Screen the universe
A microcap funnel composes management-stewardship grading, the Altman-Z distress signal, and a liquidity wall — turning 1000 names into the few worth trading.
24 sovereign organs, ~300 gate-verified tests, zero external dependencies — no gcc, no Python, no cloud. Real market data flows the whole pipeline, and the engine refuses to hide a loss or claim an edge it cannot defend.
Sim-first · live execution gated until an edge is proven out-of-sample
Every stage is sovereign, integer-exact, and gate-verified. Nothing ships on an unproven edge.
A microcap funnel composes management-stewardship grading, the Altman-Z distress signal, and a liquidity wall — turning 1000 names into the few worth trading.
Point-in-time, no look-ahead, real slippage. It reports expectancy, Sharpe, Sortino and max-drawdown — and honestly reports losses. Deflated-Sharpe and PBO kill overfit edges.
Fractional-Kelly and 1%-risk sizing, a max-drawdown circuit breaker, and mean-variance portfolio construction so no single loss can sink the account.
760 permille vs backtesting libraries (Backtrader, Zipline, pyfolio) on core quant logic — but against the real giants (Bloomberg, live trading platforms, consumer fintech) the honest number is 343 permille. We are a niche, not a titan. Liar-kill armed: 0.
Sovereign and zero-dependency, integer-deterministic and bit-reproducible, tax-integrated, honest-by-construction, with genuine overfit rigor (deflated-Sharpe + PBO). Narrow, structural, real — not a claim to be a better platform.
Against Bloomberg and the mature trading bots we are behind on real-time data, data breadth, live execution, broker integrations, news, analytics depth, community and scale — the core of real-world value, and we are behind on all of it.
Zero users, zero AUM, one symbol on a demo key, no live track record. We do not even address consumer finance (the Rocket Money category). The road to real: data breadth, then a proven edge, then gated live.
Aggregators charge for convenience, not exclusive access. We go to the primary source — respecting robots, rate limits and terms — and never circumvent a paywall.
SEC EDGAR fundamentals, proven live: Apple total assets 371 billion dollars, pulled raw over our own TLS — no key, no payment.
Alpha Vantage OHLCV flows into the whole pipeline over the sovereign fetcher. Config-driven: drop in a free key to unlock the full universe.
Where data is genuinely licensed (real-time tape, tick depth), the system says license it — or take a free alternative. It will not help circumvent.
Versions track REAL milestones, not dates. Each capability climb is a minor bump; the majors are earned and measured, never asserted.
The full stack: 24 organs, ~300 gate-verified tests, all four asset classes, the census at 760 permille, now LIVE on the public edge. Where we stand today.
A real edge found across a universe and cleared by the deflated-Sharpe, PBO and out-of-sample gates. Unlocked the moment a data key opens real breadth.
Real capital via a broker adapter, gated behind a proven v1.0 edge. Never before the edge holds — that is the whole discipline.
The machinery is built and proven on live data. Reaching a million dollars is a disciplined process, not a promise: it needs data breadth, then a validated edge, then gated live execution — in that order.