What is AI agent scope drift?
Scope drift is when an AI coding agent edits files or systems outside the intended task boundary, often because the prompt did not encode explicit limits.
Agent scope drift
AI agent scope drift: what it is and how to prevent it.
Scope drift happens when an AI coding agent edits files outside the intended task surface. It costs tokens, introduces risk, and makes post-run review harder.
Claude CodeCursorCodex CLIChatGPT
01 / The problem
What goes wrong
- Agents optimize for completion and interpret broad prompts broadly.
- A task touching one component may pull in auth, routing, or database files.
- Scope drift is invisible until the diff review, after the tokens are already spent.
02 / Root cause
Why this happens
- Natural language task descriptions do not encode explicit file boundaries.
- Agents use context to infer scope and that inference is often wider than intended.
- Without machine-readable stop rules, agents follow the path of least resistance.
03 / Without RunTrim
Manual workaround
- 1Write a detailed preamble listing files and systems to avoid before each run.
- 2Review every changed file after the run and compare against original intent.
- 3Re-run with a tighter prompt if drift is detected, paying the token cost twice.
04 / With RunTrim
RunTrim workflow
runtrim
local
$runtrim guard "your task"
$runtrim go "your task"
$runtrim watch
$runtrim check
Privacy and trust
- Source code stays local in V1.
- No account required for the Free CLI.
- RunTrim tracks metadata, generated prompts, changed file paths, and protected systems.
- Cloud sync is Pro early access and metadata-only.
05 / FAQ
Common questions
Which agents are most prone to scope drift?
Any agent given a broad natural language task can drift. Claude Code, Cursor, Codex, and ChatGPT all interpret prompt scope similarly.
How does RunTrim prevent scope drift?
By defining allowed file surface, protected systems, and stop rules before the run starts, and checking changed paths against those rules after.
Does RunTrim block agent actions in real time?
No. RunTrim defines scope before the run and checks drift after. It does not intercept agent actions mid-run.
Is scope drift always expensive?
Not always, but it is unpredictable. Drift into auth or payment systems during an unrelated task carries real risk regardless of token cost.
Related resources
Keep AI coding agents scoped before they edit.
Broad tasks can drift into auth, billing, env, database, middleware, and other sensitive areas. Guardrails reduce that risk.
Reduce Claude Code token waste with scoped runs and local memory.
Token waste in Claude Code comes from unscoped tasks, repeated context reconstruction, and sessions that restart from scratch after a limit. RunTrim addresses all three.
Keep Cursor AI runs scoped before they edit sensitive files.
Without explicit scope, Cursor can drift into auth, billing, env, database, and other areas outside the original task. Guardrails set the boundary before the run starts.
Keep Codex CLI runs scoped before they edit.
Codex CLI tasks without explicit scope can drift into auth, billing, env, and other sensitive areas. Guardrails define the boundary before the run starts.
Define scope before the run starts
Set guardrails, monitor drift, and verify changed paths so scope stays where you intended it.
terminal
$npm install -g runtrim
$runtrim go "your task"
Free in V1 · No account required · Local-first · Agent-agnostic