free alpha most people use moving averages wrong. wrong... MA, wrong timeframe. here's which ones actually matter and the one setup i trust more than any cross, save this 👇 🔹 which MAs matter EMA = faster, better for trends SMA = slower, cleaner for big levels day trading (5m–1H) 9/21 EMA = momentum 20/50 EMA on the 1H = intraday trend swing trading (4H) 20/50 EMA = swing trend 200 EMA = swing bull/bear line daily 20 EMA = short term momentum 50 SMA = medium term trend 200 SMA = the bull/bear line. one of the most watched MAs in all of markets weekly 20W SMA + 21W EMA = bull market support band 50W SMA = macro trend 200W SMA = cycle bottom zone. $BTC bottoms have historically formed near or below it higher timeframe = more weight 🔸 first: is market trending? rising 200 + higher highs and higher lows = MAs become useful flat 200 + price chopping through it = i ignore MA signals MAs work in trends, not in chop 🔸 the setup i trust the most: fresh 200 the first time price comes back to an untested 200 MA after a trend starts, it tends to react best here but MAs alone aren’t enough. i want a clear trend, confluence with structure and price actually holding up repeated taps usually weaken the level and make a break more likely 🔸 4H trend simplest strategy i use in a bull market: above a rising 4H 200 = i favor longs below a falling 4H 200 = i favor shorts pullback, retest, hold = entry lose it and retest from below = one of the cleanest alt shorts 🔸 when it's late price stretched far above every MA = i'm kinda late i wait for price to cool off first, either a pullback or going sideways while MAs catch up 🔸 bull market support band 20W SMA + 21W EMA on $BTC, most useful setup in crypto $BTC holds above it in bull markets and bounces off it on pullbacks lose it on a weekly close = trend is getting weaker right now: $BTC at ~$86K, back above the band (20W ~$71K / 21W ~$76K). 200W at ~$66.5K 🔸 golden cross / death cross 🟢 golden cross = 50 SMA crosses above 200 SMA 🔴 death cross = 50 SMA crosses below 200 SMA both lag but still useful death crosses in bull markets often come near local bottoms so i use them as confirmation, never as an entry on their own cross works on every timeframe. what changes is how long it lasts 1. long term: 50/200 daily 2. swing: 50/200 on the 4H, or 20/50 daily 3. day trading: 9/21 EMA on 5m–15m, or 20/50 EMA on 1H lower timeframe = more crosses, more fakeouts, shorter moves filter that saves me from most fakeouts: i only take crosses in the direction of the htf 4H golden cross + price above a rising daily 200 = aligned, i look for an entry 4H golden cross + price below a falling daily 200 = countertrend, probably a trap 🔸 how i actually use MAs 1. price above a rising MA = trend up. below a falling MA = trend down 2. slope matters more than the cross. flat MA = no trend 3. reclaim + retest = entry. close back below + rejected retest = failed reclaim, i'm out 4. best levels are where MAs line up with VWAP or horizontal support/resistance 5. wicks don’t count, only actual candle close 🔸 for alts MAs work worse on low liquidity alts. fake breaks everywhere i check $BTC and $OTHERS against daily 200 and the bull market support band first if the market isn't trending, alts usually won't hold their MAs either 🔸 my cheat sheet, screenshot this trend: 200D SMA bull market health: $BTC 20W/21W band cycle bottom zone: $BTC 200W best entries: first tap of a fresh 200, or reclaim + retest avoid: chop, flat MAs, price stretched above MAs, a 200 tapped 4 times invalidation: close through the level + failed retest MAs don't give me buy/sell signals, they show me the trend and where it's likely to go. nfashow more

How to Train a Trading Bot on Real Indicators... to $1000/day print Most losing bots blow up not from bad entries, but from trading when they shouldn't The formula: > RSI (context) + MACD (momentum) + Stochastic (timing) + EMA (structure) + OBV (confirmation) + VWAP (value) + Volatility (filter) = a bot that stops guessing and executes a framework 7 Indicators That Actually Work Also the fastest way to copy-trade anyone: 1. RSI - crowd emotion filter - RSI > 70 → market overheated → look for NO - RSI 80 = overheated, < 20 = oversold, %K crossing %D = entry trigger 4. EMA - price structure - Fast EMA (9) + slow EMA (21/50) - Price chopping around EMAs → stay out, price clearly trending → engage 5. OBV - real money flow - Price ↑ + OBV ↑ = strong trend - Price ↑ + OBV flat/↓ = weak move = trap 6. VWAP - fair market price - Price above VWAP = bullish bias, below = bearish bias - Key edge: deviation from VWAP → often reverts = high-probability entry setup 7. Volatility Filter - when NOT to trade - Uses ATR (Average True Range) - Rule: only trade within the optimal volatility rangeshow more

bitcoin:native UPDATE My local view on #BTC My plan:... 1. We stopped at Strong Resistance - $83K (DONE) 2. Scenario one - pullback to at least $75K liquidity, then a move toward $83K–$85K (LOAD). 3. Fear & Greed Index - 71 4. Open Interest - rising, which means more traders are buying the dip, so we could see further downside. 5. Head & Shoulders pattern, which could play out at least as a liquidity sweep around $75,538. 6. Long zone 1: $74K/$72K 7. Long zone 2: $72K/$69K We got the correction from the Strong Resistance zone. The weekly 50 MA is also right there, so far everything is going according to plan. The plan remains the same - I’m waiting for safer long setups on bitcoin:native. Until Bitcoin breaks above $83K, the trend remains bearish. The monthly structure is, of course, very bullish for BTC, as the monthly candle closed with an engulfing pattern covering the previous two monthly candles. $ETH - still holding the long. $ETH - local trade closed at a loss after hitting my stop-loss. Coins I’m watching: $ETH, $SOL, $HYPE, $LIT, $PUMP, $MNT, $CAKE, $ZRO REMINDER: I warned about the BTC bull trap at $82K, the bounce from $62K, the summer drop, and the SPACE X decline before they even happened. FOLLOW ME AND TURN ON NOTIFICATIONS. MOST PEOPLE WILL FOLLOW ME TOO LATE.show more

