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⚡ AI Lessons
Dev.to · Stuart McLeod
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Search for an agent is not search for a human
Search built for people leans on a human to disambiguate at the end. Search built for agents has to remove the ambiguity up front. How we made Search resolve, n
Dev.to · Stuart McLeod
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
82% email: what a B2B enrichment API actually returns
We ran our own enrichment engine over 519 people and published the real find-rates, per field, with confidence scores. No customer data, no marketing gloss.
Dev.to · Stuart McLeod
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Your AI agent shouldn't act on data it can't cite
Enrichment APIs hand your agent a value with no way to know if it's verified or guessed. Here's why every field needs a source and a confidence score.
DeepCamp AI