Frequently Asked Questions
Short answers to the questions people ask most about TensorSwing. For the full mechanics, see Methodology; for what's in and out of the fixed universe, see The Universe Rule.
01 What is TensorSwing?
An iOS app where three forecasting models — N-HiTS, PatchTST and Chronos — each call the five-day direction and size of US stocks and ETFs from a fixed universe, every Sunday. Every call is cryptographically committed before Monday's market open, its outcome labeled Friday, and a sample spot-checked weekly by a public randomness beacon the app's operator cannot influence. Every week stays in the record. It is informational research commentary, not investment advice, and no trades are placed in the app.
02 How does the weekly verdict process work?
Sunday evening, the models screen the fixed universe and every qualifying call is hashed and sealed before Monday's open. The call stays sealed all week — tracked as ahead or behind, never win or loss. Friday afternoon it's graded against the closing price and published as win, loss, or scratch. Saturday, a public randomness beacon selects a sample — plus every scratch — to open and check against its hash. Full walkthrough: Methodology.
03 What does verification actually prove — and not prove?
It proves the committed calls existed, unedited, before their outcomes were known; that the sealed set can't be silently added to or pruned after the fact; and that the beacon-selected sample's revealed calls match their published labels. It does not prove full-set accuracy, model quality, or profitability, and it says nothing about future weeks.
04 What's the difference between Free and Premium?
Free includes one sealed pick per week plus three verification receipts. Premium ($39/month) unlocks a ten-name watchlist and per-stock High/Low/Close range-band detail with hit-rate, rank, and band-coverage stats.
05 Does TensorSwing place trades or send trading alerts?
No. TensorSwing is informational only — it does not execute, route, or facilitate any transaction, and it is not a broker-dealer or registered investment adviser. It also does not send accuracy or streak push notifications; that class of alert is deliberately not built. Full risk language: Risk Disclosure.
06 How is the universe of tradeable names decided?
By a public, computable rule anyone can run against public data — not by the models' own judgment. It selects US-listed common stocks above a volume and market-cap floor, plus a fixed list of ETFs, and recomputes quarterly. Full rule: The Universe Rule.
07 Can I verify a week myself, without trusting TensorSwing?
Yes. Every manifest is anchored to the Bitcoin blockchain via OpenTimestamps, and the record, protocol specification, and verification tooling are published at github.com/YermekIbrayev/tensorswing-record.
08 Still have a question?
Reach out via the Contact page.