A system prompt is a product. Point Looper at it. Each run finds edge cases, contradictions, stale tool references, and missing security guidance before users hit them.
Pro is $19/mo for 10 loops. Two free loops, no card, if you want to try first.
Tools change. Examples go stale. Two instructions start contradicting each other. Morning should not be the first time you learn the agent cannot handle a common request.
The prompt never says what to do when the user asks something the tools cannot answer.
APIs moved. Arguments changed. The prompt still names last quarter’s tools as if they exist.
Tone, policy, and examples fight each other. The model has to guess which instruction wins.
Prompt injection and data exfiltration are missing from the instructions until an incident writes them in.
Same cycle every run. You paste the prompt. Looper reviews it against the questions the AI Agents kit already knows.
Read the current system prompt, tool list, examples, and error-handling guidance as one target.
Find edge cases, contradictions, hardcoded values, stale tools, and missing security considerations.
Propose exact text replacements. Keep the personality. Drop instructions that fight each other.
Confirm the next pass is simpler, more complete, and still the same agent — or leave the remaining gap.
Real numbers only. No card on free. Checkout can wait — start from the dashboard.
2 loops. No card.
10 loops. The overnight default.
When more people share the loops.
When the org outgrows a small set of loops.
Pro is $19/mo for 10 loops. Wake up with exact replacements for the edge cases, stale tools, and contradictions.
Get Pro · $19/mo