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ampayreh/README.md

Hi, I'm Graeme Tobias Ampeire 👋

Applied AI Architect
Claude, AWS & SAP Certified

Claude Certified AWS Certified SAP Certified

I design and engineer agentic AI systems, safety assurance layers, and enterprise evaluation harnesses built for production reliability and real-world compliance - not just demos. 12+ years of global tech leadership across Africa, Europe, and North America.

🚀 Featured Portfolio & Engineering Showcases

Project Domain / Core Architecture Highlights & Rigor
🛡️ Sentinel Autonomous Systems Safety
Python PyTorch Hypothesis Conformal		 • Runtime Assurance & Safety Oversight Layer for autonomous systems
• Split conformal anomaly calibration & monotonic safety authority gates
• Pure-function decision paths isolated from PyTorch dependencies for bit-identical replay
🔧 Scoping_Agent Enterprise AI & SAP Architecture
Python Anthropic SDK SAP S/4HANA		 • Multi-skill agentic pipeline orchestrating SAP S/4HANA implementation scoping
• Automated discovery → module fit → roadmap generation with tool-augmented evaluation harness
🤖 Agentic_Job_Search_Orchestration Agentic Orchestration & Feedback
Claude Multi-Agent Eval Harness		 • Production-grade Claude agentic session workflow with capability routing, evidence-grounded generation, and market-signal feedback
📈 AdPulse Multimodal Intelligence & Analytics
Python VADER LDA Claude		 • Super Bowl ad campaign analyzer combining VADER sentiment, LDA topic modeling, and Claude-powered narrator + critic agent
⚡ Sap_Legacy_Modernization_Assistant Enterprise Migration
Python SAP Simplification		 • Reads SAP ECC legacy configuration patterns and maps them directly to S/4HANA Simplification Items with citations
🏙️ Seattle_Civic_Data_Tool Civic Tech & Open Data
Python SODA API Claude		 • Natural language query translation into SODA API queries against Seattle Building Permits dataset

🛠 Tech & Architectural Capabilities

  • Agentic AI & Claude Architecture: Multi-agent pipelines, intent routing, tool calling, Bedrock Guardrails, split conformal calibration.
  • Evaluation & Rigor: LLM-as-a-judge harnesses, deterministic assertion suites, Hypothesis property-based testing, hash-chained audit logs.
  • Cloud & Serverless: AWS Bedrock, AWS Lambda (Node.js/Python), AWS SAM / CloudFormation.
  • Enterprise Modernization: SAP S/4HANA transformation, legacy ECC config mapping, process orchestration.

📬 Connect with me: LinkedIn • GitHub

Popular repositories Loading

  1. LMMSmartClinicAI LMMSmartClinicAI Public

    AI-powered patient-facing chatbot for a community healthcare provider in Uganda — Claude on Bedrock with intent routing, formulary search, Bedrock Guardrails, and clinical safety evals

    TypeScript 1

  2. SAP_Scoping_Agent SAP_Scoping_Agent Public

    Agentic AI skills pack that orchestrates SAP S/4HANA implementation scoping — discovery to roadmap in a structured, tool-augmented pipeline with eval harness

    Python 1

  3. Sentinel Sentinel Public

    Runtime Assurance & Safety Oversight Layer for AI-Native Autonomous Systems — NVIDIA Spark Hack Seattle 2026

    Python 1

  4. AdPulse AdPulse Public

    Super Bowl ad campaign analyzer — VADER sentiment, LDA topics, engagement scoring, and Claude-powered narrator+critic insight agent | MSIS 521

    Python

  5. WorldBank-WDI-Data-Science-Repo WorldBank-WDI-Data-Science-Repo Public

    World Development Indicators analysis with SHAP-based feature importance, time-series forecasting, and interactive Streamlit dashboards

    Python

  6. spotify-hit-predictor spotify-hit-predictor Public

    A spotify track classification pipeline. In otherwords "What makes a hit?"

    Jupyter Notebook