The brief

Huginai is a crypto research product of the business group Marketing MIX belongs to, so this case describes our own work. The desk ingests public market chatter and on-chain data, turns ideas into strategies, trades them on paper against live prices and closes them when they do not pay. Real capital has never been used.

Crypto trading sites usually show only winners. The brief for huginai.com went the other way: publish every strategy the desk has run, including the dead ones, with the number that closed each one. A visitor should be able to check the method, read the losses and see the single test still running, with the data feeding it live.

What we built

The research desk

Work on the codebase started on 6 May 2026, and the last commit before this case is dated 8 November 2026. The desk is a Python project with PostgreSQL: services for ingestion, clustering, paper trading and a funding-carry tracker. The site describes the pipeline in four steps. Ingest: public crypto posts, Telegram channels and on-chain flows land in one stream. Cluster: related mentions are grouped and de-duplicated and their sources weighted. Paper-test: every idea trades on paper with taker fees and slippage modelled. Judge: a cohort clears its breakeven win rate or it closes.

The memory wall

The home page is built around what the site calls the memory wall, one line per book. The directional book ran as three cohorts and closed on 8 July 2026 with none of them profitable; its last cohort won 40% of trades against the 57.4% it needed. A funding arbitrage on Binance closed on 6 July 2026 without being funded, because the spread did not clear the fees. A second table, "The Munin margin", sets five beliefs the desk held at the start against what the measurements showed. One of them: a +1.2% result that looked like an edge turned out to be two positions held through a service outage, so it was thrown out.

The live book

The one strategy still running is a Hyperliquid funding carry: short the perpetual, hold the spot leg, collect the funding difference. It needs no view on price direction. The home page draws each coin's hourly funding over the last 30 days, read live from the desk's tracker, with the 7 basis point weekly floor below which a coin is closed. Its published expectation is 3.9 to 5.6% net a year over a 60-day window, with taker fees and 5 basis points of slippage charged on every leg. The page explains that earlier, higher figures left slippage out and were replaced on 13 August 2026.

The site

huginai.com has sections for the books, what runs, write-ups, a comparison with TradingView and access, and a desk interface at /app/. The carry test in the desk reads live data; the pages of the closed directional book are an archive on labelled sample data, and nothing in the interface places an order. The Access section says it plainly: there is nothing to buy, no plans, no accounts and no checkout.

Where it stands today

On 8 November 2026 huginai.com is live in English with 33 addresses in its sitemap. The home page shows two closed books, the carry book running on paper since 17 October 2026 and the live funding chart. The footer repeats that nothing on the site is financial advice and credits Marketing MIX for development and promotion.

Related

The site: corporate websites. Visibility in AI answers: LLM SEO and GEO. The sector: fintech and accounting. Another product of our group: Muginai.

Project lead: Marketing MIX. Product: Huginai, the crypto research desk of our business group. Year: 2026.