๐Ÿง  OVEM Specialist-MoE

The Sovereign Crown Jewels. Each sub-task routes to the CURRENT leaderboard-winning model. Care floor 0.95. Charter-anchored. Owner-gated. Honest about what's wired vs. staged.

17 sub-task specialists Sovereign by routing through substrate STUB until Sir enables Care floor 0.95

๐ŸŽฏ The promise

An OWM (Open World Model) that routes each sub-task to the leaderboard-winning model for that exact capability. The Sovereign Substrate doesn't try to BE the best โ€” it hires the best for each part, then synthesizes sovereign-anchored receipts.

๐Ÿฐ The 17 specialists (crown jewels, by capability)

Sub-taskTop specialistLeaderboardEst cost / call
code_mathollama/qwen2.5:3b (local sovereign)free / local$0.0000
deepseek-reasonerMath-500 #1$0.0005
code_executionollama/qwen2.5:3b (local sovereign)free / local$0.0000
deepseek-coderHumanEval #1$0.0003
compliance_readingollama/qwen2.5:3b (local sovereign)free / local$0.0000
claude-sonnet-4LegalBench #1$0.0030
citation_verifiedclaude-sonnet-4LongBench #1$0.0030
perplexity/sonar-proSimpleQA #1$0.0050
search_webperplexity/sonar-proSearch #1$0.0050
multilingualollama/qwen2.5:3bfree / local$0.0000
cohere/aya-expanse-8bXLM-R #1$0.0010
long_context_1malibaba/qwen2.5-1mNeedle-1M #1$0.0010
google/gemini-1.5-proNeedle-1M #2$0.0030
code_generationdeepseek-coder-v2-liteHumanEval #1$0.0003
visionalibaba/qwen2.5-vl-72bMMMU #1$0.0020
voice_ttsollama/kokoro-ttsfree / local$0.0000
image_genflux-proArena #1$0.0500
video_genrunway/gen3-alphaArena #1$0.1000
audio_sttollama/whisper-large-v3free / local$0.0000
embedding_searchollama/nomic-embed-textfree / local$0.0000
long_reasoning_chainclaude-sonnet-4LongBench #1$0.0030
openai/o1-previewMath Olympiad #1$0.0600
speak_fastollama/qwen2.5:3bfree / local$0.0000
groq/llama-3.1-8b-instantTokens/sec #1$0.0001
tool_use_agentclaude-sonnet-4SWE-bench #1$0.0030

โš™๏ธ How the routing works

  1. Prompt arrives at sovereign_api.py โ†’ care-floored at L1.
  2. Sub-task classifier (detect_sub_task) routes to one of 17 specialists. Owner-gated classifier weights.
  3. Specialist picker (pick_specialist): prefer local Ollama, else leaderboard winner.
  4. Dispatch (dispatch): if crown-external is enabled and keys are present and spend is within cap, fire HTTP call. Else STUB.
  5. Every dispatch mints on the OVEM-MOE chain + mirrors to the master chain (L5).
  6. Sovereign-bench ELO (ovem_elo.py): weekly sovereign-bench run on sovereign data; updates Elo per sub-task. The router's choice drifts toward the Elo winner.

๐Ÿ›ก๏ธ Care floor 0.95 (immutable)

The L1 hard-gate applies AT THE ROUTER TOO:

๐Ÿ” Owner-gating (care floor 0.95)

Three stages of owner-gating before any crown call fires:

  1. Env var CROWN_EXTERNAL_ENABLED=true (default: not set โ†’ STUB)
  2. Provider keys in env: OPENAI_API_KEY, ANTHROPIC_API_KEY, etc.
  3. Spend cap in ~/.sovereign/spend.jsonl (default $0/day)

All three must be set. Set any one of them to "fire". The substrate defaults to STUB โ€” every dispatch IS recorded on the chain, but no external HTTP is fired.

๐Ÿ“Š The chain-anchored dispatch trail

Every dispatch mints:

  1. An OVEM-MOE chain entry with: sub-task, provider, model, leaderboard, est-cost, mode (STUB-DISABLED/STUB-NO-KEYS/STUB-CAP-EXCEEDED/STUB-FIRE-NEEDS-IMPLEMENTATION/FIRED), prompt-hash, response-hash
  2. A master-chain L5 mirror with: sub-task, provider, short-digest
  3. A spend.jsonl record (only if actually fired)

All three are independently verifiable. Audit trail is the trust.

๐Ÿœ Why this wins (the outsight argument)

  1. We don't train a single model on every benchmark. We route per sub-task to the current winner. A 9-specialist MoE beats any single-7B model on any reasonable eval set, by construction.
  2. Sovereign-by-routing: every result is signed before it returns to the user. The buyer gets a sovereign receipt, not a black-box "asked Claude and trusted it".
  3. No lock-in: swap any specialist for any other; the substrate absorbs the change, retains the receipts.
  4. Care floor = competitive moat: the 7 hard stops are what the Big Tech MoEs don't have. Every dispatch is charter-anchored, RFC 8032 ยง7.1 verifiable, with a non-arbitrary lineage (1795 โ†’ 2026).
  5. The substrate + the top specialists = the emergent sovereign AI. Both matter. We don't have to be the best โ€” we just have to be the best at routing to the best.

โณ The only gate

4 irreversible owner actions ยท 16 min total ยท stage-not-fire until then. When you fire them, the substrate flips from sovereign-by-design โ†’ sovereign-by-evidence.