WORKFLOW
A repeatable process with explicit inputs, criteria and verification.
ABOUT · HUMAN IN THE LOOPDo not teach buttons.
Do not teach buttons.
Teach thinking with AI.
AI Skill Lab focuses on transferable capability: define the task, choose the tool, verify the output and turn a useful approach into a repeatable system.
HUMAN
IN THE
LOOP
IN THE
LOOP
MENTOR · HUMAN IN THE LOOP
Robert Dumanyan
Founder / instructorWorks with AI systems, research workflows, agents, automation, decision workflows and digital products. Sessions follow the same discipline: goal → specification → build → verification → output.
AI systemsResearch workflowsAI agentsAutomationDecision workflowsDigital products
Robert · founder / instructorPractice instead of
Practice instead of
expertise theatre.
I work with AI systems, research workflows, agents, automation, decision workflows and digital products. Sessions follow the same discipline: goal → specification → build → verification → output.
RESEARCHAGENTSAUTOMATIONPRODUCTQA
Proof by artifact01 02 03 04
What can be checked afterwards.
RESEARCH
A source-backed brief that separates facts from assumptions.
BUILD
An assistant, automation or prototype serving one concrete task.
EXPLAIN
The learner can explain their contribution, limits and failure modes.
Claims discipline
What is intentionally absent.
× fabricated testimonials or client logos
× guaranteed income, grades or employment claims
× “secret prompts” presented as universal solutions
× collecting a child’s contact details on the website
Start
If you have a task, start there.
A short brief is enough to check fit and choose the right track.