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Work

Selected work

Four projects that show different sides of the same practice: product thinking, AI agents, private AI engineering and generative media.


01

Job Signal

AI JOB-SEARCH INTELLIGENCE PLATFORMMVP / Active testing

Turns a job seeker's own application history into evidence about what is working, what is not, and what to test next.

  • Product concept and strategy
  • UX direction
  • AI workflow design
  • MVP development
Job Signal product hero: career command centre with tracked applications, AI strategy snapshot and recurring requirements.
The Zawadi AI support chat widget open on the live Kenyan Store Deutschland ecommerce website.

02

Zawadi AI Support Agent

AI CUSTOMER SUPPORT AUTOMATION · PRODUCTIONLive in production

An AI support agent built for a live ecommerce business, connecting customer conversations with order lookup, escalation and support logging.

  • AI agent design
  • n8n workflow development
  • Claude integration
  • Shopify integration
  • Support automation

03

LocalOps AI

PRIVATE / LOCAL AI ENGINEERING PROTOTYPETechnical prototype

A local-LLM decision prototype that grounds an incident against policy, returns a structured decision and hands action back to deterministic Python logic.

  • Local LLM
  • Policy grounding
  • Python orchestration
  • Structured decisions
Private decision pipeline
  1. 01

    Incident

  2. 02

    Python

  3. 03

    Policy + local LLM

  4. 04

    JSON decision

  5. 05

    Rules

  6. 06

    Action

The model interprets policy context. Deterministic application logic owns the final action.

04

AI Influencer & UGC Campaign

GENERATIVE AI · CREATIVE PRODUCTION

An original AI influencer and complete UGC-style product campaign, from concept and script to visual direction and finished video.

  • AI influencer
  • Creative concept
  • Script
  • Visual direction
  • Final video production
The AI influencer holding the product to camera in a vertical UGC-style campaign frame.