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News
Holdout Ledgers Keep Agent Scores Honest
19+ hour, 16+ min ago (1654+ words) A headline agent percentage is not a measurement until the task ledger, metrics, and controls can be re-run by a stranger. Teams that skip that freeze often publish marketing numbers dressed as evaluation, then discover they cannot reproduce the run....
The AI Agent Revolution Is Not About Automation. It’s About Authority
2+ day, 1+ hour ago (1276+ words) The next generation of AI will not simply answer questions. It will make decisions, use tools,... Tagged with productivity, studytips, spacedrepetition, ai....
Why 90% of Candlestick Patterns Fail: Building an Institutional AI Confluence Scanner in Python
2+ day, 18+ hour ago (23+ words) If you have ever attempted to build an algorithmic trading bot in Python, you have almost certainly... Tagged with python, trading, ai, opensource....
Bounties for AI work have the same failure mode as game economies
4+ day, 6+ hour ago (505+ words) I spent a few years designing game economies before I spent any time on AI tooling, and the transition has been strange, because I keep watching people rediscover failure modes that mobile games documented years ago. The current one: bounties…...
Hedera's EVM speaks tinybar, its RPC speaks weibar, and both mistakes return SUCCESS
4+ day, 15+ hour ago (709+ words) I lost most of a day to a bug that never once failed. I was building a contract that pays for its own future: an access subscription that re-arms itself on-chain through the Hedera Schedule Service, so an agent pays…...
How to Build Secure AI Agents for DeFi: From Blockchain Data to On-Chain Actions
5+ day, 38+ min ago (761+ words) AI agents are moving beyond chat interfaces. In decentralized finance, they can monitor blockchain activity, analyze market data, identify opportunities, and potentially execute on-chain actions. But giving an AI system access to a blockchain wallet creates a serious security challenge....
I made an API that has no signup, because the payment is the login
5+ day, 10+ hour ago (490+ words) I wanted an agent of mine to resolve an Australian company by its ABN. That is a solved problem. There are several APIs that do it and they are cheap. The agent could not use the ones I found. So…...
After the Sprint: A 72-Hour Build Retrospective - Spoiler: It Wasn't Secure
6+ day, 14+ hour ago (1101+ words) I built Charitas Clew for a 72-hour DEV Weekend Challenge. It worked. I submitted it. And then I did... Tagged with buildinpublic, learning, discuss, devjournal....
TypeScript SDK for autonomous Solidity security auditing — 7 breach scenarios, LangChain.js + Vercel AI SDK integration
1+ week, 7+ hour ago (22+ words) I've been working on an autonomous security auditing gateway for Solidity smart contracts. The... Tagged with typescript, solidity, web3, security....
Building a Ledger for AI Agents: OpenLedger's 15 MCP Tools, Immutable Transactions, and Why the Audit Log Lives in the Same DB Transaction as the Write
1+ week, 13+ hour ago (709+ words) Today Attri is open-sourcing OpenLedger — a local-first, double-entry accounting system with an MCP server on top. Python 3.11+, SQLite, aiosqlite. 15 tools exposed over MCP. Immutable transactions. Corrections via contra posting. Every mutation writes an audit-log row in the same DB transaction…...