Skip to main content
Use Case · AutoGen

AutoGen agents collaborate. Civic makes sure they don't share everything.

AutoGen makes multi-agent conversations easy. Civic makes sure each agent's tool access stays separate.

use case / autogen

The assistant agent called the code executor 400 times debugging one function.

Just imagine, one day…

You build an AutoGen group chat with three agents: a planner, an assistant, and a code executor. The assistant generates code, the executor runs it, and the planner coordinates. The system works well in testing.

The assistant generates a function with a subtle bug. The executor runs it, fails, and sends the error back. The assistant tweaks the code and sends it again. This loop runs 400 times in 12 minutes. Each iteration calls the LLM and the code executor. $890 in compute and inference costs. The code still doesn't work.

Multi-agent conversations without rate limits are just expensive retry loops.

Without rate limits, multi-agent loops burn through compute budgets.

It does things you did not intend

You asked it to write and test a parser. The assistant and executor looped 400 times on the same bug, each iteration costing compute and LLM credits.

You cannot prove what happened

400 iterations of code generation and execution. No log showing when the loop started, what changed each time, or why it didn't stop.

You cannot stop it fast enough

12 minutes of unattended execution. No circuit breaker. No cost cap. The agents kept collaborating on a solution that wasn't converging.

It gets confused and you never know

Each iteration changed the code slightly. The executor saw a different error each time, convincing the assistant it was making progress.

Connect AutoGen through Civic in three steps

AutoGen Agent

Create profiles: assistant, executor, planner.

Executor: max 20 runs/hr, $10/day cap.

Assistant: max 50 LLM calls/hr.

Done. 3 profiles configured:

✓ assistant — 50 LLM calls/hr

✓ executor — 20 runs/hr, $10/day

✓ planner — coordination only

The same scenario. Different outcomes.

Without Civic, the agents loop until costs pile up. With Civic, the executor hits its limit after 20 runs.

$ python autogen_chat.py
[assistant] generating code...
[executor] run #1 — error on line 12
[assistant] fixing... [executor] run #400
[billing] ✘ $890 in compute costs
$ # 400 iterations. $890. code still broken.
$ python autogen_chat.py
[assistant] generating code...
[executor] run #1 — error on line 12
[executor] run #20 — rate limit reached
[nexus] ✘ executor paused — 20/hr limit
[nexus] alert sent. cost: $4.50
$ # loop caught at 20 runs. $4.50. alert sent.

Ship safer with Civic

We'll help you implement authenticated, scoped, and auditable access without slowing down your build.