docs(model-chain): correct V4 Pro retirement claim; record flash cost-map override
- V4 Pro is NOT retiring Sep 14: DeepSeek reversed the sunset and continues it unchanged at 1.32/3.96, so the legacy name does not auto-route to Flash - admin-ai built-in map carried the superseded Flash peak rates (0.44 miss / 0.014 cache-hit / 1.32 out) - applied peak override via /model/update (0.30 miss / 0.006 cache-hit / 1.20 out) - verified: persisted in litellm_params, API-reported, live call billed 1.71e-05
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@@ -1,6 +1,6 @@
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# AI Model Architecture — IT Pro Partner
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**Updated:** August 17, 2026
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**Updated:** September 11, 2026
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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.
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@@ -14,9 +14,9 @@ Survives admin-ai outage. All direct provider keys have daily caps. Fires in ord
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| Tier | Model | Provider | Key type | Daily cap |
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|---|---|---|---|---|
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| **Primary** | `deepseek-v4-pro` | `admin-ai` | operational | $30/mo budget |
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| **Primary** | `deepseek-v4-flash` | `admin-ai` | operational | $700/30d (~$23.33/day) |
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| **F1** | `deepseek-v4-flash` | `deepseek` (direct) | fallback | $3 |
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| **F2** | `gemini-3.6-flash` | `google` (direct) | fallback | $2 |
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| **F2** | `gemini-3.8-flash` | `google` (direct) | fallback | $2 |
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| **F3** | `grok-4.5` | `xai` (direct) | fallback | $2 |
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| **F4** | `claude-sonnet-5` | `anthropic` (direct) | fallback | $5 |
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| **F5** | `gpt-5-mini` | `openai` (direct) | fallback | $2 |
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@@ -31,15 +31,17 @@ All route through admin-ai. Shared budget via `hermes-agent-v5` key.
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| Role | Model | Provider | Use When |
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|---|---|---|---|
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| **Conductor** | `deepseek-v4-pro` | admin-ai (DeepSeek) | All standard work — orchestration, delegation, coding |
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| **Workhorse** | `deepseek-v4-pro` | admin-ai (DeepSeek) | Delegated tasks, scripts, infra code |
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| **Conductor** | `deepseek-v4-flash` | admin-ai (DeepSeek) | All standard work — orchestration, delegation, coding |
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| **Workhorse** | `deepseek-v4-flash` | admin-ai (DeepSeek) | Delegated tasks, scripts, infra code |
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| **Batch Workhorse** | `deepseek-v4-flash` | admin-ai (DeepSeek) | Bulk scripts, log parsing, repetitive tasks |
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| **Lightweight** | `claude-haiku-4-5` | admin-ai (Anthropic) | Email triage, classification, simple tasks |
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| **Simple Workhorse** | `gpt-5.6-luna` | admin-ai (OpenAI) | Lightweight tasks under 128K context |
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| **Auditor** | `gpt-5.6-luna` | admin-ai (OpenAI) | Code review, QA (primary auditor) |
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| **Auditor 2** | `xai/grok-4.5` | admin-ai (xAI) | Second-opinion code review (different provider) |
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| **Critical** | `claude-sonnet-5` | admin-ai (Anthropic) | Client comms, legal docs, architecture (explicit) |
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| **Professional Comms** | `gemini-3.6-flash` | admin-ai (Google) | Client emails, professional messaging |
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| **Professional Comms** | `gemini-3.8-flash` | admin-ai (Google) | Client emails, professional messaging |
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| **Research** | `sonar-pro` | admin-ai (Perplexity) | Live-search-grounded: competitive/compliance/market research, current events, cited answers |
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| **Deep Research** | `sonar-reasoning-pro` | admin-ai (Perplexity) | Multi-step synthesis, reasoning + citations |
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---
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@@ -47,13 +49,13 @@ All route through admin-ai. Shared budget via `hermes-agent-v5` key.
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### hermes-agent-v5 (Main — Sho'Nuff)
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- **Created:** Jul 31, 2026
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- **Budget:** $30/day
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- **Spend:** $20.36 (as of Aug 6)
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- **Budget:** $23.33/day ($700/30d)
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- **Spend:** $184.79 (as of Sep 3)
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- **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)
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### Anita's Hermes Key
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- **Budget:** $10/day
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- **Spend:** $0.11 (as of Aug 6)
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- **Budget:** $3.33/day ($100/30d)
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- **Spend:** $6.86 (as of Sep 3)
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- **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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---
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@@ -62,8 +64,8 @@ All route through admin-ai. Shared budget via `hermes-agent-v5` key.
