IN PRODUCTION — systems · automation · experiments
Maptelo
Show the process once. A robot does it for you and proves that it worked.
Maptelo watches you do a task in the browser and builds a process model with a guide from it. Then a robot works through the spreadsheet row by row and checks every result with an independent read of the system, not the screen.
Full case study →Read the article →Product site: maptelo.dev →
Narrated in Polish · English subtitles
Film chapters2:47
- 01Demonstration
You do the process once, as usual. Maptelo records the steps, the screens and the sheet column each value came from.
- 02Model
A few demonstrations become a model with a guide and a BPMN diagram. Where they differ, the program asks instead of guessing.
- 03Robot
It works through the sheet row by row in the browser and never types again what is already in the system.
- 04Proof
Only a row confirmed by an independent read of the system is VERIFIED. A “saved” message proves nothing.
- 05Shadow mode
Before the robot takes over, it goes through the rows without saving and compares itself with people’s work. Every difference shows.
- 06AI agents
An approved process becomes a tool for an agent such as Claude, through MCP. The agent gets a result with proof, not the keys.
- automated tests
- 406
- possible run outcomes
- 7
- rows VERIFIED in the film
- 5 of 5
- false VERIFIED after the Odoo upgrade
- 0
NIA
Writing every day is not the hard part of a publication. Doing it unattended is.
NIA researches, writes, checks and publishes on its own schedule — five community runs a day, one researched article a week — and confirms every action on Substack itself.
Film chapters1:32
- 01Discover
Reads RSS and Atom feeds, YouTube and search, then keeps promising subjects in a persistent idea bank.
- 02Research
Fetches pages and PDFs, extracts evidence and builds a source-backed card before it spends on the final draft.
- 03Write
Produces long-form articles and short Notes in a supplied voice, with different model roles for different jobs.
- 04Review
Reconciles sentences against the evidence and runs deterministic checks for sources, numbers, form and repetition.
- 05Publish
Uses a real signed-in Chrome session, then checks the platform instead of trusting that a click succeeded.
- 06Participate
Replies, comments, likes, restacks, follows and subscribes within configurable schedules and daily limits.
account ·
- successful publications since 7 September
- 491
- community runs a day
- 5
- researched article a week
- 1
- model cost per day, last full week
- $0.49
Read from the server’s own log and database. Model calls only: no server cost and no owner’s time.
Also in production
Professional work is shown as problem, approach and result — never as data, code or client details.
- Invoice Retrieval AutomationFifty separate portal journeys collapsed into one 45-second batch.
- Cross-System VAT CalculationTwo disconnected systems turned into one reproducible tax calculation.
- Self-Billing AutomationSelf-billing PDFs turned into system-ready values without manual retyping.
- Personal Finance DashboardSpending, savings and two investment portfolios seen as one household system.
I come from Kluczbork, a small town in the Opole region of Poland, and I work at Michelin as a Billing Analyst. Outside work, most of my curiosity goes into AI, automation and my own technical experiments.
I like building things I didn't know how to build yet — even when a project turns out to be far harder than I assumed. Beyond technology I am drawn to travel, trekking, futurology, the history of the Second World War, and rock and metal.
What I like most are the things I don't fully understand yet.
If something here made you curious, that is a good enough reason to write.
- emailteodorowskikrzysztof@gmail.com
- linkedinkrzysztof-teodorowski
- githubkrapcys1-maker