Wilson Gichuhi
Systems Engineer
I build the integrations, orchestration layers, and data pipelines that make AI useful in production workflows—bringing reliable software design and robust infrastructure to connect capability models with real business operations.
Experience
03/2026
AI Evaluation Engineer, Bespoke Labs
- Contributed task authorship to OpenThoughts, Bespoke Labs' open reasoning dataset initiative.
- Designed Harbor-format Terminal Bench style tasks covering concurrency bugs, semaphore leaks, and write-ordering failures.
- Applied Bespoke-MiniCheck for claim-level factual grounding using NLI-based verification.
03/2026
Builder and AI Systems Engineer, Promco
- Building Promco, the commercial decision layer for distributors. It captures operational judgment between conversation and commitment, transforming WhatsApp conversations into structured, commercially reviewable commitments before downstream execution.
- Designed durable workflow orchestration, explicit state machines, and human-in-the-loop approval systems for high-trust commercial operations.
- Built AI evaluation, retrieval, validation, and tool execution infrastructure that grounds decisions in live business context while maintaining traceability, explainability, and operational safety.
08/2025
AI Training and Model Evaluation Engineer, AfterQuery
- Conducted frontier model evaluations for logic correctness, security, and infrastructure workflows.
- Built Project Anvil evaluation environments using base snapshots, gold patches, and automated oracles.
- Created Terminal Bench v2 tasks for concurrency bugs, security vulnerabilities, and infra debugging.
02/2025 - 09/2025
Backend Engineer, Alcora
- Architected a multi-tenant headless ERP with real-time stock and demand intelligence.
- Built payment rails with automated debt reconciliation across brands, distributors, and retailers.
- Reduced promotional wastage by 40% with promo cost versus incremental gross profit tracking.
05/2024 - 07/2025
Founding Engineer, AfyaTelemed
- Architected a telemedicine platform across triage, consultations, pharmacy, and lab integration.
- Built secure video consultation with WebRTC and payment processing across local and international gateways.
04/2024 - 10/2024
Software Engineer, McSystems & Medical Inc.
- Architected a CRM with voice-to-CRM logging, reducing manual data entry by 70%.
- Rebuilt a legacy PHP medical sales marketplace into an offline-first Next.js platform.
Projects
Neo4j, Vector Embeddings, Liteparse, Low-latency Voice Agents, Human-in-the-loop Validation
CareWeave : AI-Native Healthcare Coordination Platform
An AI-native platform that transforms fragmented, unstructured healthcare documents (images, referrals, scanned PDFs) into a grounded knowledge graph using vector embeddings and relationship-native reasoning. Automates provider-payer loops with low-latency voice agents and human-in-the-loop validation, building institutional memory that reduces referral delays and claim denials.
Python, FastAPI, Effect-TS, LiveKit, Cartesia, VLM-based Agentic Automation
Taji : Real-Time AI Product Demo Agent
A 24/7 AI agent that joins video calls to deliver multilingual, interactive product demos. Drops into any SaaS product to navigate it via VLM-based agentic automation, qualifying leads and booking follow-ups directly in your CRM and calendar. Built on LiveKit and Cartesia
Go, PostgreSQL, Event-Driven Architecture
CVCS : AI Cognition Version Control System
An attempt to version control cognition/decision traces and context. CVCS tracks decisions, corrections, and contexts to make agent behavior explicit, versioned, and portable. Retain organizational knowledge while keeping agent runtimes interchangeable.
Tools & Skills
Languages
TypeScript, Go, Python
Backend
FastAPI, Effect-TS, REST & GraphQL APIs, Workflow orchestrations, enterprise integrations
AI Engineering
Document Intelligence, Agentic Workflows, Context Graphs, AI Evals, MCP & A2A, Harness Engineering
Data
PostgreSQL, SQL & OLAP, Graph DBs, Vector DBs
Automation & Integrations
Playwright, Browser Automation, API Integrations, Event-Driven Systems
Infrastructure
Docker, Kubernetes, Cloudflare Workers
Education
BSc. Computer Technology, JKUAT University. 2018 - 2023.