Dr. Neil's Notes
Software > Development > AI in Delivery Systems
Human-in-the-loop architecture
Introduction
The most effective delivery systems do not replace people, they reposition people to where judgment matters most. Human-in-the-loop design is about deliberate control points, not accidental manual work.
Place review where risk is highest
Use people for ambiguity, tradeoff decisions, and high-impact approvals. Use automation for repetitive synthesis, pattern matching, and low-risk drafting. The value comes from this separation of concerns.
Define override and escalation paths
Every automated output should have a clear owner, override mechanism, and escalation path. Without this, teams drift into blind trust or complete rejection, both of which reduce performance.
Treat review as architecture
Review gates are part of system design, not process overhead. Well-placed human checkpoints reduce failure amplification and improve confidence to move faster. When the output is being generated by a non-deterministic statistical probability engine (you can call it AI if you want) then the need for human-intelligence to perform a review is increased.
Part of the AI in Delivery Systems series.