Growth Blog

Insights on Scalability & Technology

Scalability and technology consulting advice for SaaS and technology companies — from the AKF Partners team.

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Architecture

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,…

Architecture

Agentic Pattern: Handoff + Resume

Pattern Summary Handoff + Resume is a continuity pattern where the agent preserves state, context, or progress across sessions, users, or channels, and…

Architecture

Agentic Pattern: Recommend + Explain

Pattern Summary Recommend + Explain is a guidance pattern where the agent suggests a specific action, path, or decision and provides rationale to support it.…

Architecture

Agentic Pattern: Ask + Confirm

Pattern Summary Ask + Confirm is a core agentic interaction where the system proactively gathers an input from the user and explicitly confirms it before…

Architecture

Agentic Pattern: Watch + Wait

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…

Architecture

The Power of QA Test Automation in Agile Organizations

As a Consultant, I have worked with organizations helping with Agile transformations. Although these organizations may vary in size and industry, they often…

Architecture

Agentic Initiative Framework

Executive Summary Agentic design transforms products from static tools into adaptive, intelligent experiences. By layering proactive, outcome-aware interaction…