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Emmatshi/README.md

👋 Hi, I’m Emmanuel Tshibanda

I’m a software engineer focused on building production-minded AI applications using Python, Streamlit, and large language models.

My work emphasizes system design, modularity, and orchestration — not just calling APIs.

🧠 Featured AI Projects

🚀 App #6 — Orchestrated AI Writing Assistant (Capstone)

Multi-step AI system with explicit orchestration

  • Coordinates prompt refinement, content generation, and summarization
  • Uses a dedicated orchestration layer to control execution flow
  • Modular tool design with shared prompts and centralized LLM configuration
  • CI-validated, production-ready structure

🔗 Live App: https://my-bc-st006.streamlit.app
📦 Repo: https://github.com/Emmatshi/my-bc-st006

🧠 App #5 — Prompt Refiner

Prompt engineering as a first-class tool

  • Refines rough user input into clear AI-ready prompts
  • Clean generator logic with CI validation
  • Demonstrates prompt design impact on downstream generation

📦 Repo: https://github.com/Emmatshi/my-bc-st005

✨ App #4 — Text Summarizer

Focused AI capability with strong UX discipline

  • Concise summarization with word counts and copy-to-clipboard
  • Defensive secrets handling
  • Backported architectural improvements from earlier apps

📦 Repo: https://github.com/Emmatshi/my-bc-st004

📝 App #3 — Blog Post Generator

Foundation AI application

  • Structured content generation with configurable tone and style
  • Clean separation of UI, prompts, and LLM logic
  • CI-validated project structure

📦 Repo: https://github.com/Emmatshi/my-bc-st003

🛠 Reusable Template

📦 Streamlit AI Template

A reusable project template used across all apps:

  • Standardized structure
  • Poetry-based dependency management
  • Secrets handling
  • CI setup

📦 Repo: https://github.com/Emmatshi/streamlit-ai-template

🧩 What I Care About

  • Designing AI systems, not just demos
  • Orchestrating multi-step workflows
  • Clean architecture and separation of concerns
  • CI, reproducibility, and deployment readiness

📫 Get in Touch

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  1. my-bc-st006 my-bc-st006 Public

    Orchestrated Streamlit AI app that chains prompt refinement, content generation, and summarization using LLMs.

    Python

  2. streamlit-ai-template streamlit-ai-template Public template

    Reusable Streamlit + OpenAI template with clean architecture, Poetry, and CI.

    Python

  3. my-bc-st005 my-bc-st005 Public

    Streamlit app that refines rough prompts into clear, structured, and effective instructions for AI models.

    Python 1

  4. my-bc-st004 my-bc-st004 Public

    Streamlit app that summarizes long-form text using an LLM, built on a reusable template with CI.

    Python

  5. my-bc-st003 my-bc-st003 Public

    Streamlit app that generates structured blog posts using an LLM, with reusable template architecture and CI.

    Python