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Achievement: YOLOAchievement: Pull Shark

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Achievement: YOLOAchievement: Pull Shark

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achimstruve/README.md

Dr. Achim Struve

Founder, Agenovation | I help decision-heavy businesses increase revenue and reduce operating costs with AI agent systems.

Website LinkedIn X Research

About

I build production AI systems for decision-heavy workflows.

My work focuses on turning fragmented data and manual operations into executable AI operating layers that improve business outcomes.

I hold a Dr.-Ing. (Summa Cum Laude) from Karlsruhe Institute of Technology and previously led AI & Token Engineering at Outlier Ventures.

What I Do

  • Revenue & Cost Opportunity Diagnosis
  • Targeted Data Consolidation and Automation Sprints
  • KPI-linked implementation

Selected Impact

  • Up to 80% time reduction in due diligence workflows
  • 6-figure annual operating cost savings delivered through analyst-workflow automation
  • Built portfolio monitoring and decision-support systems used in production
  • Advised 50+ organizations across AI systems, token engineering, and operating-model execution

Featured Projects

PPO Liquidity Provision Agent

GitHub

Reinforcement learning agent for liquidity optimization in concentrated AMMs.

Tech: Python, PyTorch, Gymnasium

Quantitative Token Model (QTM)

GitHub

Open-source simulation framework for digital economic system design.

Tech: Python, radCAD, Streamlit

DePIN Economic Simulator

GitHub

Economic simulation framework for infrastructure-network incentive design.

Tech: Python, radCAD, Streamlit

MCP Auth Prototype

GitHub

Access-control layer for MCP servers with scope-based authorization.

Tech: FastMCP, PyJWT, Terraform, GKE, Helm, ArgoCD

Publications

Talks

  • EthCC[8] (Cannes, 2025)
  • Oxford Blockchain Society (2025)
  • EthCC[6] (Paris, 2023)

Contact

Pinned Loading

  1. OutlierVentures/QTM-Interface OutlierVentures/QTM-Interface Public

    Python 35 23

  2. pydanticAI-Multi-Agent-System pydanticAI-Multi-Agent-System Public

    A minimalistic application, where we use pydantic AI agents in multi-agent delegation structure that depends on the agents decisions.

    Python 7 2

  3. ai_price_prediction ai_price_prediction Public

    Python 1

  4. mcp-https-OAuth-database-template mcp-https-OAuth-database-template Public template

    A minimal MCP-HTTP-template that allows to distribute MCP server access via API-key authorization instead of the more complex OAuth approach.

    Python 4 1

  5. PPO_CLAMM PPO_CLAMM Public

    PPO-based RL agent that learns to provide liquidity on concentrated liquidity AMMs (Uniswap V3). PyTorch + Gymnasium.

    Python 2

  6. MCPAuthPrototype MCPAuthPrototype Public

    A scalable MCP server prototype deployed in a Kubernetes cluster via GKE leveraging the GCP secret manager and a tiered authentication regime for tool access.

    Python 1