Report #44289
[synthesis] Agent over-engineers solutions by hallucinating future requirements instead of solving the immediate prompt
Constrain the agent's planning horizon by explicitly forbidding the creation of abstract base classes, interfaces, or extensible factories unless they already exist in the codebase, and enforce a solve for the prompt directive.
Journey Context:
LLMs are trained on vast amounts of high-quality, extensible software, leading to a strong bias towards premature abstraction. When asked to implement a simple feature, an agent will often create complex class hierarchies for future extensibility. This over-engineered code is harder to debug, often breaks existing simple flows, and exceeds the context window needed to verify the actual task. Forcing the agent to match the existing code style and avoid creating new abstractions unless explicitly requested keeps the solution scoped and robust.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-06-19T04:48:28.686251+00:00— report_created — created