This wallet did not exist yesterday. At 3 AM,... I could not sleep. I was scrolling through the leaderboard and stumbled upon an anomaly that made me rub my eyes. It started with $213. That is the price of dinner for two. One day later, it had $54,871 on its balance. In just 36 hours, it earned enough to buy a car. I clicked on the transaction history, expecting to see a lucky all-in on some piece of news. Instead, I saw a machine gun burst. > 869 positions in a day and a half. > One trade every 2.5 minutes. > No breaks for sleep, food, or the bathroom. At 4:30 AM, while you were deep in your tenth dream, this address closed a $1,899 profit. That was when I realized I was not looking at a human. I was looking at a predator. This bot hunts on 15-minute BTC and ETH markets. Where most people see a casino and flip a coin on up or down, it sees flaws in your thinking. Here is how it works: > When Bitcoin drops 0.5%, the crowd panics. > The price of NO skyrockets to 75 cents. You sell out of fear. > But the bot knows the math. After such a drop, the actual probability of the trend continuing is only around 52%, not 75%. It buys your fear for 25 cents, when it is actually worth 45. It does not need to know the future. It just needs to buy dollars for 50 cents. But you know what scared me the most? There is a single trade in its history with a $3,213 loss. A normal person would freeze. Light a cigarette. Start doubting. This wallet opened its next position 54 seconds later. It has no ego. No tilt. No I need to win it back. Only an algorithm: if the probability is 55%, and the market pays as if it is 40%, press the button. This is the new form of mining. In 2017, you bought GPUs. In 2026, you write code that mines liquidity from other people’s emotions. Before you rush to search for scripts on GitHub, stop. The $213 starting point is an illusion. Behind it are servers next to the exchange, 50-millisecond latency, and a team of engineers. You will not beat them manually. You are not a player at this table. You are the food. While you were reading this post, it made another $50. Just watch.show more

My Prediction Market Tools list + Trading Workflow A)... Tools I use: - Betmoar: Filtering + Analysing specific smart money wallets - Hashdive: Spotting volume and OI changes + whale flows - Polymarket Analytics: Comparing markets across different Prediction Markets - Polycule: Trading on the go - Polysights: Advanced Metrics related to volatility and trends B) My workflow: 1) I usually trade sports + crypto price prediction markets since I have some kind of expertise there 2) I use Betmoar to filter and find interesting markets. Try to enter new markets as early as possible since there are significant mispricings 3) I then use Hashdive to see what OI changes and whale flows are like for a particular market 4) Polymarket Analytics to compare markets across PM and Kalshi to see where I can get the best price 5) Trade directly through PM and Kalshi for now to execute if im on my laptop and Polycule when I'm not 6) I also check in daily on smart money wallets I follow on BetMoar to see if they've made any interesting trades recently I don't focus on Arbitrage, LPing or delta-neutral trades at all. Prefer to either take directional trades where I have an information edge or I'm early Sometimes I'll 'gamble' on sports markets because it's fun C) Takeaways for you: - Only trade in markets you have in-depth knowledge/edge - Being early is lucrative in prediction markets - Pro tools can save you hours trying to find alpha - Don't use too many tools. Use a few and master them instead - Everyone has their own process. Don't copy mine it won't work for you. The point of this tweet was to educate you on how you can build your own process LMK if there's any other useful tools I should check out that could optimise my workflow further!show more

$25K+ profit daily from 1 wallet, with OpenClaw. I... have the exact step-by-step guide, giving it free for 24 hours. To get it: 1. Comment "OpenClaw" 2. Like and Retweet. 3. Follow me Himanshu Kumar ( So, i can send you DM) I ran a simple script last night with Claude Code. Pull on-chain data from Polymarket, sort by win rate on 15 minute BTC markets. 20 minutes later, 100s of wallets showed up. Most were losing money or barely breaking even. Then I spotted 1 address. 200+ trades daily, every single week profitable, timing so precise it looked robotic. Because it is. I fed the wallet address back into Claude Code. Asked it to reverse engineer the strategy. 20 mins later the full breakdown appeared on my screen. Here is how it works: Bot monitors Binance and Bybit every 100ms. Waiting for BTC volatility compression to drop below 0.08%. When it hits that level, it buys both Up and Down contracts at 25 to 35 cents each. Classic straddle play. 1 contract loses, the other rockets to a dollar. Entry at 30 cents means 3x to 4x return every time. Repeats dozens of times per day. Result: $13K to $25K profit daily from 1 wallet. No human intuition, no insider tips. Just an algorithm exploiting a gap in market mechanics. I searched to see if anyone else found this wallet. Turns out yes. There is a Telegram bot that auto-copies trades from wallets like this. I connected it to the same address. Every entry matched what my terminal showed. You can now copy-trade an algorithm in real time. That capability did not exist 12 months ago. Comment "OpenClaw" and I will send you everything. Must Follow me Himanshu Kumar to get the DM.show more

