrator role"?
|
||||
- Keep orchestrator role separate; the UI toggle only affects `chat` role
|
||||
- Per-user catalog additions (extend ANTHROPIC_CATALOG / GOOGLE_CATALOG from UI)
|
||||
|
||||
Reference in New Issue
Block a user