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@0xd1namit says they are building their 'tweets markets' strategy using…

2026-05-12 · 18:27 UTC ·@0xd1namit ·1 min read

Brief

Author @0xd1namit adopts cryptovcdegen's six-step Polymarket weather-bot plan, emphasizing staged validation over jumping to live trading. The workflow mandates reading the Rules on 10 markets, building a data layer (ensemble forecasts + CLOB prices), 30 days of historical Brier-score checks, a bias-corrected signal layer, ≥2 weeks of paper trading, then live risk on 2–3 validated cities.

Why it matters

@0xd1namit says they are building their 'tweets markets' strategy using cryptovcdegen's six-step Polymarket plan and warns that skipping long, hard tests will lead to losses and blaming Polymarket.

Key details

  • cryptovcdegen's exact steps: 1) Read Rules across 10 weather markets; 2) Build a data layer fetching ensemble forecasts and CLOB prices; 3) Run 30 days of history and compute Brier score per city; 4) Add signal layer (bias_correction, entry window, threshold, bin separation); 5) Paper trade ≥2 weeks and log everything; 6) Risk real money only on 2–3 cities with confirmed Brier scores.
Source evidence

I’m building my tweets markets strategy using the exact same plan

That’s the only real way to make a working solution on this market

And if you skip the stage of hard and long tests, most likely soon after launching the strategy you’ll start crying that Polymarket is bad

cryptovcdegen (@cryptovcdegen)

HERE'S THE EXACT STEP-BY-STEP THAT SAVES YOU 1,000+ HOURS

Most people building a weather bot on Polymarket skip straight to live trading

Then wonder why they're losing

Step 1 - Read the Rules, not the market prices

-> Open 10 different weather markets. Read the Rules section of each one

Step 2 - Build only the data layer first
-> Fetch ensemble forecast. Fetch CLOB prices.

Step 3 - Run 30 days of history. Check Brier score per city
-> Brier score tells you how calibrated your model is per city

Step 4 - Add signal layer on top of confirmed data
-> bias_correction, entry window, threshold and bin separation

Step 5 - Paper trade for at least 2 weeks. Log everything
-> Two weeks minimum. Not two days

Step 6 - Real money only on cities where Brier score is confirmed
-> Not all cities at once. Start with the 2-3 cities where your backtest + paper trading both showed edg

— https://nitter.net/cryptovcdegen/status/2054209367847629043#m