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Engineering Notes
High-standard engineering notes on AI creative productivity.
Anti-hallucination: mandatory provenance and explicit conflicts
Hallucination in a summarizer is not a model bug you prompt away — it is a missing constraint. Two rules — mandatory provenance and explicit conflict flags — cut it down more than any prompt tweak.
Creative evaluation: splitting novelty into R1 and R2
Treating originality as one score breaks the moment a second round exists. Splitting it into R1 (independent novelty) and R2 (incremental value over the existing set) fixes the metric.
Multi-agent collaboration: blind rounds and convergence
How to structure multi-agent brainstorming so agents produce independent ideas before they see each other's work — and what to do when they converge anyway.