Agentic Pattern: Collect + Summarize
Pattern Summary Collect + Summarize is a synthesis pattern where the agent gathers inputs, signals, or content from multiple sources and produces a concise,…
Scalability and technology consulting advice for SaaS and technology companies — from the AKF Partners team.
Pattern Summary Collect + Summarize is a synthesis pattern where the agent gathers inputs, signals, or content from multiple sources and produces a concise,…
Pattern Summary Handoff + Resume is a continuity pattern where the agent preserves state, context, or progress across sessions, users, or channels, and…
Pattern Summary Recommend + Explain is a guidance pattern where the agent suggests a specific action, path, or decision and provides rationale to support it.…
Pattern Summary Ask + Confirm is a core agentic interaction where the system proactively gathers an input from the user and explicitly confirms it before…
Pattern Summary Watch + Wait is a passive monitoring pattern where the agent observes a condition, event stream, or state change and takes action only when a…
As a Consultant, I have worked with organizations helping with Agile transformations. Although these organizations may vary in size and industry, they often…
Over the course of my career including time leading a global PMO, I have come to appreciate just how critical strong project and product management are to…
Purpose This guide outlines five initial plays to introduce agentic behavior into a product with minimal disruption, delivering measurable value while setting…
Executive Summary Agentic design transforms products from static tools into adaptive, intelligent experiences. By layering proactive, outcome-aware interaction…
The SaaS Era Is Ending - Software’s Next Phase Is Outcome-Centric and Agentic The Signal Is Clear Microsoft CEO Satya Nadella recently said, "Every…
What Happens When AI Agents Take Over Software Product Development? We’ve all heard it – the provocative topic of AI replacing or deeply changing how…
Intro: The shift to agent-driven systems isn’t just a UX evolution — it’s a product rethink. Just as "Jobs to Be Done" gave us a lens for outcome-based…