matlfo

Breaking limits.

[Backers @Try_Backers]

Who’s ready for a big site update?

[matlfo @matlfo]

@elonmusk @elonmusk What do you think about the plague in Russia?

[matlfo @matlfo]

@jaivinwylde ca coin?

[matlfo @matlfo]

@coalakk umas horas

[matlfo @matlfo]

Aprendi que moedas com MK alto e já consolidadas são bem melhores de holdar, melhorando com os erros.

[Darwin @darwincompute]

We’re still here and actively building.

Thank you to everyone who’s continued supporting Darwin Compute while we keep pushing the product forward.

We’ve now shipped Darwin Swarms.

Swarms let multiple agents work together on the same task, split up the workload, approach problems from different angles, and combine their results instead of forcing one agent to handle everything alone.

This is a big part of where we think agents are going.

We’re continuing to improve Swarms, Bungee, our provider network, and the rest of the Darwin stack.

Still building. Still shipping.

We appreciate the support Kyle!

[Vision @bettervision7]

https://t.co/qBbAjKKSlQ

Sorteio de 0.3 bnb na live, colaaaaaaaaaaaaaaa

[matlfo @matlfo]

@bettervision7 goo

[matlfo @matlfo]

@frzgod caralho isso acontece cmg tb

[matlfo @matlfo]

@USronaldcarter I want to join

[matlfo @matlfo]

@Tz_coin amassa muito

[matlfo @matlfo]

@Thiagokr começando

[matlfo @matlfo]

Um começo bem ruim, mas coisas boas virão.

[matlfo @matlfo]

@Tz_coin boaa

[Dusty @guidustyy]

Você ai brasileirinho que ta preocupado com o bloqueio das bets, saiba que existe um mercado que você é 100% compatível e que provavelmente você faria muito mais dinheiro.

70% do que precisa pra fazer dinheiro com memecoin você já tem, que é ficar vidrado no pc o dia todo. E isso não vale só pra quem trabalha com bet não, vale pra qualquer pessoa que fica no pc 24/7 assim como eu ficava, seja pra competir no fortnite ou seja pra fazer live. Os outros 30% envolve dinheiro/skill/sorte.

Eu comecei com apenas 3 mil reais no final de novembro/2024 e é maluquice o quanto a minha vida mudou desde então.

O mais louco? Conheço pelo menos umas 100 histórias que são iguais a minha. TODO MUNDO que eu conheço e que realmente se dedicou/entendeu como funciona o jogo nas memecoins fez um dinheiro que com certeza você não faria em nenhum outro mercado. O começo é a parte mais difícil, o resto é história.

Quer saber algo mais louco ainda? Fiz 200 mil reais em um dia só e eu não estou nem no top 10 mensal dos brasileiros.

E sim, esse dinheiro é todo legal e não envolve nenhum tipo de golpe ou rug.

[Ethan @0xEthan]

Here's how to actually make money in memecoins

[matlfo @matlfo]

@nandoshowww @AkamaruVal KKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKKK

[Alter Ego @AlterEgo_eth]

Polymarket Weather Strategy: Four Structural Edges That Actually Work (FULL GUIDE)

If you’re building (or upgrading) a serious bot for daily temperature markets on Polymarket - stop chasing “the best model” for a second

The real edge almost never comes from having a slightly more accurate forecast than everyone else

It comes from understanding where and why the market consistently misprices buckets relative to reality

I gathered and analyzed all the key points and distilled the four structural edges that top bots exploit day after day in 2026

1. Model Update Lag (everyone knows it, but it’s still alive)

NWP models (GFS, ECMWF, HRRR) are released on a strict schedule. A new run often causes a big shift in the forecast - but the Polymarket doesn’t reprice instantly.

The price only moves when someone actually buys or sells.

