Thoaml Ambuoc | Pumpkin.xyz Global
99 posts







🗞️ Israeli PM Netanyahu said he spoke with President Trump, and Trump “reaffirmed Israel’s right to defend itself against threats on every front, including Lebanon.” The remarks come as Al Jazeera’s Ali Hashem says the memorandum of understanding currently being negotiated includes a ceasefire in Lebanon, but Israel is pushing Washington to include language allowing continued military operations in Lebanon under the justification of responding to “any threat.” According to Hashem, Iran has rejected that formulation and is insisting on a sustainable, lasting ceasefire.






Most traders still rely on charts, narratives, and simple price predicts. But markets are driven by probabilities, not certainty. The phrase "BTC at $80K" means nothing if you don't understand the odds, volatility, and liquidation risk behind this move. @SynthdataCo is building a probability-native analytics layer for trading. Instead of a single price forecast, Synth creates complete probability distributions using hundreds of AI models and thousands of Monte Carlo simulations in real time. Traders receive probability ranges, tail risk estimates, and market scenarios around which to build positions. The system runs on the Bittensor Subnet 50, where models compete with each other using the CRPS metric, which evaluates not only the accuracy, but also the quality of calibration of forecasts. The best models receive emissions by creating a decentralized network that is continuously improved through competition and data. This is changing the very approach to markets. More accurate entries into prediction markets, competent use of leverage, better evaluation of short-term options and dynamic LP position management. The advantage now is not to react faster to charts, but to understand probabilities better than others.





























