Arjun Lohan

The Scope Creep Myth: How Hierarchical Visibility Drives Escalation Rather Than Departure in Multi-Agent Systems

When an orchestrator delegates a subtask to a worker agent, it must decide how much context from the supervising hierarchy to expose. Current engineering practice diverges sharply: systems either isolate workers to their immediate assignment or forward the full execution transcri...

The Scope Creep Myth: How Hierarchical Visibility Drives Escalation Rather Than Departure in Multi-Agent Systems

When an orchestrator delegates a subtask to a worker agent, it must decide how much context from the supervising hierarchy to expose. Current engineering practice diverges sharply: systems either isolate workers to their immediate assignment or forward the full execution transcri...

Reuse, but Verify: Certified Maintenance of LLM-Computed Table Cells under Prompt Edits

AI-native tables let users define columns in natural language: each cell is computed by a language model from a versioned prompt over its row. When the prompt is edited, deployed systems face a choice: recompute every cell, which is expensive and rate-limited, or silently reuse s...