Last night I asked Claude Code to build me... a simple script: pull on-chain data from Polymarket and sort wallets by win rate Nothing ambitious. Just wanted to see who is actually making money on 15-minute BTC markets The terminal finished in about 20 minutes. Hundreds of addresses, columns of numbers, nothing interesting And then 1 wallet caught my eye 200+ trades per day, consistent profit every week, almost surgical timing precision. I reread the line 3 times. A real person does not trade like this I fed the address back into Claude Code and asked it to break down the pattern. Half an hour later I had a full strategy reconstruction on my screen The bot (and it is definitely a bot) pings Binance and Bybit every 100ms monitoring volatility compression on BTC. When it drops below 0.08% it enters Up and Down contracts simultaneously at 25 to 35 cents each. A pure straddle. 1 side burns, the other flies to a dollar. At a 30-cent entry that is 3 to 4x per position And so it goes in circles. Dozens of times a day I sat there staring at it for about 10 minutes $13K to $25K in daily profit from a single wallet. Not a trader with intuition, not an insider with information. An algorithm that found a hole in market mechanics and methodically milks it You can check the trade history yourself: After that I went looking for whether anyone else is tracking this wallet. Turns out yes. Found a Telegram bot that tracks wallets like this and copies their trades automatically I connected it to the same address just to see if the entries would match what my terminal was showing. Matched perfectly Still testing on minimum amounts for now: But the fact that you can stand next to an algorithm like this in real time is something that simply did not exist a year agoshow more

This prompt will change how you do crypto research.... Paste it into DefiLlama's LlamaAI to find trending tokens, assess their fundamentals, check for red flags, and look up what people are saying about them. Find tokens trending in the last 24-48 hours using at least two independent signals: news/narrative mention spikes against baseline, price/volume/mcap movers, and X mention volume with sentiment. Require corroboration across at least two signals per token, and note which signals flagged each one. Return 8-12 candidates, spread across categories rather than one narrative dominating the list. Separate large-cap tokens (top 100 by market cap) from smaller or emerging ones, since "trending" means something different for each. Before pulling any fundamental figures, resolve each candidate's identity precisely: confirm whether it is a chain-native token, a protocol fee/governance token, or a token with no underlying protocol at all. If a symbol has more than one live contract, identify which one the trending signal actually refers to before analyzing anything. If the correct contract cannot be established with confidence, do not publish fundamentals for it: drop it from the ranked table and list it separately as identity-unresolved, with what would resolve it. For each resolved candidate, state in one sentence what the project does, its category, and its chain(s). Assess fundamentals only where they exist: - Price, market cap, fully diluted valuation, and the gap between them - For protocol or chain tokens: TVL, fees, revenue, and price-to-sales / price-to-fees ratios against category peers - 7-day, 30-day, and 90-day price and volume change, checked against TVL/fee change over the same windows, to separate price-driven moves from usage-driven ones - Any unlock cliff in the next 30-90 days and its size relative to circulating supply - Universal Token Rating, if the token has one For tokens with no protocol behind them, skip the fields that do not apply and say so rather than forcing a number in. Assess social activity separately from fundamentals: - Mention volume trend and sentiment direction on X over the past 24-72 hours - Whether a small number of accounts are driving most of the volume, or it is broad-based - Whether social attention is rising faster than, in line with, or behind the fundamental data above Check for red flags before writing a verdict: concentrated holder base, a recent large unlock already sold into the market, known contract or audit issues, and any active exploit or governance dispute. When two sources disagree materially on a red-flag figure, say which one you trust more and why, or mark the figure unresolved-conflicting; never present two contradictory numbers as if either could be picked at random. Write one row per token: name, category, what triggered the trending flag, the fundamental read, the social read, red flags found, and a verdict. Use one of four verdicts, each tied to a rule: fundamentally-backed (usage or fees moving with price), narrative-led (social and price moving, fundamentals flat), unlock-risk (fundamentals fine, but a near-term unlock threatens the float), or unverifiable (identity or data conflict prevents a real read, distinct from identity-unresolved candidates already excluded above). Rank by verdict strength, not by how hard a token is trending. State the source next to every figure. If you chart price changes across the candidate set and one token's move is an order of magnitude larger than the rest, exclude it from that shared chart (or give it a log-scale or separate chart) so the other bars stay readable; keep the number in the table regardless. Close by naming the two or three tokens most worth a deeper look, and for each, the specific data point that would confirm or kill the thesis.show more

