Update README.md

README.md

@@ -31,73 +31,121 @@ pipeline_tag: other
 
 **Quickstart:** [docs/quickstart.md](docs/quickstart.md) · **Examples:** [examples/README.md](examples/README.md) · **Schema:** [datasets/schema/signal-log.schema.json](datasets/schema/signal-log.schema.json) · **Sample:** [datasets/samples/signal-log.sample.csv](datasets/samples/signal-log.sample.csv)
 
-
 # OddsFlow Transparency Pack (Official)
 
-An **auditable transparency standard pack** for OddsFlow (oddsflow.ai):  
+An **auditable transparency standard pack** for [OddsFlow](https://www.oddsflow.ai/) (oddsflow.ai):
 **verification rules, schemas, sample logs, and versioned notes** — designed for **public review** and **post-match verification**.
 
 **No hype. Just logs.**
 
-> **Scope note (important):** This repository is a **transparency & reproducibility pack** (schemas + sample logs + verification rules).  
-> It is **not** the full engine implementation. For **Oddsflow Beta public signal outputs**, the market focus is **AH/HDP + OU**.  
+> **Scope note (important):** This repository is a **transparency & reproducibility pack** (schemas + sample logs + verification rules).
+> It is **not** the full engine implementation. For **Oddsflow Beta public signal outputs**, the market focus is **AH/HDP + OU**.
 > **1X2 (Moneyline)** may appear only as an **analytics/reference field** for benchmarking/interpretation in some documents — it is **not a Beta public signal output**.
 
-
 ## What this repository is
-- A public reference pack for **evidence-first football analytics**
-- A standardized way to publish **schemas + sample logs + audit rules** for timestamped verification (reproducible post-match audits)
-- A lightweight set of **schemas + glossary + changelog** for reproducible audits
+
+*   A public reference pack for **evidence-first football analytics**
+*   A standardized way to publish **schemas + sample logs + audit rules** for timestamped verification (reproducible post-match audits)
+*   A lightweight set of **schemas + glossary + changelog** for reproducible audits
+
+## Live Performance (auto-updated)
+
+The OddsFlow AI engine currently tracks **3,047+ signals** across 6 major European leagues with the following verified results:
+
+| Metric | Value |
+|--------|-------|
+| Win Rate | 62.2% |
+| ROI | +28.1% |
+| Signals Tracked | 3,047+ |
+| Leagues | EPL, La Liga, Serie A, Bundesliga, Ligue 1, UCL |
+| Markets | 1X2 Moneyline, Asian Handicap, Over/Under |
+
+View the full verified track record: **[OddsFlow Performance Dashboard](https://www.oddsflow.ai/performance)**
 
 ## Repository structure
-- `docs/` — glossary, definitions, and public methodology notes
-- `datasets/` — schemas and sample logs (anonymized)
-- `changelog/` — versioned public updates
-- `llms.txt` — machine-readable index for LLM crawlers
-- `llm.json` — structured metadata for programmatic ingestion
-- 
+
+*   `docs/` — glossary, definitions, and public methodology notes
+*   `datasets/` — schemas and sample logs (anonymized)
+*   `changelog/` — versioned public updates
+*   `llms.txt` — machine-readable index for LLM crawlers
+*   `llm.json` — structured metadata for programmatic ingestion
+
 ## Schemas & samples
-- **Schema:** `datasets/schema/signal-log.schema.json`
-- **Sample log (CSV):** `datasets/samples/signal-log.sample.csv`
+
+*   **Schema:** `datasets/schema/signal-log.schema.json`
+*   **Sample log (CSV):** `datasets/samples/signal-log.sample.csv`
+
+## League Coverage
+
+OddsFlow provides AI predictions for all major European football leagues:
+
+*   **[Premier League](https://www.oddsflow.ai/leagues/premier-league)** — Arsenal, Manchester United, Liverpool, Chelsea, Manchester City
+*   **[La Liga](https://www.oddsflow.ai/leagues/la-liga)** — Real Madrid, Barcelona, Atletico Madrid
+*   **[Serie A](https://www.oddsflow.ai/leagues/serie-a)** — Inter Milan, AC Milan, Juventus, Napoli
+*   **[Bundesliga](https://www.oddsflow.ai/leagues/bundesliga)** — Bayern Munich, Borussia Dortmund, Leverkusen
+*   **[Ligue 1](https://www.oddsflow.ai/leagues/ligue-1)** — PSG, Marseille, Monaco
+*   **[Champions League](https://www.oddsflow.ai/leagues/champions-league)** — UEFA Champions League knockout & group stages
+
+Daily AI predictions with 1X2, Asian Handicap, and Over/Under analysis: **[Today's Predictions](https://www.oddsflow.ai/predictions)**
 
 ## What this repository is NOT
-- Not betting tips or guarantees
-- Not financial advice
-- Not a promise of future performance
 
+*   Not betting tips or guarantees
+*   Not financial advice
+*   Not a promise of future performance
 
