Practitioner-level writing on enterprise AI strategy, architecture, and deployment — from 8+ years building production LLM systems.
How Gemma 4's agentic orchestration, multimodal vision, and 256K context make it irreplaceable — not bolted on
Deep dive on Project Rosie: the full pipeline architecture, five distinct Gemma 4 integration roles (agentic orchestrator, multimodal visualisation interpreter, clinical report generator), and why veterinary oncology is the right launch market.
How Rosie proved the pipeline works
A deep dive into the Rosie case, the end-to-end neoantigen pipeline, and why veterinary oncology is the fastest path to build open personalized mRNA vaccine infrastructure.
A Practitioner's Guide to Production-Grade Agentic Workflows
What changes when you move from a chatbot to an autonomous agent. Deep-dives into MCP, LangGraph orchestration, memory architecture, human-in-the-loop design, and the Padala Bank Credit Analyst Agent as a reference implementation.
A Complete RAG-Based Knowledge System Rollout Playbook
Why most enterprise AI projects fail — and the phased, opinionated playbook for getting RAG-based knowledge systems right. Covers data pipelines, RBAC, evaluation, change management, and governance.
Enterprise Agentic AI: From Chatbot to Autonomous Agent
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Enterprise GenAI Strategy: From Data to Production
Product Management 101
Medium
Project Management Zero to Hero
ZeroSig semi-finals at Great Canadian Web3 Pitch Showdown
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