I deleted all my Polymarket positions at 2am on... a Tuesday because I realized I was winning 54% of my bets and still down $11,400. It took me three weeks to understand that sentence. Fifty four percent wins. Why is the balance shrinking? The math was brutal once I finally saw it. I was buying outcomes at 55 to 65 cents feeling smart because my picks kept winning. But the payout at those prices was so thin that one loss wiped out five wins. My edge was maybe 3% and the spread was eating 4%. I dug into the data hoping to find a way to trade better and instead found a number that made me want to close the app. 70% of all Polymarket addresses are in the red. And the profits? Captured by 0.04% of wallets. Four thousand addresses out of 1.7 million own almost everything. I was playing a game where 96% of participants exist to fund the other 4%. But the trades of those wallets are public. Every entry, every exit, sitting on the blockchain. I started tracking them manually. One wallet broke me. It started January 6 with $50. By the time I found it the balance was close to $500,000. Pulling $20 to $30K a day on 15 minute BTC, ETH and SOL markets, exploiting the fact that Binance updates faster than Polymarket odds. A few seconds of lag, hundreds of times a day. I scrolled its history for an hour trying to find a losing streak. Could not. That is when I stopped doing this by hand. Set up PMX. Alerts the second a tracked wallet moves, one tap copy. → Link to bot: Three weeks of shadowing instead of trading. Made back $4,200 of my $11,400 hole. Not because I got smarter. Because I stopped pretending I was the edge. The game on Polymarket is not about being right. It is about standing behind someone who already is. I am still not in profit. But for the first time in four months my balance moves the right direction and I sleep through the night. That is worth more than any win.show more

Polymarket introduced fees 3% to crush automated trading. A... week ago in a Discord with developers we spent an hour doing the math: is it even possible to squeeze $250 a day on 15-minute markets with the new fees? The consensus: margin is dead. One developer didn't let that stop him from quietly making $98K a week. He automated the full pipeline: data parsing, entry calculation, trade execution. While everyone was counting fees, he was collecting money. Second place on the Polymarket leaderboard. I stared at his chart and couldn't figure it out: either I'm missing something, or the entire Discord was wrong. I found him by accident. Scrolling through top wallets and stumbled on numbers that didn't compute. $313 to start. Now $912K. Two months. I recalculated three times: $12-24K per day, and these aren't peak days, this is every day. The profit curve looks like someone drew it with a ruler. Not a single serious drawdown. Not one. For three weeks I watched this wallet. Entry timing. Position sizes. Which markets. What time of day. Looking for what separates him from hundreds of other automated traders. Then I noticed a pattern that made me uncomfortable. There's a 30-second window. Thirty seconds where Polymarket and reality don't match. BTC moves on Binance. The price already changed. But Polymarket odds are still frozen. Old numbers. Outdated prices. The world already shifted, but the prediction market is still asleep. Imagine an auction. You're standing in the room and hear the hammer drop. The lot sold for $50,000. But the other bidders are sitting in the next room watching a delayed broadcast. For them the bidding is still going. They're still raising their paddles trying to outbid. You know the lot already sold. They don't. This wallet is the one standing in the room. Every 15 minutes. Entry while odds are frozen. Wait. Window closes. Pays 30 cents, takes a dollar. No manual intervention. The developer automated the entire process and now just watches. The system only enters after a confirmed impulse on Binance and Coinbase, when Polymarket hasn't caught up to reality yet. The mechanics are laughably simple: Calculates fair value based on the last 10 trades. Price above FV, accumulate YES. Below, accumulate NO. No magic. Just basic math that takes money from people trading on emotions. And here's what got me. When Polymarket introduced fees, everyone wrote: end of automation. Now it'll be a fair game. Know what actually happened? Small players died. The ones with thin margins. The ones who couldn't afford to pay fees on every trade. And this titan? He just knocked off competitors. Less competition in the queue, more liquidity for him. Fees? Just a cost of doing business. At $98K a week it's a rounding error. Polymarket thought they were crushing freeloaders. In reality they cleared the field for one predator. $889K profit. Largest single win $28K. 723 thousand profile views. Profit curve goes straight up without a single serious drop. A human without automation can't even come close to this result. We blink. Think. Hesitate. While your finger reaches for the mouse, his system already closed the position. A week ago I decided to test it. Not analyze. Not build theories. Just copy. He entered a position, I followed. BTC market, 15-minute window. Nothing complicated. I didn't even understand what was happening, just copied. Four hours later I closed. +$247. It didn't change my life. But it changed how I see money working on this market. I spent three years drawing lines in TradingView. Reading analysis. Watching streams. $247 in 4 hours copying someone else's trade blindly. Know what I felt? Not joy. Anger. At myself. For all those years trying to be smarter than the market instead of just standing behind someone who already is. Here he is: Most traders try to predict the future. This one just watches the present arrive 30 seconds early. Right now somewhere BTC is moving on Binance. Polymarket is still asleep. You have 30 seconds. Will you be the one selling to him at old prices? Or the one standing beside him?show more

