AAMLA: An Autonomous Agentic Framework for Memory-Aware LLM-Aided Hardware Generation

Use the workbench to separate uncertain work from named known work, turn that into a confidence-based forecast, and then convert that forecast into a delivery timeline that is easier to explain to both engineers and stakeholders.

Economic metrics tool for tattoo pricing and studio overhead calculation. Based on 2024-2025 global industry benchmarks.