$1.83M USDT sweep into USDD AuthGemJoin — mule offramp on TRON
A TRON wallet aggregates ~665K USDT from four sources over ~3 weeks, then routes 1.83M USDT into USDD’s AuthGemJoin5—classic aggregate, swap…
Updates
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TRON listener gossip: BFS + Haversine from public IPs
Many investigators miss that TRON listener IPs are public—simulate how gossip might spread using BFS and Haversine distances between nodes.
In-skill Stripe payments demo (OpenClaw / ClawHub)
Minimal skill + repo demo: paywall agent skills with Stripe Payment Links, email verification, and local receipt—fork and swap in your own p…
Solana Signals Feed: early DEX momentum before trending lists
A live feed of abnormal Solana DEX activity—RVOL, velocity, buyer surges, and price breakouts—computed from 1h and 24h trade data, with a pu…
Spotlight
Fresh long-form work: a lead story and supporting picks from the latest research, explainers, and notes.
RESEARCH
Simulating a TRON Transaction's Gossip Trace from Public Listener IPs
A TRON transaction spreads across the network the same way a rumor spreads across a crowded room. This post takes 7,637 public TRON listener IPs from the TronScan nodemap, connects listeners within 800 km using the haversine formula, and walks a synchronous BFS wavefront outward from a synthetic Frankfurt origin — reaching 3,380 nodes in eight hops with visible geographic chokepoints and isolated islands. Covers what raw listener IPs reveal once paired with coordinates, and the random geometric graph and percolation mathematics underneath.
EXPLAINERS
6 ML Model Mistakes People Make With Crypto Data (And How to Fix Them)
Most crypto ML models fail before training ends. Here are the six mistakes killing model performance: raw inputs, wrong architectures, bad targets, and more.
RESEARCH
Research
Cryptogrammar research documents market dynamics, execution mechanics, and infrastructure challenges that institutional traders face. Each piece combines theory with real-world data from live trading ...
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RESEARCH
Using Onchain Trades to Identify Regime Changes and Stationarity of Financial Data
This short blog walks through why onchain trades are a good source for regime and stationarity, what those concepts mean for your models, and how to wire them into a minimal pipeline, so you can train and evaluate more safely.
RESEARCH
Colocation and Latency for Crypto Trading: Same-Provider vs Cross-Provider, Cross-Region
We benchmark latency from EC2 in Tokyo and US East 1 to AWS and GCP Europe endpoints using TCP/TLS timing. From AWS US East 1, connect time to AWS Europe is ~74–104 ms and to GCP Europe ~87–99 ms. From Tokyo to the same endpoints it is ~216–225 ms (AWS) and ~248–262 ms (GCP). Same provider is lower than cross-provider. Here's the methodology and how to run the script yourself.
RESEARCH
Why Large Trades Fail on DEX - From 5% Slippage to 10% Price Crashes
TL;DR: Decentralized Exchanges have a hard liquidity ceiling that forces institutional traders to OTC. Small trades (10 WETH) lose 0.67% to slippage. Mega-trades (200K WETH) lose 11.98% ($46.69M)....
RESEARCH
Is Python Too Slow for Crypto Trading? We Ran the Numbers.
Everyone says Python is too slow for trading. We benchmarked pure Python vs NumPy vs Pandas on 1M rows, then compared the results to actual on-chain block times. The answer depends entirely on which chain you're trading.
RESEARCH
Blockchain Data Observability: When Your Data Pipeline Goes Offline
You're running a Solana trading bot that depends on real-time, low-latency price feeds. Suddenly, your dashboard shows stale data from 5 minutes ago. Is it a network issue? An API problem? Did your ap...
RESEARCH
Building a Basic Order Book in C++
Order books are fundamental data structures in trading systems. They maintain lists of buy and sell orders, match them, and provide real-time market depth information. In this article, we'll build a b...
RESEARCH
Wait a minute... There's research on Chaos Theory and the COVID-19
The term chaos is used when there is some change taking place that cannot be explained by classical physics.
RESEARCH
Fading Toxic Flow: An Automated Mean-Reversion Strategy for DEX Liquidity Shocks
Can we detect when a large DEX swap is just temporary noise rather than the beginning of a trend? This article presents a microstructure alpha engine that identifies isolated liquidity shocks in AMM pools and systematically fades them, betting that temporary price impacts will revert to equilibrium.
RESEARCH
C++ Trading - Building a DEX Market Maker: Simulating Uniswap V3 Liquidity Provision
Decentralized exchanges (DEXs) like Uniswap V3 revolutionized liquidity provision by allowing market makers to provide liquidity in specific price ranges, rather than across the entire price curve. Th...
RESEARCH
Google Dorks for Smart Contract Security: Finding Vulnerabilities Before They're Exploited
Google Dorking uses advanced search queries to find hidden or sensitive information exposed on the internet, including vulnerable smart contract code patterns.
RESEARCH
Hedgey Finance Exploit: Six Months Later, Lessons Learned, and Code Revamped
On April 19, 2024, Hedgey Finance faced an exploit resulting in the loss of approximately $2 million on the Ethereum network, along with numerous BONUS tokens on the Arbitrum network.
RESEARCH
Diagnosing and Fixing Kafka Consumer Connection Issues in Java
Kafka consumer connection issues in Java can be frustrating, especially when the error messages don't clearly indicate the root cause. This article explores a specific class of problems that aren't fu...
RESEARCH
Life and Human Behaviour as a Fractal
What if we imagine life and human behaviour as fractal patterns—self-similar structures repeating at different scales and use it to change? Hold on, hold on...
RESEARCH
MEV Boost Relay Trade Profit Monitor: Tracking Builder Revenue from Private Mempool Trades
How do MEV block builders profit from private mempool trades? This dashboard monitors live MEV-Boost builder income by tracking balance changes across swaps executed through private mempools. I believ...
RESEARCH
Building an Order Execution Engine: Simulating EVM-Based Trading
Building on our basic order book, we'll now create an advanced order execution engine that simulates trading on an EVM-based blockchain. This implementation handles order matching, tracks execution de...
RESEARCH
The End of EOAs? How RIP-7212 Changes Everything
In this blog, we'll explore what this proposal is about, what problem it solves, why it matters, and its current status, among other details.
RESEARCH
Tornado Cash Intelligent Demixer: Transaction Attribution Through Behavioral Analysis
What if we can build an algorithm, that matches deposits to withdrawals in a tornado cash trasaction? Doesn't that break the whole privacy aspect that it promises? This tutorial build a POC trying to ...
EXPLAINERS
How to Track the Internet with Shodan API
Shodan is a search engine for Internet-connected devices. Unlike traditional search engines that index websites, Shodan indexes devices, services, and infrastructure exposed to the internet. This tuto...
RESEARCH
Three-Dimensional Geometric Analysis of Bharatanatyam Postures: Understanding Dance Through Vector Mathematics
This article presents a mathematical view of Bharatanatyam dance movements through the lens of three-dimensional geometry and vector field theory. By examining the spatial relationships between body s...
RESEARCH
Big O Notation and Time Complexity Analysis for Uniswap V3 Smart Contracts
Based on the content by Gayle Laakmann Mcdowell
RESEARCH
Four Addresses, Unlimited Authority! This Test Code Snippet Halted Polygon Nodes on Dec 18, 2025
Originally published at https://community.bitquery.io/t/four-addresses-unlimited-authority-this-test-code-snippet-halted-polygon-nodes-on-december-18-2025/2528?u=divya