🏆 SOV33 on Kaggle

"Use Kaggle competitions as: (1) free training data, (2) public benchmark (gold-graded), (3) awareness (showcase the SOV33 governance story), (4) bootstrap startup fund, (5) improve (real-world tasks test our 4-brain split + CoT reasoning)."
— Sir Nicholas Templeman, 12 Jul 2026

🎯 The 5 Wins

Free training data — every comp has labeled examples
Gold-graded public benchmark — no self-reporting
Awareness — comp page = showcase for SOV33 governance story
Bootstrap fund — $25K-$1M prizes for some comps
Improve — real-world tasks test 4-brain split + CoT reasoning

📊 The Numbers

8 competitions SOV33small3 can enter

$1.45M total prize pool

53h total Kaggle runtime (we have 30hr/wk free)

4 categories: reasoning, science, LLM, governance

Top fit: AI Alignment (0.98) · AI Safety (0.96) · AIMO (0.95)

Live Opportunities

Why SOV33 Wins These (The Moat)

Per-OWEM routing beats generic LLMs

Most Kaggle competitors use one big model. SOV33 uses 5 OWEMs (compliance, defense, intuition, voice, general) — each one a specialist.

Compliance OWEM — wins on regulation-style questions (Article 50, GDPR)
Defense OWEM — wins on adversarial / safety prompts (catches before output)
Intuition OWEM — wins on pattern recognition (Mamba-2 SSD state)
Voice OWEM — wins on sovereign truths (Article 0)
General OWEM — fallback for everything else

Care-floor 0.95 + 12 Sovereign Pillars = Measurable Alignment

Most AI Alignment Bench winners use post-hoc RLHF. SOV33 has structural alignment:

Care-floor 0.95 — sub-floor content vetoed BEFORE any backend call
Article 0 binding — ISO fee-for-service only (no equity)
12 Sovereign Pillars — Honor, Safety, Guidance, Sovereignty, Resilience, Auditability, Verifiability, Transparency, Justice, Equity, Openness, Continuity
BFT-33 quorum — 23/33 voters required for binding decisions
Ed25519 SIGIL chain — every action hash-chained + signed

How sov33small3 Enters (Mac-Light Runbook)

Step-by-step (Mac-side, then Kaggle)

Mac: Run the chosen comp's data through SOV33 to generate responses + SIGILs
Mac: Use results as training data for sovereign brain (next QLoRA)
Kaggle: Open the Kaggle competition notebook sov33_kaggle_compete.py
Kaggle: Run on free T4 (30hr/wk budget)
Kaggle: Submit predictions, get public leaderboard rank
Mac: Pull results, ingest via sov33_ingest_kaggle_result.py
Mac: Share on LinkedIn/X for awareness ("SOV33 ranks X on Kaggle Y")

The Bootstrap Story

Even if SOV33 places 2nd-5th on most comps:

Awareness: "Sovereign AI ranks top-5 on Kaggle AI Safety" = credibility
Training data: gold-graded public labels = sovereign knowledge base
Beta users: Kaggle competitors = exactly the AI-curious demographic
Press hook: "First sovereign AI to enter Kaggle competitions" = story
Prize potential: $25K-$1M across competitions (even 2nd-3rd place pays out)

Why Kaggle?