• In 2024 the window was 30–60 minutes on major cities

• Now on top markets (NYC, London) it’s shrunk to 5–15 minutes thanks to bots

• On secondary cities (Buenos Aires, Cape Town, Atlanta, etc.) the window can still last for hours

> How to catch it:

Set alerts for key run releases (especially ECMWF 12Z and HRRR). Immediately compare the new forecast with current market prices

If the shift is bigger than your minimum edge (usually 8%+) - enter. To filter noise, wait for confirmation on 1–2 subsequent runs

2. Airport vs City Discrepancy (heavily underrated edge)

Polymarket resolves strictly by the specific airport station, not by the “city average” that everyone sees in apps and weather websites

The difference is often predictable:

• LaGuardia (KLGA) is frequently 1.5–3°C cooler than Midtown Manhattan during sea breeze

• Paris Le Bourget (LFPB) is cooler than the city center in anticyclones

• Hong Kong airport (VHHH) and Burbank (KBUR) have their own characteristic biases

> How to exploit it:

Keep statistics of historical deltas between the resolution station and city center by season and synoptic situation.

When the pattern confirms (sea-breeze day, heat dome, etc.) - adjust your probability and catch moments when the market is anchored to “city temperature”

3. Calibration Edge (the most sustainable and deepest)

Even with the same raw data, two traders/bots can produce completely different probabilities for the same bucket

Proper calibration includes:

• Using the full ensemble distribution, not just the deterministic forecast (spread = uncertainty)

• Station-specific bias correction (based on historical errors exactly at that station)

• Correcting ensemble underdispersion

• Choosing the right distribution shape (Normal often works, but not always).

Result - significantly lower Brier score. This edge doesn’t require crazy speed and dies much slower than latency

4. Behavioral Edge (exploiting retail)

Retail traders on Polymarket have predictable behavioral flaws:Recency bias:

• Retail strongly anchors on today’s temperature when pricing tomorrow’s. If NYC hit 88°F today, they push up the 86–90°F bucket for tomorrow even if models already show a cold front incoming

• Favorite-longshot bias (in reverse) - cheap tail buckets ($0.10–0.15) are often underpriced

• News-driven herding - after a heatwave or cold snap in the news, everyone piles into extreme buckets even when models have already reverted

> How to exploit it:

When retail overprices extremes after a notable weather event - your well-calibrated model gives you the edge

How to Build the Strategy Properly (recommendation + practice)

1. Pick one type of edge and one time horizon (don’t try to catch everything at once)
2. Clearly define entry rules (edge ≥ 8%, model agreement, market volume, lead time, etc.)
3. Always backtest on historical Polymarket prices + real station resolutions
4. Track not just win rate, but EV, Brier score, and maximum drawdown

Simple classical bias correction methods (decaying average, MOS, Kalman) still deliver 60-80% of the possible improvement and make an excellent base before you move to ConvLSTM / BC-Unet / ReSA-ConvLSTM

[Himanshu Kumar @codewithimanshu]

This guy fed Claude Fable 5 the winning Polymarket quant bot and scaled it to $288,872 profit.

This wallet prints $6,878 per day on average since April 30.

30 trades per hour. 42 days straight. BTC Up/Down markets only.

30,670 total predictions. 56% accuracy.

Deposited $54.3K. Now sitting at +531.8% ROI.

The system is dead simple:

→ Spots when short-term pricing breaks from fair value
→ Enters before the market corrects the spread
→ Repeats the exact same pattern across hundreds of entries
→ Single trade profit means nothing, volume is the edge

Biggest wins:

$2,851 → $7,332 (+$4,480, +157%)
$881 → $4,756 (+$3,874, +439%)
$3,455 → $6,319 (+$2,864, +82%)

Not chasing home runs.

Just exploiting tiny pricing gaps at brutal frequency until the PnL curve only goes one direction.

A repeatable micro-window system that converts mispricing into compounding profit.

You only need Claude + device + 1 hour to deploy.

Giving this free for 24 hours.

To get it:

1. Comment the word "polymarket"
2. Like and retweet this
3. Follow me @codewithimanshu so I can DM you

Save this post. Build the bot this week. Start with $500. Scale on evidence.

[matlfo @matlfo]

@marryevan999 @WhitmanXAI Claude