Why Multi-Agent Systems Drift (The Semantic Telephone Disaster)
How an initial inquiry turns into an unauthorized action across 4 bots.
Multi-agent systems drift because passing summaries between agents strips nuances and negative constraints. An instruction to "review billing complaints" turns into "issue immediate refunds" by agent 4. Exogram coordinates agents through a shared, immutable entity ledger.
What Actually Happens in Production
A telecom support pipeline (Triage -> Diagnosis -> Settlement -> Execution) had an agent note "Customer unhappy with roaming charges, check if discount eligible." By the time the message reached the Execution Bot, it read "Customer approved for full refund and free VIP upgrade."
Why Writing “Please Don't Do This” in Your Prompt Fails
Each subsequent agent only reads the prior bot summary. Lossy text compression across multiple model inferences guarantees compounding errors.
The Fix: Putting a Real Lock on the Door
Agents in Exogram record structured facts in a central SQLite ledger. Subsequent bots read verified values instead of conversational summaries.
from exogram import ExogramCoordination
coord = ExogramCoordination(task_id='case_99182')
coord.record_fact('roaming_fee_dispute', amount=45.00, status='UNDER_REVIEW')
case_state = coord.get_fact('roaming_fee_dispute')
assert case_state.status == 'UNDER_REVIEW'Frequently Asked Questions
Can Exogram prevent multi-agent infinite loops?
Yes. Exogram enforces per-task execution budgets and cuts loops automatically in 0.07ms.
Lock down your bots in 5 minutes
Give your AI agents freedom to do real work without the fear they will break your software or empty your wallet.