I'm a EURUSD only swing trader and passed a... $50k Lucid Flex account within a week. As a swing trader I never understood the big deal with Futures props or why they became so popular. I've taken the time to try and understand a little more recently and felt the only way to understand it would be to experience it for myself - and go through the process. So I purchased a Lucid Flex account last week - and am within $200 of hitting the $3k target on a $50k account. First time ever doing Futures - and I've been trading them the exact same way I have always traded. EURUSD only on the 4hr tf for entries and exits. So far from what I can tell is that it's the cheap cost of entry that reels people in. The challenges are "maybe" easier to pass as they are quicker to pass (6% required and no daily loss limit) but there are also consistency rules and an end of day trailing DD of $2k to contend with which shouldn't be a problem for an intra-day trader anyway. So I'll give futures props the win when it comes to speed of passing an eval. After that, should you get to funded I really still don't see the attraction as the payouts are limited to $2k for a standard $50k acc which is what most people go for as far as I know (due to the favourable max loss/profit ratio required). You can buy 5x $50k accts with firms such as Lucid and Tradeify so IF you make it to payout and copy trade all your accounts that's a $10k payout with 1 firm on x5 accounts. Not only that - but you are limited to 1 contract on the first 1k of profits, then 2 contracts once you hit $2k etc.. so it's basically another added phase once you're funded as you are limited to what you can do (maybe not a bad thing). AND you are also required to build a $2k buffer I believe before you can even withdraw? So to withdraw $2k on a $50k acc you need to make $4k? Once you get into it the only thing my learning experience so far has led me to believe is that we have a LOT of desperate traders with very little cash to invest in a proper CFD challenge. Which then leads me to believe 90%+ of the space is filled with gamblers who are uneducated in the craft of trading. If I were to say the word 'Personal account' to a lot of younger people nowadays they would most likely look at me with a confused face. For me - the payout potential just doesn't get me going. As someone whose been used to 5k-40k payouts over my 21 months trading CFD props (I haven't traded props since April 2025) the amount of money you can make with a CFD 2step program is far greater imo. Happy to have someone more experienced in the Futures space comment below and convince/educate me otherwise. Hopefully I can pass this account and get to a payout but I'll continue to document the process here! I've just purchased 4 more accounts with Lucid to copy trade as all this effort for a potential $2k payout just isn't the one. Let's see how it goes. Not only that, but I've also decided to purchase 5x $50k accounts with Tradeify on the Select Program. It's basically the same as the Lucid Flex account but the eval stage has a 40% consistency rule instead of 50% consistency like the Lucid Flex accounts. I'll continue to document and update on my progress but more importantly I look forward to your comments/questions below!show more

🚨 SOMETHING STRANGE IS HAPPENING NOW!! While we watch... the charts and wait for a small pullback, insiders are betting BILLIONS on the “death” of the traditional market. An anomaly is inflating right now: OI on silver call options with a $150 strike for December 2026. JUST IMAGINE. $150. Silver is currently trading at $35. It means BIG MONEY expects a 4x pump soon. Sounds insane? But let’s see who is actually INSANE. This position is sized at 75,000,000 ounces, equivalent to $11B at target. Such huge trades do not appear out of nowhere. It was aggressively LOADED into the market when silver crashed. The crowd panicked, calling it a “burst bubble”. This is exactly how insiders accumulate their positions. They don’t trade charts. They trade insider understanding of the system. They don’t care about corrections. They take liquidity from those afraid to lose an extra 5%. The Goal here is very simple: CAPITAL SURVIVAL. Because HUGE players with capital know: "THE WHOLE MARKET WILL COLLAPSE." Where is the trap? Most analysts are predicting Silver at $45–$50 by 2026. But these contracts only come alive above $100. This is a bet on a systemic shock. When physical metal disconnects from paper futures, those laughing at $150 silver today will be standing in line tomorrow trying to buy grams at any price. You can keep listening to “EXPERTS” who missed every major collapse in history. Or you can start tracking where real billions are flowing. I have been watching this position since DAY ONE, and it keeps GROWING despite external pressure. This is not just a trade — THIS IS PREPARATION FOR THE ENDGAME. This sounds SCARY, but I will keep you updated on everything here. When I rotate money, I will post my moves here so my FOLLOWERS can SAVE their money. Follow me and turn NOTIFICATIONS ON, as I will share my strategy soon. Many will regret not following me earlier...show more

For 6 months I woke up at 5 AM... to catch Asian markets on Polymarket. During that time I lost my girlfriend, gained 8 kg, and got used to drinking coffee instead of breakfast Then I wrote an agent that monitors everything for me while I sleep. In the 1st month income went up 15% and I finally deleted the 5 AM alarm Turns out a half-asleep human trades worse than a 200-line script I thought discipline meant waking up early. In reality it was just stubbornness that cost me money and health. When I finally sat down to build the agent it became clear why Here is what is under the hood: 1. Sentiment analysis powered by Claude. Every 15 minutes the agent runs a feed from 40+ Asian sources: Reuters Asia, Nikkei, South China Morning Post, Yonhap 2. NLP tone classification. It compares sentiment shifts to open markets on Polymarket through the API, and if the news has already dropped but the odds have not reacted yet that is the entry window 3. Kelly criterion. A mathematical formula for position sizing instead of my usual "I will bet more, feeling lucky" 4. A hard stop at 5% of the deposit per trade so that 1 mistake cannot kill the entire account 5. A cooldown between entries so the agent does not stack up a cluster of correlated positions These are exactly the rules I was missing at 5 AM. I knew them perfectly well but consistently ignored them because on adrenaline and caffeine every bet felt like an "obvious opportunity" When I ran a backtest on my old trades it was genuinely painful: 60% of the bets I placed by hand in a half-asleep state would have been rejected by the agent for failing the expected value filter Those were the exact ones dragging the whole result down When I was building my agent I needed a benchmark. A wallet that already trades on similar logic so I could compare my results to someone else's Found 1 that works almost like a mirror of what I described: same Asian markets, same cold calculation without emotion. I still keep it bookmarked and periodically check how it handles the same situations: That is actually the wallet I started with when testing auto-copying through a bot before I launched my own agent. A useful thing if you want to see how a strategy works on someone else's example first and only then build your own:show more

