Making payments more predictable
A payment initiative began with an assumption that a new platform was required. Direct investigation with the business revealed predictability was the real need, changing the scope entirely.
Move the Needle · Samuel Mota
Experience behind the work
Explore examples from my professional career and systems I have built. Each offers a different view of how I work with problems, people, and technology.
Career Case Studies
Professional experience.
Historical accounts of problem discovery, technology investment assessment, and capability transformation from executive and technology leadership roles.
Building the capability to manage a growing portfolio
Repositioning a regional PMO into a global strategic portfolio capability based on Kanban and Lean, transitioning consultants into employee roles for lasting internal ownership.
Getting sales information ready for the working day
Investigating missing morning sales reports transformed a multi-million platform replacement into a focused, high-ROI modernization of the existing infrastructure.
Production Proof
Systems I have built.
Open-source software, agentic harnesses, and verifiable operating systems built and maintained by Samuel through Move the Needle.
AgentFlow SDLC
Turn AI-assisted engineering into clear responsibilities, reviewable evidence, and accountable decisions. Reusable across teams, methods, and AI environments.
Holoself
Bring bounded, approved context into supported AI tools through project-aware local MCP—without giving up readable source or review.
MetaSkills
Build portable agents, then audit the system around them. Harness validation adds read-only, evidence-first checks for reliability and safety.
Let's talk about your work
Tell me what your team is working on, where things get difficult, or what you would like to explore with AI. I'll respond personally.