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Open Discovery Challenge: How to Build a Verifiable Judge for AI-Designed Malaria Drugs

Open Discovery Challenge: How to Build a Verifiable Judge for AI-Designed Malaria Drugs Generative models can propose thousands of plausible molecules in a day.

  • Open Discovery Challenge aims to create a verifiable judge for AI-designed malaria drugs
  • Successful drug must inhibit PfDHODH enzyme without affecting human counterpart
  • Scoring system validation revealed toxicity gate errors, size bias, and novelty scoring issues

Why your AI coding agent should never see your API keys

Your AI coding agent needs your API keys. It needs them to call services, to test integrations, to run your stack. So you give it .env files, or you export keys into the environment, or you paste them…

  • API keys must remain secure when using AI coding agents
  • Developers often expose keys via .env files or environment exports
  • AI agents can leak secrets through context, output echo, and prompt injection

I Almost Used AI to Classify User Input. Simple Rules Worked Better

I’ve been rebuilding a small name tattoo tool recently, and I ran into a problem that looked like a good use case for AI. The user enters some text.

  • Author rebuilt name tattoo tool and needed tailored input classification
  • Initially considered using LLM for AI classification, but found problem small and predictable
  • Deterministic rules distinguished various input factors, proving better decision than AI