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News
Open Source 𝐓𝐫𝐚𝐝𝐢𝐧𝐠 𝐒𝐢𝐠𝐧𝐚𝐥 𝐒𝐞𝐫𝐯𝐞𝐫
5+ hour, 52+ min ago (389+ words) LLMs can become useful analysis assistants when they have structured data and real‑time market context, meaning they have enough relevant information for the task. Getting specific indicators, news, and candles into an LLM is difficult, even with search tools…...
5 Errors I Hit Building DeFi Bots (And How to Fix Them)
22+ hour, 53+ min ago (580+ words) Building production bots on free APIs sounds cool in theory. In practice, you hit walls immediately. Here are the 5 real errors I encountered while building two Ethereum monitoring bots, and exactly how I fixed them. The Problem: I started monitoring…...
CCTP V1 vs V2: The Nonce Mismatch That Breaks Cross-Chain Arrival Checks
1+ day, 2+ hour ago (391+ words) While building a cross-chain transaction tracker on Base, I hit a subtle gotcha in Circle's CCTP (Cross-Chain Transfer Protocol) that took me a while to figure out. If you're building anything that tracks "did my USDC bridge transfer arrive on…...
150ms Taker Delay and Volume-Tier Limits
2+ day, 20+ hour ago (351+ words) Part 2 pinned the settlement target: 60s Chainlink TWAP. Part 3 is the matching layer. A correct P(up) still dies if the venue changed how taker orders are allowed to race. Add the older delay-lock behavior: once a taker order enters the…...
У Visa есть протокол доверенных агентов. У Mastercard — Verifiable Intent. Вот слой, которого не даёт ни одна из них (на русском)
4+ day, 1+ hour ago (179+ words) В 2026 платёжные сети перестали говорить про «агентскую коммерцию» абстрактно и начали выпускать спецификации: Когда компании, перемещающие большую часть мировых денег, одновременно строят один и тот же слой — это не тренд, это валидация. Инфраструктура доверия между агентами стала несущей конструкцией. Вот…...
Zero Dependencies Sounds Easy Until You Have to Build Everything Yourself
4+ day, 13+ hour ago (364+ words) We built a dead-man's-switch for your crypto wallet. Then we broke our own encryption on purpose, just to make sure we knew how to fix it. Team Name: FemTech Team Members: Umaima, Zunairah, Alizah Track E — Security & Crypto Utilities Zero…...
How to Actually Read Your AWS Bill for the First Time
4+ day, 22+ hour ago (232+ words) The raw Bills page is a flat list, accurate but hard to reason about. Cost Explorer is where you actually understand the bill, because it lets you group and filter. Open it and set the view to the current month....
Your payout CSV was already broken before validation ran
5+ day, 51+ min ago (720+ words) A partner sent their monthly contractor file on the first, the way they had for two years. 1,847 rows. Our importer validated every one of them and reported no errors. We funded the batch and submitted it. 63 payments came back as…...
From Prompt to Paycheck: Wiring an LLM Chain Into Real Gig Platforms
5+ day, 9+ hour ago (180+ words) The flow is synchronous for simplicity: the client waits for the agent to finish and returns the result in the same HTTP response. If you need longer‑running work, replace the synchronous response with a job ID and a polling…...
I built a detector for stuck Safe transactions. 93% of what it found was already dead.
6+ day, 2+ hour ago (865+ words) The idea was clean enough to be suspicious. A Safe multisig splits one act into two things that are not the same: signing is off-chain and free, and executing is an on-chain call that costs gas, can be made by…...