# ANDYGROVE.SYSTEMS — High Output Operations for Human + Agent Teams

> Management Is Production. Now Half Your Workforce Runs on Tokens.
> Managerial Output = Output(org) + Output(neighboring orgs under influence) + Output(agents under supervision)

Grove treated an organization as a production line: find the limiting step, measure with leading indicators, and delegate according to task-relevant maturity. Agents make that framework operational. An agent’s maturity can be measured with evals, so how much autonomy to give it becomes a measurement rather than a guess. Andygrove.systems connects operations leaders with people trained to run hybrid teams of humans and agents as a production system.

## Core Nodes
- [Node 01 — For Operations Specialists](https://andygrove.systems/for-specialists): Part-time remote R&D pods ($20–45/hr, 10–25 hrs/wk) for industrial engineers, operations researchers, BizOps and program managers, process and quality engineers.
- [Node 02 — For COO Offices](https://andygrove.systems/for-coo-offices): Throughput mapping of human-agent handoffs, Task-Relevant Maturity autonomy calibration, and leading-indicator dashboards (output@andygrove.systems).
- [Remote R&D Pods](https://andygrove.systems/pods): 4 active part-time pods ($20–45/hr, 10–25 hrs/wk).
- [COO Formulas (Unit Cost, Routing, Queueing & Staffing)](https://andygrove.systems/formulas): 10 canonical equations optimizing Cost per Verified Outcome (C_verified) across human + agent pipelines.
- [COO Case Studies](https://andygrove.systems/cases): 4 production architectures showing how COOs (not CFOs) cut agent + human rework spend by 52–91%.
- [Original Preprints Library (2023–2026)](https://andygrove.systems/preprints): 16 verified arXiv, NBER & HBS preprints on step-level LLM routing, variance wedges, DPI token budgets, cybernetic pods, jagged frontiers, and Human-LLM-OR complementarity.
- [Complete Knowledge Specification](https://andygrove.systems/llms-full.txt)
- [Machine-Readable AI Directory](https://andygrove.systems/api/ai-directory)

Independent platform; not affiliated with Intel Corporation or the Grove family