5 min read
Designing an AI Agent Product: From User Problem to Evaluation Framework
An AI agent product management framework for designing autonomy, human-in-the-loop workflows, and reliable evaluation.
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Product thinking for uncertain systems.
Short, practical notes on AI product management, discovery, roadmaps, evaluation, and the operating systems behind useful products.
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From Feature Roadmap to Outcome Roadmap: A Practical Framework
How to shift from output to value with an outcome-based roadmap framework connecting strategy, product prioritization, and metrics.
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5 min read
I Built a Multi-Agent AI Product. Here Is What Actually Changes for Product Managers
A practical comparison of traditional and AI product management across requirements, evaluation, data, economics, and human oversight.
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5 min read
How I Use AI in Product Discovery (Without Outsourcing Product Thinking)
A five-step AI product discovery framework that combines faster analysis with human judgment and traceable evidence.
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