AI automation erasing pathway jobs in developing countries - Businessday NG
AI automation erasing pathway jobs in developing countries Businessday NG
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Two-Pass LLM Processing: When Single-Pass Classification Isn't Enough
Here's a pattern I keep running into: you have a batch of items (messages, tickets, documents, transactions) and you need to classify each one. The obvious approach is one LLM call per item. It works fine until it doesn't. The failure mode is subtle. Each item gets classified correctly in isolation. But the relationships between items -- escalation patterns, contradictions, duplicate reports of the same issue -- are invisible to a single-pass classifier because it never sees the full picture. The problem Say you're triaging a CEO's morning messages. Three Slack messages from the same person: 9:15 AM : "API migration 60% done, no blockers" 10:30 AM : "Found an issue with payment endpoints, investigating" 11:45 AM : "3% of live payments failing, need rollback/hotfix decision within an hour"
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