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H8: Fix stale docs — model chain + schedule table

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- model-chain.md: updated to Aug 8 with 18-model expansion verification
- New models documented: claude-sonnet-4-6, claude-opus-4-8, claude-fable-5,
  gemini-2.5-flash/pro, xai/grok-4.3, gpt-5, gpt-5-mini
- Fixed gemini-3.6-flash → gemini-flash-latest in key model lists
- backup-plan.md: Dawarich/RAGFlow added to schedule table (H6 follow-up)
- Server specs verified accurate (12 vCPU, 31 GB, 1 TB on app1)
- UniFi verified live (302 → /manage)
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@@ -1,9 +1,11 @@
# AI Model Architecture — IT Pro Partner
**Updated:** August 6, 2026
**Updated:** August 8, 2026
Two separate concepts: **fallback chain** (survival — direct API keys) and **operational chain** (daily toolbox — admin-ai only). The two-key strategy means operational keys run through admin-ai/LiteLLM; fallback keys are direct provider API keys with daily limits.
> **Aug 8 verification:** All 18 models confirmed active in LiteLLM DB. New additions since Aug 6: claude-sonnet-4-6, claude-sonnet-4-5, claude-opus-4-8, claude-fable-5, gemini-2.5-flash, gemini-2.5-pro, xai/grok-4.3.
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## Fallback Chain *(auto-failover — direct API keys)*
@@ -47,12 +49,12 @@ All route through admin-ai. Shared budget via `hermes-agent-v5` key.
- **Created:** Jul 31, 2026
- **Budget:** $30/day
- **Spend:** $20.36 (as of Aug 6)
- **Models (7):** deepseek-v4-pro, deepseek-v4-flash, gemini-3.6-flash, claude-sonnet-5, claude-haiku-4-5, gpt-5.6-luna, xai/grok-4.5
- **Models:** deepseek-v4-pro, deepseek-v4-flash, gemini-flash-latest, claude-sonnet-5, claude-haiku-4-5, gpt-5.6-luna, xai/grok-4.5 (+ claude-sonnet-4-6, claude-opus-4-8, claude-fable-5, gemini-2.5-flash/pro, grok-4.3, gpt-5, gpt-5-mini available)
### Anita's Hermes Key
- **Budget:** $10/day
- **Spend:** $0.11 (as of Aug 6)
- **Models (7):** deepseek-v4-pro, deepseek-v4-flash, gemini-flash-latest, claude-sonnet-5, claude-haiku-4-5, gpt-5.6-luna, xai/grok-4.5
- **Models:** deepseek-v4-pro, deepseek-v4-flash, gemini-flash-latest, claude-sonnet-5, claude-haiku-4-5, gpt-5.6-luna, xai/grok-4.5 (+ same expansions as hermes-agent-v5)
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