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| Component | Daily est. |
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|---|---|
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| Conductor + Workhorse (ds-v4-pro) | ~$3.00 |
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| Batch Workhorse (ds-v4-flash) | ~$0.50 |
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| Conductor + Workhorse (ds-v4-flash) | ~$2.00 |
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| Batch Workhorse (ds-v4-flash) | ~$1.50 |
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| Lightweight (haiku-4-5) | ~$0.30 |
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| Simple Workhorse (luna) | ~$0.50 |
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| Auditors (luna + grok-4.5) | ~$0.80 |
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@@ -80,3 +82,6 @@ All route through admin-ai. Shared budget via `hermes-agent-v5` key.
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- **Aug 5, 2026:** Admin-ai budget cap hit (~$20). Fallback chain exhausted 4 dead legs, landed on Anthropic direct. Burned $45 in 10 hours on claude-sonnet-5 via direct key. Anthropic key capped until Sep 1.
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- **Aug 6, 2026:** Root cause of Aug 5 outage: 4 fallback legs dead simultaneously (admin-ai budget, DeepSeek balance $0, grok-4.6 404, Anthropic capped). Implemented two-key strategy (operational vs fallback). Rotated all 5 fallback keys. Added F5 (gpt-5-mini via OpenAI). Added haiku-4-5 and grok-4.5 to operational chain. Fixed grok-4.6 → grok-4.5. Synced Anita profile identically. Budget raised to $30.
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- **Aug 17, 2026:** Live verification of fallback chain against the LiteLLM model DB (admin-ai). Confirmed present: `deepseek-v4-flash`, `gemini-3.6-flash` (registered as `gemini/gemini-3.6-flash`), `grok-4.5` (`xai/grok-4.5`), `claude-sonnet-5`. Replaced F5 `gpt-4.1-mini` → `gpt-5-mini` — the gpt-4.1 series is no longer present in LiteLLM. Synced `config.yaml` `fallback_providers` and `model.fallbacks`.
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- **Sep 3, 2026:** DeepSeek promo rates ended and prices rose again. Live LiteLLM map now bills deepseek-v4-pro at $1.32/$3.96 and deepseek-v4-flash at $0.44/$1.32 (peak; off-peak half). Registered gemini-3.8-flash ($0.75/$3.75 intro) on admin-ai. Swapped F2 and Professional Comms gemini-3.6-flash to gemini-3.8-flash (Core + Anita). Restored delegation default to deepseek-v4-pro (was claude-sonnet-5, ~$13/day burn). Corrected F5 name in operational-models.md. Re-baselined cost tracker thresholds ($3/$4 to $15/$20). Verified actual key budgets: hermes-agent-v5 $700/30d ($23.33/day), Anita $100/30d ($3.33/day).
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- **Sep 3, 2026 (sonar + vision):** Seated Perplexity sonar as the Research tier (`sonar-pro` + `sonar-reasoning-pro`, both verified search-grounded via admin-ai with live test calls). Swapped `auxiliary.vision` `claude-sonnet-5` → `claude-haiku-4-5` (still `anthropic` direct), ~3x cheaper vision; verified with a real image call. Conductor unchanged (stays `deepseek-v4-pro`).
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- **Sep 11, 2026:** DeepSeek V4.1 Flash released (Sep 10) and surpasses V4 Pro on performance/cost/speed. Flipped primary + delegation from deepseek-v4-pro to deepseek-v4-flash on Core and Anita. V4.1 Flash peak $0.30 input / $1.20 output (off-peak $0.15/$0.60; cache-hit peak $0.006). **CORRECTION (verified against the live DeepSeek pricing page, Sep 11): V4 Pro is NOT retiring.** DeepSeek reversed the Sep 14 sunset and continues V4 Pro unchanged at $1.32/$3.96, so the legacy name does not auto-route to Flash. Cost map: the admin-ai built-in map carried the superseded Flash peak ($0.44 miss / $0.014 cache-hit / $1.32 out); a peak override ($0.30 miss / $0.006 cache-hit / $1.20 out) was applied to the `deepseek-v4-flash` deployment via `/model/update` and verified end-to-end (live call billed 1.71e-05 = 37x3e-07 + 5x1.2e-06). Pro in the map was already correct at $1.32/$0.044/$3.96.
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