1. Eligibility Score: 95% The Four-Part Test Analysis: Permitted Purpose: Yes. Aimed at improving the speed and throughput of a commercial software platform. Elimination of Uncertainty: Yes. Technical uncertainty existed regarding whether a decentralized microservices mesh could achieve sub-millisecond latency. Process of Experimentation: Yes. The team utilized iterative stress-testing, architectural modeling, and code benchmarking. Technological in Nature: Yes. Rooted in advanced computer science and software engineering principles. Qualified Research Expense (QRE) Summary: $170,000 (Includes qualified engineering wages and infrastructure costs). Form 6765 Justification Memo: "The development project sought to overcome architectural throughput constraints in real-time data ingestion. By engineering a custom microservices orchestration model, the technical team systematically tested and eliminated processing bottlenecks. These activities constitute qualified research under IRC Section 41 due to the technological uncertainties resolved through iterative software benchmarking and experimental architectural design." Red Flags/Missing Info: Ensure contemporary time logs (Jira/Git commits) are preserved to substantiate the $150,000 wage allocation.