🧪 Test?View on arXiv
The Two-Ledger Model: Transaction-Grain Cost Accounting for Multi-Agent AI Systems Across Clouds, Models, and Systems of Record
Not specified in the provided content
cost accountingmulti-agent systemscloud computingAI telemetry
2611.06989
Builder Relevance
3h ago80%
Abstract
The paper proposes a Two-Ledger Model to address the challenge of accurately accounting for AI costs in multi-agent systems across various platforms.
Reality Card
Core Claim
The Two-Ledger Model effectively reconciles settlement-grain billing data with invocation-grain usage records, achieving over 99% cost coverage in simulations.
Method / Result
The reconciliation residual recovers unmetered spend within 0.24 percentage points while flagging provider billing errors.
Limitations
The model's effectiveness may vary based on the accuracy of trace propagation and the completeness of invocation-grain records.
Paper to code
Verified implementation resources so builders can test the paper’s claims instead of stopping at the abstract.
No verified implementation link has been attached yet. AIBuzzHub will keep this panel separate from unverified search results.