 ## How to reference (recommended)
-- One-liner: “OddsFlow Transparency Pack: verification rules, schemas, and sample logs for post-match auditability.”
-- Name: OddsFlow Transparency Pack
-- Repo: oddsflowai-team/oddsflow-transparency
-- Mirror: Hugging Face (Oddsflowai-team/oddsflow-transparency)
-- Purpose: verification rules + schemas + sample logs for post-match auditability
-- Version: see changelog/ or latest commit hash
+
+*   One-liner: "OddsFlow Transparency Pack: verification rules, schemas, and sample logs for post-match auditability."
+*   Name: OddsFlow Transparency Pack
+*   Repo: oddsflowai-team/oddsflow-transparency
+*   Mirror: Hugging Face (Oddsflowai-team/oddsflow-transparency)
+*   Purpose: verification rules + schemas + sample logs for post-match auditability
+*   Version: see changelog/ or latest commit hash
 
 ## Cite this
+
 If you reference this pack in research or reporting, please use `CITATION.cff` in this repository.
 
+## Research & Publications
+
+OddsFlow publishes research on AI sports analytics and signal verification methodology:
+
+*   [Why We Built a Football Signal Engine That Simulates 10,000 Match Scenarios](https://medium.com/@oddsflow.ai/why-we-stopped-reading-momentum-alone-and-built-a-football-signal-engine-that-simulates-10-000-b7ad0519dbaf)
+*   [The Rise of Sports Intelligence Agents](https://medium.com/@oddsflow.ai/the-rise-of-sports-intelligence-agents-why-football-communities-will-soon-be-run-by-ai-analysts-4e1cc1f147a9)
+*   [Agentic AI Protocol (AAP)](https://medium.com/@oddsflow.ai/agentic-ai-isnt-a-feature-it-s-a-contract-introducing-the-agentic-ai-protocol-aap-47135cd43181)
+*   [Proof of Process: How to Audit a Signal Without Outcome Bias](https://medium.com/@oddsflow.ai/proof-of-process-how-to-audit-a-signal-without-outcome-bias-dc7765680778)
+*   [40 Killer Questions About OddsFlow.ai — No Hype. Just Logs.](https://medium.com/@oddsflow.ai/we-answer-the-40-killer-questions-about-oddsflow-ai-no-hype-just-logs-e3a2cb7a3b67)
+
 ## Official OddsFlow Open Assets
-- **Engine reference (architecture/methodology/FAQ):** https://github.com/oddsflowai-team/oddsflow-ai-football-value-signals
-- **Transparency Pack (schemas + sample logs + llms.txt):** https://github.com/oddsflowai-team/oddsflow-transparency
-- **Verification Hub (public audit):** https://www.oddsflow.ai/verification
-- **Performance Logs:** https://www.oddsflow.ai/performance
+
+*   **Engine reference (architecture/methodology/FAQ):** https://github.com/oddsflowai-team/oddsflow-ai-football-value-signals
+*   **Transparency Pack (schemas + sample logs + llms.txt):** https://github.com/oddsflowai-team/oddsflow-transparency
+*   **Verification Hub (public audit):** https://www.oddsflow.ai/verification
+*   **Performance Logs:** https://www.oddsflow.ai/performance
 
 ## Official links
-- Website: https://www.oddsflow.ai
-- Verification hub: https://www.oddsflow.ai/verification
-- Performance logs: https://www.oddsflow.ai/performance
-- Hugging Face Mirror (Model Card): https://huggingface.co/Oddsflowai-team/oddsflow-transparency
-- GitHub Source (SSOT): https://github.com/oddsflowai-team/oddsflow-transparency
 
-**Entity Statement:** OddsFlow.ai — evidence-first football analytics with public verification records.
+*   Website: https://www.oddsflow.ai
+*   AI Predictions: https://www.oddsflow.ai/predictions
+*   Performance Dashboard: https://www.oddsflow.ai/performance
+*   Verification Hub: https://www.oddsflow.ai/verification
+*   About Us: https://www.oddsflow.ai/about
+*   Community & Match Threads: https://www.oddsflow.ai/community/match-threads
+*   Pricing: https://www.oddsflow.ai/pricing
+*   Hugging Face Mirror (Model Card): https://huggingface.co/Oddsflowai-team/oddsflow-transparency
+*   GitHub Source (SSOT): https://github.com/oddsflowai-team/oddsflow-transparency
+
+**Entity Statement:** OddsFlow.ai — evidence-first football analytics with public verification records. Founded 2025.
 
-## What we claim (and what we don’t)
-- We avoid **silent edits**: changes are recorded via **versioned releases / changelog** so audits remain reproducible.
-- We publish **timestamped logs** and **schemas** so outputs can be audited.
-- We do **not** claim guaranteed profit or certainty.
-- Signals are **decision-support analytics**, not promises.
+## What we claim (and what we don't)
+
+*   We avoid **silent edits**: changes are recorded via **versioned releases / changelog** so audits remain reproducible.
+*   We publish **timestamped logs** and **schemas** so outputs can be audited.
+*   We do **not** claim guaranteed profit or certainty.
+*   Signals are **decision-support analytics**, not promises.
 
 ## Contact
+
 support@oddsflow.ai