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About TVM Terminal

The Real-Time Intelligence Platform for Cross-Platform Trend Detection & Momentum Analytics.

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Empirical Foundation • Glasgow, UK

Institutional Overview & Operational Philosophy

Modern financial markets, cultural shifts, and viral news evolve faster than traditional research cycles. TVM Terminal transforms millions of raw, distributed public signals into transparent, auditable, and real-time quantitative momentum intelligence — isolating authentic breakout signals before they saturate mainstream consensus.

Empirical Quantitative TelemetryDeterministic mathematical scoring (VMS, TSM, M_pol), multi-source Jaccard cross-confirmation, and statistical anti-gaming penalties (B_shield).
Zero Social Commentary NoisePure signal velocity, rate-of-change, and source authority. No speculative punditry, sensationalist editorial bias, or single-outlet reliance.

Cloudflare Anycast Telemetry Pipeline Architecture

End-to-end multi-tier data ingestion, scoring, edge caching, and syndication

Sub-50ms Global Latency
01
Multi-Source Ingestion

100+ RSS/REST feeds, GitHub API, Hacker News, Polymarket orderbooks, Google Trends

5m Cron Loop
02
Jaccard Clustering

N-gram deduplication ($J \ge 0.45$), title normalization, and chronological diffusion tracking

Zero-Duplication
03
Bot Shield & VMS

Anti-gaming filter (B_shield), velocity weighting (0–1,000), and lifecycle state assignment

Empirical Math
04
Cloudflare KV & D1

Dedicated KV namespaces per vertical, D1 ticket storage, and 5m R2 history archives

Isolated Sandboxes
05
Anycast Distribution

Next.js SSR, REST OpenAPI 3.0, MCP Protocol for AI Agents, and 15s SWR streaming

Global Anycast

Data Provenance & Verification Directory (100+ Feeds)

Authoritative primary public telemetry sources ingested into edge KV sandboxes

100% Deterministic
📈 Financial & Macro Feeds

SEC EDGAR (Forms 8-K, 10-Q), Federal Reserve FOMC statements, ECB press wires, Reuters Financial, Bloomberg Terminal API, and CoinGecko Pro institutional APIs.

⚡ Tech & AI Frontier Feeds

ArXiv.org daily CS/AI preprints, HuggingFace trending models, GitHub Trending repositories, Hacker News Firehose, and arXiv RSS feeds.

🎯 Prediction & Odds Feeds

Polymarket CLOB WebSocket orderbooks, Kalshi regulated event contracts, PredictIt market books, and Metaculus consensus forecasts.

🏆 Sports Scoreboards

ESPN Public Scoreboard APIs across Premier League, La Liga, Serie A, Bundesliga, MLS, NFL, Formula 1, UFC, WNBA, and MLB schedules.

🌐 Open Web & Search Diffusion

Google Trends Real-Time Search API, Wikimedia Foundation Pageviews REST API, YouTube Data v3 API, and Cross-Platform Diffusion indices.

🛡️ Sybil Shield Anti-Gaming

Algorithmic dampening penalty multiplier B_shield = 1.0 - max(0, min(0.8, (BotRatio - 0.15) * 2.0)) suppressing astroturfed inorganic spam.

Research Group Disclosures, SLA & Compliance

TVM Terminal is engineered and operated by the TVM Telemetry Research Group based in Glasgow, Scotland, United Kingdom. We maintain an enterprise Anycast infrastructure with sub-15ms edge response times, 99.99% uptime SLA, and full compliance with the UK Data Protection Act 2018 and EU GDPR.