Connect your AI agent to synchronous business search and structured listing data through one secure MCP connection. Comments URL: https://news.ycombinator.com/item?id=49940653 Points: 4 # Comments: 0
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Let's walk through the same task twice: "Find every enterprise deal closing this quarter and draft a follow-up for each owner." Before: the agent loads the CRM. It reads the pipeline page like a screenshot, guesses which column is "Close date," and tries to click a filter it can't quite see. Each page of results is another full page-load of tokens. It misclicks, loses the filter, starts over. The follow-up drafts get typed into the compose box one character at a time through keystrokes, because there's no other door in.
I built cachewhy around a small but costly HTTP cache mistake. Imagine a request for /missing.js that returns 404 with Cache-Control: public, max-age=2678400. That lifetime is 31 days. A browser may reuse the missing response even after the file is deployed. Changing the server header helps new responses, but it does not automatically erase a copy the browser already holds.
This is a simplified guide to an AI model called Laya maintained by Convaiinnovations. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. laya is an open-source, non-autoregressive System 1 decision model from convaiinnovations. It accepts a text state—such as an email, support ticket, conversation state, or JSON document—and typed questions, then returns structured answers with probabilities and confidence scores. The most important point is that it is a decision model, not a text generator: it does not produce free-form text, which removes generation p
Decentralized finance security extends far beyond the core smart contracts of major lending protocols. As users increasingly rely on peripheral modules to automate complex strategies, the integration layer itself becomes a prime target for malicious actors. This reality was starkly illustrated on October 1, 2026, when a custom Ethereum module known as FlashLoopAdapter was exploited, resulting in the loss of approximately $305,000 to $310,000 from two Safe wallets. Crucially, the breach did not compromise Aave V3’s core lending infrastructure. Instead, attackers identified and leveraged a criti
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