LESS SUPERVISION. MORE CONFIDENCE
Getting Reliable Results from Your AI Harness on the first run
Getting AI to do the job right without constant supervision
ABOUT ME
At Novo Nordisk
Helping engineers use AI effectively
AI Assisted Engineering AI across the Software Development Lifecycle
Teaching AI Fundamentals courseDIGITOMNIA APS
Six months building Agent-Flow
From Claude Code to a full Software AI Harness
AI Agents working in isolated sandboxes AI Voice assistant "Geoffrey" Open Brain knowledge system n8n Automation and workflowsTHE REAL PROMISE OF AI
What I need from AI
When I ask AI to do a job, I want it to carry out the work like a reliable colleague while I focus on other things and return a result I can rely on that is exactly what I asked for.
I have more ideas than time. I want AI to move the work forward without turning my free time into another review shift.
Reliable delegation
Understand what I asked for Work without constant prompting
Handle problems without constant intervention Deliver what we agreed
Refine a new request from wherever you are
Speak into watch
n8n workflow
GitHub issueI really like what we have done with the MCP server that serves data and MCP UI widgets and also the sites dashboard. I basically want clone of the entire project and what we have done but now instead of financial info I want it to show health data. So basically the kind of info that is available in Apple Health like sleep, heart rate, fitness, diet, exercise.
Make up some deterministic data for the last year for "me" and then have an mcp that can server useful insights into the data so I can ask stuff like "Show me my sleep breakdown for the last month/week" and I get various metrics about sleep time, deep sleep, bed time, duration etc in a nice graph with different style like line, bar with pickers for what I want to see. Then a full health dashboard just like the existing finance one.
So basically a clone demo of the existing stuff but for health. I will want to link it as a custom dev plugin in chatgpt just like before and I will call it "Health Insights".
It might be that the existing stuff in folders now needs to be moved to a subfolder (one per plugin) so please do that so the repo files are organised easily. Once done I will test the main site dashboard locally and then I will get you to deploy to chatgpt sites location and will manually link it up. So please make appropriate installation guide for this plugin also like before.
FROM REQUEST TO WORKING SOFTWARE
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