The latest agent pass changed request normalization and shifted response shape.
Use Case
Agent-driven development
When agents are writing your code, you need to see what changed in the running system fast.
Agent loop
logito dev start logito review
Run the agent. Exercise the system. Review what changed.
Install CLI
Takes ~30 seconds. No signup required.
Runs locally. No data leaves your system.
Works with any API, service, or local environment.
What happens after you install:
- 1. Start a run
- 2. Trigger your system
- 3. See exactly what changed
Problem
Agents compress the time between change and confusion.
- Code, prompts, config, and workflows can all shift in one loop.
- Behavior drift shows up faster than humans can manually verify.
- Logs tell you symptoms, not what the agent actually changed.
Hidden Issue
The hidden issue is runtime drift, not just code churn.
An agent can update prompts, config, and code in one pass. A diff tells you what files moved. It does not tell you what the system now does.
- Prompt changes can alter request shape without obvious code edits.
- Config flips and restarts can change behavior across the whole run.
- By the time a human reviews it, the system has already moved on.
Logito Flow
Run -> Diff -> Insight -> Action
Run Start a session around the system the agent is touching.
Diff Compare the new run against a known good baseline.
Insight See what shifted and what likely caused it.
Action Fix the change or intentionally lock the new baseline.
Example
Run it once. Review what changed. Act with context.
Agent loop
logito dev start logito review
Run the agent. Exercise the system. Review what changed.
Agent-generated run
+ estimate payload now omits carrier_notes+ /v1/quotes timing increased after mapper update+ config branch changed during service restart
Inspect the mapper path, rerun review, and keep the baseline only if the drift is intentional.
Install Fast
Install, start, and review the next run.
Fast path
brew tap progadigital/tap brew install logito logito dev start
Takes ~30 seconds. No signup required.
Benefits
Why teams use this loop
- Move faster without guessing what the agent changed in the system.
- Catch drift before it becomes accepted confusion.
- Keep your review loop grounded in real behavior, not static diffs.
Positioning
Why this catches drift faster
Code diffs show what the agent edited.
Logito shows what those edits changed in the running system.
That keeps agent-driven development reviewable.
Agent loops compound drift quickly. If you wait until review time to understand behavior, the system has already moved past the change that caused it.
Install
Install Logito before your next agent run.
Run it once. See what changed. Decide with evidence.
Takes ~30 seconds. No signup required.
Runs locally. No data leaves your system.
Works with any API, service, or local environment.
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