IN PRODUCTION — systems · automation · experiments
NIA
An open-source editorial system that researches topics, writes and checks articles and Notes, publishes through a signed-in browser, and runs a configurable Substack community on schedule.
- 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.
repository snapshot
- runtime modules
- 24
- prompt files
- 25
- model roles
- 26
- free tests
- 186
Public architecture on the main branch; dated because the project is active.
operating rhythm
- community runs per day
- 5
- researched articles per week
- 1
- database tables
- 4
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.
Also in production
Professional work is shown as problem, approach and result — never as data, code or client details.
- Invoice Retrieval AutomationProfessionalLIVEFifty separate portal journeys collapsed into one 45-second batch.
- Cross-System VAT CalculationProfessionalLIVETwo disconnected systems turned into one reproducible tax calculation.
- Self-Billing AutomationProfessionalLIVESelf-billing PDFs turned into system-ready values without manual retyping.
- Personal Finance DashboardPersonalIn developmentSpending, savings and two investment portfolios seen as one household system.
If something here made you curious, that is a good enough reason to write.
- emailteodorowskikrzysztof@gmail.com
- linkedinkrzysztof-teodorowski
- githubkrapcys1-maker