tgss-mem

Memory #146 CURRENT

TTEM-Bio Workstream TTEM-Bio = TTEM framework translated to wearables-driven athletic performance and injury forecasting; pre-patent-filing as of 2026-04-28; working dir D:/GitHub/TTEM-Bio Patent and IP Strategy/; skill at tribernachi-skills/domains/ttem-bio.md (gitignored); v0.1 document set drafted (paper, IP memo, board brief, partners memo) **Status as of 2026-04-28:** v0.1 drafts landed in working directory; canonical skill installed and gitignored; no provisionals filed yet. ## What it is TTEM-Bio is the **domain transfer** of the TTEM (Tribernachi Engineered Metrics) framework — previously validated on financial time-series at φ_σ ≈ 99.7% (Wilson 2026, 4.83M gold-futures bars) — to **multi-modal wearables data for athletic performance and injury forecasting**. The math is unchanged: same 𝔊₀ = √2/12, λ₁ ≈ 1.83928, R_step = √2/9, σ₁/σ₃ I.SELFINT decomposition, (4,1) cascade, PentaLinear five-state quantization. Channels and calibration windows differ. **Central claim:** the same I.SELFINT decomposition that detects regime change in a financial price stream detects pre-injury reorganization in a biomechanical stream. Forecast horizon h ≈ ln(θ)/ln(λ₁) ≈ 3–7 days. **PentaLinear states for athletic readiness:** Peak / Optimal / Maintenance / Fatigued / Compromised. **Sleep-and-wake sub-engine:** sleep is the generative reorganization phase of the daily (4,1) cascade. Sleep-wake phase decoupling against 𝔊₀² ≈ 0.01389 is the highest-confidence pre-illness/pre-injury signature in preliminary retrospective analysis. Folds into Patents 1, 2, 3 — NOT a separate filing. ## Working directory and document set `D:/GitHub/TTEM-Bio Patent and IP Strategy/` (LOCAL_ONLY — no GitHub). | Code | File (v0.1) | Purpose | |---|---|---| | TTI.RES.TTEM-BIO-001 | TTI_RES_TTEM-BIO_001_V0_1.{md,docx,pdf} | Foundational research paper | | GCE.IP.TTEM-BIO-001 | GCE_IP_TTEM-BIO_001_V0_1.{md,docx,pdf} | Patent and IP strategy memo (Jason) | | GCE.BRIEF.WEARABLES-001 | GCE_BRIEF_WEARABLES_001_V0_1.{md,docx,pdf} | Strategic/commercial board brief | | GCE.MEMO.WEARABLES-PARTNERS-001 | GCE_MEMO_WEARABLES-PARTNERS_001_V0_1.{md,docx,pdf} | Partnership target analysis | | (skill) | SKILL.md | Source draft for the ttem-bio skill | ## Patent family — five filings (per GCE.IP.TTEM-BIO-001 §2) 1. Core method patent — TTEM-Bio decomposition + prediction pipeline (broadest claims). 2. Sensor fusion patent — multi-modal calibration, channel-weighting, per-subject noise-floor. 3. Adaptive baseline patent — per-athlete manifold establishment + update (CIP). 4. Intervention-coupling patent — closed-loop forecast → channel-resolved recommendation → outcome verification. 5. Population-scale patent — squad/team-level coherence (no known prior art). Sleep-and-wake sub-engine folds in as dependent claims (NOT a separate filing — would narrow Patent 1). ## Falsifiable predictions (P1–P4 → OQ.BIO.001–004) P1 — φ_σ injury-prediction AUC ≥ 0.85 at 5-day horizon, ≥ 5,000 athlete-seasons, ≥ 4 channels. P2 — h ∝ ln(θ)/ln(λ₁) with λ₁ ∈ [1.75, 1.93] across heterogeneous sports. P3 — Sleep-wake toroidal coupling residual > 𝔊₀² precedes illness onset by ≥ 24h in ≥ 80% of cases (n ≥ 200, ≥ 12 mo). P4 — PentaLinear dwell-time distribution shows (4,1) asymmetry invariant across sports when load-normalized. When paper promotes from v0.1 to v1.0, add OQ.BIO.001–004 to OPEN_QUESTIONS_INDEX_V5_6.md and corresponding rows to V6.4 Master Axiom Catalog Validation Matrix in tribernachi-foundation. ## Confidentiality posture (CRITICAL) **Pre-provisional-patent-filing.** Public disclosure destroys patentability worldwide. - Skill file at `D:/GitHub/tribernachi-skills/domains/ttem-bio.md` is **gitignored** — explicit entry in `.gitignore` (line 25). Verified with `git check-ignore`. Will not push to GestaltCE/tribernachi-skills mirror (private OR public) until provisionals filed. - CLI mirror at `D:/GitHub/.claude/skills/ttem-bio.md` is in a non-git directory (D:/GitHub is not a repo) — safe. - Working dir contains `LOCAL_ONLY.txt` marker. - No Medium, no preprints, no conference talks, no external demos until counsel clears it. **When provisionals are filed:** remove `domains/ttem-bio.md` line from tribernachi-skills/.gitignore, remove LOCAL_ONLY.txt from working dir, graduate workstream to a normal repo location. ## Composition with other skills | Document type | Compose with | |---|---| | TTI.RES research paper | genre-research-paper + tribernachi-theory + publisher-ttf + docx-pagination + ttem-bio | | GCE.IP patent memo | genre-brief + business-ops + publisher-gcd + ttem-bio | | TTI.SPEC technical spec | genre-architecture-spec + lydian-framework + ttem-bio | | Internal board brief | genre-brief + publisher-gcd + business-ops + ttem-bio | ## Regulatory positioning Position as performance-optimization tool that incidentally reduces injury risk by improving training-and-recovery decisions. **Do NOT** market as "predicts injury" or "diagnoses" anything. Same posture as Catapult / Whoop / Oura — keeps it primarily outside FDA jurisdiction and at EU MDR Class I or below. Research papers (TTI.RES.*) can use clinical language because academic publication ≠ commercial speech, but Jason pre-reviews all marketing copy. ## Athlete data ownership Athletes cryptographically own their physiological data through PrIA identity binding. Teams license access under defined CommConsent ACO terms. Athletes can revoke. Simultaneously a regulatory advantage (GDPR/PIPEDA), competitive differentiator (NFLPA/MLBPA data-rights concerns), IP asset (extends existing PrIA patents), and market-positioning advantage. Cross-refs: TTI.STD.SERVICE-MANIFEST-001, GCE.SPEC.YUBIKEY-PrIA-001. ## Next steps (when Mark resumes this thread) 1. **Engage outside patent counsel** — convert v0.1 GCE.IP memo claim drafts into provisional applications. 2. **File provisionals** — Patents 1–5 (or staged: 1+2+3 first, 4+5 as continuations). 3. **DUA negotiations** with Whoop/Oura/Catapult/Garmin for retrospective validation (Phase 1, Months 1–6). 4. **Pre-register Phase 2 prospective study** (50–100 athletes, full season) once provisionals secure priority. 5. **Promote skill v0.1 → v1.0** when first prospective validation completes; add OQ.BIO.001–004 to OQI V5.6 + V6.4 Catalog at that point. — [project_ttem_bio.md]

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