So why we need open mainnet and when it's... the good time to open and can we make it faster? I think Yes! WE build up Pi public blockchain is like we are building a highway. When the highway complete, all drivers need this highway because it can bring them benefit. And the highway can charge them fees every time when they pass. Pi is similar like a highway. The drivers are outside eco and different organization. We all know Pi WEB 3.0 blockchain has great value. This will attract outside eco come. When they come, they don't have Pi to pledge to use our blockchain. So they need to use their FIAT to buy our Pi. However, if our inner community has difference on price, it's like the highway has been controlled by different groups. These groups charge different fees. It will confuse outside eco and make them hesitate to come. That's why I believe open mainnet need united price for outside eco. Of course united price can help inner eco develop grow fast too. There are two options regarding price: 1. Let the pioneers and merchants slowly reach the agreement and we do nothing . This is let it go naturally. I do know some pioneers advocate this way. But I am sure it will take long journey because more than 45 million pioneers or maybe will never reach agreement. They will use from $0.01 to 1 million $ different price. 2. Our pioneers community advocate GCV because it has been accepted by a lot pioneers and merchants already. If all pioneers can understand this GCV price logic and if they hold Pi, they will support it. The reason is so simple. It relate to their self interest. This can be done very fast if we all united together. Another reason is based on a business accounting system. All business has tax reporting system even crypto currency. From 2019, USA IRS has the tax regulation on individual crypto currency capital gain. Currently most merchants are pioneers, they use their individual Pi Wallet. I see recently there is developer/merchant business wallet come out. Then they should use business Pi wallet. So it's easier for them to track crypto business profit and loss. As an accountant I know all capital gain or loss are calculated by using USD in USA. So accountant need a unified price. If not, the company will hesitate to join Pi eco system. Based the above reason, i call on Pi Community to support GCV price so that eco can satisfied prosperous condition to open mainnet. As for KYC and migration, the technology part has been mature or almost mature. And we believe CT and all pioneers can follow very fast. During close mainnet all merchants should do barter according to your availability. Please don't put all your products now! Close mainnet period is for cultivate the Pi Payment environment! If you have inventory and small items, you can put maybe 10% or less of your products to barter. All business owners should realize before opening mainnet there is risk of loss. Why many Chinese merchant do it? Because they are pioneers too ! They want to realize Pi GCV price so they do it volunteering to use inventory and small items with limit supply. Therefore it won't have much risk. And if open mainnet can reach GCV, they will not incur loss. So please all merchants do it wisely. Close mainnet small items and use inventory. Of course if you want to put big items, this is your choice and pioneers will be appreciated. But my suggestion is to be Rationalism. If everyone can do a little, it will create big influence. As a pioneer close mainnet it's not a time to get profit for yourself. So please don't expect cross border or big items because merchant has business risk. I see some cross border barter incur which is based on individual merchant. When open mainnet, you can realize all of it. But now it's time to help GCV price as a trend from my opinion. The above analysis is only my personal analysis. Reference only. It is not Business Advice! #WhatIDoForPi #PiGCVshow more

Last Thursday I was having dinner with a friend... at a regular shawarma spot near the subway. A guy he knew was sitting with us. Around 21, maybe 22. Hoodie, AirPods, beat-up backpack When the check came he grabbed it without a word. No discussion. Just tapped his phone and paid for all 3 of us My friend was not even surprised. Apparently this was not the first time I asked: what do you do? He said: "I copy wallets on Polymarket" I thought it was a joke. Or some trading guru with a $500 course But he explained it simpler than I expected "On Polymarket there are wallets that are consistently in profit. Not on 1 bet but on dozens in a row. I do not try to guess who wins the election or what the weather will be in Dallas. I just look at what a wallet with a 70+ win rate is doing and repeat it" He did not build models. Did not write scripts. Did not analyze news He opened Telegram and showed me a channel. Simple messages: wallet X entered position Y, price Z cents, market such and such Then he opened Polymarket and showed me his balance I am not going to name the exact number because he did not ask for that. But I will say this: it is enough for a guy in a rented apartment with 3 roommates to casually pay for dinner for 3 and not think twice I asked: "How did you figure out which wallet to follow?" He shrugged "That is the easiest part. Polymarket is blockchain. All trades are open. You go to the leaderboard, filter by win rate, look at history. If a wallet consistently enters positions at 3 to 8 cents and closes at a dollar that is not luck. That is an information edge" Then he added something that made me freeze "The funniest part is I do not even need to understand why he bets. I do not know where he gets his information. Maybe he is an insider. Maybe he has a model. Maybe he just reads news faster. I do not care. I see that he entered and I enter a minute later. The price usually has not moved yet" I came home and could not fall asleep Opened Polymarket. Went to the leaderboard. Started digging An hour later I found the wallet he was talking about → Starting balance was negative. Current balance is a 5-figure number. Win rate above 73%. Average entry 4 to 7 cents. Average win covers 10 to 15 losses I started monitoring it manually. Set alarms. Checked every 2 hours By day 3 I realized I cannot live like this I needed the same thing that guy had. A signal in Telegram that comes on its own the moment the wallet opens a position I found a bot that does exactly that → No delays. No manual monitoring. Wallet enters and you get a notification What you do with it is up to you. Copy it exactly, use it as a signal, or just observe 2 weeks have passed. I have not become that guy from the shawarma spot. Yet But I stopped guessing. And started copying Right now somewhere a smart wallet is opening a new position. The question is whether you find out about it in a second or in 24 hours when the price has already movedshow more

