TickFlow Capital

Systematic traders and prop firms drown in disconnected data - news, technicals, sentiment, regime signals - but have no integrated, production-hardened way to turn that into a tradable opinion. They either ignore fundamentals (blind to regime shifts) or hack together brittle scripts that break live. Result: missed edges or catastrophic trades.

Tickflow Capital delivers a unified opinion layer from our live trading system. It aggregates news (with keyword confidence scores), technical data, sentiment, and market regime context into three actionable outputs: (1) rule‑based opinion JSON (deterministic), (2) LLM‑powered opinion JSON (explainable), and (3) LLM chat & scenarios JSON (what‑if analysis). Validated on 7+ years of walk‑forward tests. Also available as standalone products.

Two shifts: (1) LLMs finally reliable enough to parse financial news without hallucinating – when constrained by our regime context and confidence scoring. (2) Retail/quants are getting wiped by macro regime changes (2022, 2023) that pure technical systems miss. The market demands a hybrid opinion layer, but no one offers it as production‑tested infrastructure.

Copying the idea is easy. Replicating the live‑capital feedback loop is not. Every tool we sell was first broken and fixed on our own money. That produces: Realistic latency/risk constraints (no academic fluff) Append‑only audit trails and kill switches (not optional) Walk‑forward pass/fail discipline (75% pass rate, else rebuild) Competitors sell backtests or news feeds. We sell what survives live trading.

Technical architecture of live trading systems, walk‑forward validation methodology, operational security for trading VPS, LLM + rule‑based opinion layers, or how we stay profitable without outside capital.