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Insights on Scalability & Technology

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

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Artificial Intelligence

Agentic Pattern: Multi-Intent Fork

Pattern Summary Multi-Intent Fork is a parallel execution pattern where the agent detects or receives multiple distinct intents and pursues them concurrently.…

Artificial Intelligence

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,…

Artificial Intelligence

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…

Artificial Intelligence

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.…

Artificial Intelligence

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…

Artificial Intelligence

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…