I began my art journey in 2002 as a... mature student, applying to Leith School of Art for their portfolio preparation year and then to Edinburgh College of Art for the 5 year MA Fine Art program. I was 38 years old at my graduation. My classmates called me 'Grandpa Jones', seriously. 😂 I spent the next 7 years working 3 or 4 jobs/100+ hours a week (waitering, art tutoring, charity director, Airbnb host) so I could pay for my very expensive painting habit and paint enough for an annual solo exhibition (that I had to organise and pay for myself for most of them as no commercial galleries were interested in QR code/AR tech infused paintings)... and every year but one I lost money. I was my accountants biggest loser over and over and over. 😅 So, from 32 to nearly 50 years old with my art career being a horrendous detriment to my financial future I questioned my life decisions... daily. But I never gave up. In fact, it was the opposite. With every rejection letter, with every let down and disappointment, with every financial loss, with every exhibition that didn't sell enough to even cover the costs of paint, canvas and framing, I pushed even harder. I worked even harder. I looked for new ways to differentiate myself from all the other artists around me and I invested everything I had into me and my future. Fortune favours the brave. If you're willing to put in the time, the work and the risk you will be rewarded. It may take 5 years, 10 years, 20 years or more but eventually, if you keep working and taking the risks that the rest are not willing to take (creatively and financially) you will succeed. Don't blame others for your failure. Take the knock backs, take the disappointments, take the rejections, and use them to drive you. If you are willing and able to commit 100% for however long it takes, you will succeed. This is a fact and I'm proof of that. Stop listening to the FUD, stop listening to those who don't believe in you. Show them how wrong they are. Again, it may take years, even decades, but fortune favours the bold and this is undeniable. Will you give up or will you keep pushing, learning, growing, expanding your ideas and your creative output? If you are, I look forward to seeing what you're doing, what you're creating and where you'll be in the next few years and beyond. Comment below and then connect with me in 2 years and tag me. I want to see how many of you will still be here working, grinding and creating art regardless of bear or bull markets. Artwork: EthGirl - Genesis NFT & collab with the great ᗩᒪᎧTTᗩ ᗰᎧᑎEY❂show more

Bryson DeChambeau hasn’t played since the Ryder Cup and... he won’t be again until LIV Golf Riyadh in February. He says he’s been speed training through the off season though and has a target of reaching a comfortable 200mph ball speed. He’s also been playing table tennis with America’s number 1, Kanak Jha. Speaking to Tom Hobbs from Flushing It Golf, Bryson said: “I’m not playing until Riyadh. I’m going to be going in hot though. I’m sneaky working on my game really hard. “I'm going to start ramping up my speed again. I ramped up my speed in November, got it to where I was pumping over 190 quite efficiently with some slow golf balls and stuff. I got to 200 quite a bit. “I haven’t done much recently though. I was playing some ping pong actually the past couple of days with the number one USA player, Kanak Jha. He's so much fun. Ping Pong is my favourite sport, so I got to learn a little bit from the best in the U.S. He’s twenty first in the world. So nobody's really gotten that high from the U.S. which is sweet. “But I'll get back to speed training right after Christmas and going into the new season, I want to be close to 200. So that's my goal. I’ll just get to a place where I’m super comfortable swinging fast.” The last time Bryson went after speed he gained an enormous amount of mass. He’s come back down through the weights though over the last few seasons and is much healthier for it. But, if Force = Mass x Acceleration, will he look to add more mass again and what’s more important, increasing acceleration or gaining mass? “They're both very important. If you don't have any mass, you can't accelerate it. It's a symbiotic relationship. It's actually more like F equals M V squared, that’s more of the velocity side of it. “You can accelerate too, but what I would say is the most important thing is it's not necessarily the mass or the acceleration, it’s the ability to put pressure onto the club. So you're able to apply pressure and control that through your grip strengths around a circle, that's probably the more important piece. Applying controlled pressure to the golf club like grip pressure. “It's not that you just accelerate the club, because you have to learn how to control the face through that motion as well. So it's all, you know, you can say it's acceleration, but it's a lot of grip pressure stuff. The more you control the grip pressure and how you're moving that grip, I would say that’s more the answer to your question. “And I guess at a certain point there’s dimishning return with, you know, going up in the mass and even down in the mass. There is a sweet spot for swinging a golf club. If you get a speedstick, there's just not enough mass behind it to create the smash factor necessary, and vice versa if it is too heavy, you can’t swing it that fast. “I'll always say swinging and accelerating the club is probably the most important, but the real answer is applying the most pressure to the golf club. The grip pressure. You’re not gripping it tighter, but your hand force into it pulling it and then throwing it around the corner.” Continues in comments thread below. Bryson DeChambeau Crushers GC LIV Golfshow more

