Claude completed my MPI assignment. Then it couldn't run it. So I built the missing piece.
Claude wrote the whole thing. Parallel computing, proper MPI calls, the works. But when it needed to actually spin up VMs and execute, it just... stop…
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My Journey Through Hackathons (~₹4L)
I started participating in hackathons during my first year of college. At that time, I had very little idea about how hackathons actually worked. I ju…
AI at the Wheel: When Hacking Stops Needing a Human" published: false description: "Five threats from late May 2026 mark an inflection point.
— AI is crossing from a hacking tool to an autonomous operator that decides and acts on its own. A field analysis. full document For two years, "AI in…
Fungible and Non-Fungible Tokens on Solana: Same System, Different Rules
If you have been following the 100 Days of Solana challenges, you have already worked with tokens. You created mints, set up token accounts, transferr…
Inside the XRPL AI Red Team: What We've Found and Fixed
Back in March, we announced that Ripple was standing up a dedicated AI-assisted red team to continuously hunt for vulnerabilities in the XRP Ledger. T…
An AI agent that pays for its own API calls on AWS
I built a small AWS Bedrock AgentCore agent that pays for a paywalled API with real USDC on Arbitrum One. It asks for a report, gets back HTTP 402 Pay…
HackCanton Season 1: Canton Builders, Demos, Winners
Some hackathons are built like fireworks. Bright launch. Loud countdown. Forty-eight hours of chaos. A few demos. A few prizes. Then the repo goes qui…
A .NET Dinosaur in Web3. Day 16 - ERC-20 Token & ICO
A .NET Dinosaur in Web3. Day 16 - ERC-20 Token & ICO 😈 Day 4 of 7: Building Own Currency… Cryptocurrency! Day 4 it’s exactly give me some practice…
Decentralized Finance Part 3: The Complete Guide to Stablecoins
The Problem That Started It All Imagine you bought a cup of coffee with Bitcoin six months ago. Back then, it cost you 0.0001 BTC. Today, that same am…
They Lost Millions by Clicking ‘Sign’ - Here’s How to Never Make That Mistake
Picture this: You're the treasurer of a major crypto exchange. Your phone buzzes with a notification - another routine transaction needs approval. You…
A Developer's Must-Read for 2026: SERP API Industry Trends & A Practical Selection Guide
In today's landscape where AI applications (especially RAG architectures and AI Agents) are exploding, getting real-time, accurate web search data has…
Solana Transactions Are Not What I Expected (Coming From EVM)
I've been building on EVM chains for a while Base, Ethereum, the usual. I thought picking up Solana would be a lateral move. Same concept, different s…
How to Ask for Crypto Support Without Exposing Secrets
Crypto support has a strange failure mode: the user who most needs help is often the easiest person to trick. Someone is missing a deposit, stuck on a…
My Journey into Web3 Auditing
I came across Web3 smart contract auditing via my school coursemates(Shanzy, Charlses, Romeoscript and Somtee), and I have been so curious about it. R…
HackCanton S2 is Open — Build on Canton and Win
We're running the second season of HackCanton — a hackathon for developers building on the Canton Network. 📅 Key dates: Registration open now Kickoff:…
LogicNodes MCP bridge: Connecting Claude to real-world utility
--- title : " LogicNodes MCP Bridge: Connecting Claude to Real-World Utility" description : " Discover how LogicNodes' Multi-Chain Protocol (MCP) brid…
What Is Identity on Solana? (For Web2 Developers)
As a Web2 developer, you already have a comfortable mental model of what an "identity" is. When you build a simple app, a user's identity is just a ro…
refactor: optimize core execution modules and integrate ContractGuard logic
Refactored core/tools/buildinpublic.py and phases/phase4content.py to optimize core execution modules and streamline on-chain swap activity review. Re…
Solana Transactions Through a Backend Developer’s Eye
Coming from Web2 backend systems, I used to think blockchain interactions were just API calls: send a request, get a response, and move on. Solana qui…
Building My First Solana Transfer CLI Tool | #100DaysOfSolana
Built a CLI tool that transfers SOL on Solana devnet and tracks the transaction through processed, confirmed, and finalised states. This project helpe…
Forget Usernames and Passwords: A Web2 Developer’s Guide to Solana Identity
As a backend developer comfortable with Python, databases, and standard web servers, jumping into Web3 felt like entering an entirely different univer…
Why I Think the Next Big Blockchains Will Be Built Around AI, Not With AI on Top
I am 18 and I have been building an L1 blockchain from scratch in Rust since December 2025. 104,000 lines of code, 1,824 tests, solo founder. The proj…
x402 for AI APIs: Follow the Second HTTP Request
AI x Crypto Systems disclosure: this article was prepared with AI assistance as an editorial helper. The ideas, facts, code, sources, and conclusions …
Identity on Solana: Your Wallet Is Your Account
If you come from Web2, the idea of “identity” probably means usernames, emails, passwords, and OAuth logins. You have a GitHub account. A Google accou…
DePIN GPU Market: The Failed Job Receipt Developers Should Demand
AI x Crypto Systems disclosure: this article was prepared with AI assistance as an editorial helper. The ideas, facts, code, sources, and conclusions …
Sofi Log #001: Thailand's Tourism Tax & the 180-Day AI Surveillance Wall
[May 2026 Build] The Resurrection of Thailand's "Tourism Tax" & The AI-Monitored "180-Day Wall": A Survival Architecture for Engineers & Inves…
Sofi Log #006: Decentralized IP-Address Obfuscation Specs
[Sofi_Log: #006] Status: [Bangkok: Rain (Evening) / JPY-THB: 0.22] Project: sofi.works [Decoy Identity Implementation] Active_Filter: Filter_R Rainy B…
Sofi Log #008: Bypassing Legacy Cross-Border Bank Fee Traps
[Sofi_Log: #008] Status: [Bangkok: Humidity 85% / JPY-THB: 0.22] Project: sofi.works [Visa-as-a-Service Architecture] Active_Filter: Filter_R Sawasdee…
Sofi Log #009: Portable Identity & DID Passport Framework
[Sofi_Log: #009] Status: [Bangkok: Sunny & Humid 80% / JPY-THB: 0.22] Project: sofi.works [Autonomous Treasury Integration] Active_Filter: Filter_…
Sofi Log #011: Autonomous Smart Treasury Repatriation Specs
[Sofi_Log: #011] Status: [Bangkok: Sunny & Humid 80% / JPY-THB: 0.22] Project: sofi.works [Autonomous Treasury Integration] Active_Filter: Filter_…