A Jane Street quant sat down across from me... at Dandelion I was grinding through a loss streak. Three red windows in a row. BTC 5-min bot on screen. She clocked it from the next table. "Is that Polymarket? Why is your oracle pinned" I told her. Chainlink. Resolves every 5 minutes. Binance and Coinbase are the real price. She moved her matcha over without asking. "You're trading oracle lag. We did this on ETH perps in 2022. Regulators shut us down in six weeks" Not perps. Binary markets. Nobody regulates a 5-minute window. 86 million Polymarket trades. Every fill. Every book snapshot. Every resolution. "You wrote a scorer on top of this" I didn't. Claude did. One prompt. 21 days of tick data. I asked what setup has the highest follow-through. Binance and Coinbase both cross the target by $50. Same direction. Chainlink hasn't printed yet. 94% of the time the oracle catches up inside 2 minutes. "So you're front-running a feed that can't front-run you back" Yeah. She pulled out a notebook. Actual paper. Wrote something. Circled it twice. "At the desk we called this a stale quote trade. Died the minute oracles went sub-second" I told her Chainlink on Polymarket still runs on a 5-minute update. That's the whole game. A green fill landed. +$52. "What's the second layer" Order book imbalance. First 10 levels. First 90 seconds. Above 1.8 buyers are loading. Below 0.55 sellers are breaking it. Retail doesn't show up until t+240. Three files. Entry scorer. Exit trigger. Settlement router. Claude rebuilds the scorer every Sunday from the week's logs. "You're letting it rewrite its own strategy" Exactly. "That's the part my old risk team would have lost sleep over" The exit is what keeps it alive. 0.75 shares. Never resolution. Polygon settles in 1 to 3 seconds and half the fills miss in the last minute. Early exit locks 70% of max. Redeploy next window. "55 out of 400 a day" How did you know. "Kelly fraction on a 71% hit rate with that payoff geometry. You'd be insane to trade more" She wasn't wrong. My setup: Claude API - $20/mo Hetzner VPS - $5/mo poly_data - free polymarket-trade-engine - free Polymarket/agents - free 30 days. 1,847 trades. 71% win rate. +$14,200. Copytrade here: Sharpe 2.84. Max DD -$640. Avg hold 3:12. She closed her notebook. "I make more than this in a bad afternoon at the desk. But the desk doesn't let me copy-paste a scorer from Claude on a Sunday" I told her that's the whole point. She stared at the screen for a minute. "Can I follow this wallet" Already live. The article was up the next morning. Her partner DMed me by lunch. Three lines. "Saw your post. My entire prop group is reading it. We'd like to talk" I told him the post is the talk. Everything's in it. Nothing left to gatekeep.show more

A Citadel quant sat down next to me at... Verve on Gough and asked why my laptop had four terminals open I was scanning Polymarket. Four panes. Each one a different agent. He was killing time before a flight. Saw the screens. "Is that a multi-agent setup on prediction markets. Who's orchestrating" Claude. One prompt per agent. They don't share memory. Only a queue file. He pulled up a chair. "Walk me through. I do this for equities at work. I want to see your agent separation" Agent 1 is the scanner. I piped raw JSON from the official Polymarket CLI straight into Claude and told it to score every live market on three things. Edge against my probability estimate. Book depth on both sides. Hours to resolution. Thresholds kill 93% of markets before the brain ever sees them. Edge under 7 cents gone. Depth under $500 gone. Under 4 hours to resolution gone. Over 168 gone. 487 live markets collapse to 35. "Seven cents is your transaction cost buffer" Yes. Below that the gas and spread eat the trade. A green fill popped. +$52 on a BTC dominance market. "And the brain" Agent 2. Runs four checks on every survivor. Base rate from history. News in the last six hours. Whether any of the 47 top wallets are currently holding. And a disposition check - is the crowd making a known cognitive error. Three out of four must agree. Otherwise drop it. 86 million trades. I let Claude rank every wallet with 100+ fills and a 70%+ win rate. It returned 47 names in four minutes. Top 20 wallets made more than the bottom 13,000 combined. "Concentration like that means the signal is there. Most retail books look like a normal curve. Yours looks like power law" Kelly sizing does the rest. Capped at quarter Kelly. If f-star goes negative the trade dies no matter how confident I feel. "Overbet once and the bankroll is gone. You respect that. Good" Agent 3 is execution. Three strategies pulled out of a 53k line Typescript repo. Arbitrage across related markets. Convergence when price moves toward my estimate. Whale copy with a 60 second delay on the 47 wallets. Two agents agree full position. One agent only half. Disagreement no trade. "What did you cut" Sports. 52% win rate. Already priced in before the scanner flags it. Markets under $50k in depth. Slippage makes every edge a coin flip. Holding to settlement. The top wallets exit at 73% of max profit every time. I copied that. Agent 4 watches exits. Three triggers. Target hit at 85% of expected move. Volume spike 3x the ten minute average. Thesis stale 24 hours with no movement. "91% of the smart wallets exit before resolution. That's the trade" Yeah. Being right is not the same as being profitable. Setup: Claude API $20 Hetzner VPS $5 Four repos free Total $25 a month $200 seed. 27 days ago. $14,300 now. 271 trades. 74% win rate. Sharpe 2.47. Copy here: "How long did the build take" Two weekends. One to wire the scanner and the CLI. One to get the agents talking through the queue file. He watched the volume exit trigger fire on a Fed cut market. Position closed at 0.71. +$184. "Nobody at my shop runs four agents on their own money. We run eight on the firm's. You got the same structure on a laptop for the price of a sandwich a month" He asked for the repos. I sent them. He messaged me from the gate. "Publishing this tomorrow. My PM is going to ask me why I didn't do it first" I told him his PM already has a Bloomberg. That's the problem.show more