№ 00 — RESEARCHED, NOT GENERATED
Field notes onAI automation.Read or heard.
I went all-in on AI automation and drowned in the same mess you probably know: dozens of open tabs, half-used subscriptions, context pasted by hand. These are the notes I made digging out — real research, every figure traced to its source, not a chatbot's summary.
EVERY NOTE, NARRATED
A natural-sounding AI voice reads the whole note on my own GPU. Even the tables and charts are spoken. Press play, or listen on a walk.
№ 01 — START ANYWHERE — IT'S ALL FREE
Pick a note. It's all free.
№ 02 — WHY THESE ARE DIFFERENT
Not a chatbot summarizing chatbots.
One engineer who had your exact problem and went and solved it, in public. Every note runs through a real pipeline I built — 27 custom skills, a free model pool for the heavy lifting, Claude Opus for the final cut, and my own GPU for the voice. No single prompt does this.
The claims carry receipts and the work is on the table. See what I've built →
- 01DISCOVEROne topic fans into angled queries across six source verticals — web, code, papers, news, social and more — surfacing hundreds to a thousand candidates.
- 02READEvery fetched source is read in full, not skimmed. A free 7-model pool harvests the claim, the human detail, and a live tool-and-price watch. Nothing survives on a score it never earned.
- 03CLUSTERClaude Opus reads all the harvested cards and groups them into the fewest clean clusters, quarantining off-topic noise, hype, and duplicates.
- 04FRESHENA current-state pass re-checks the newest versions and prices against primary sources — changelogs, official pricing — so the piece is right as of today. No date or version is invented.
- 05MERGEEach cluster is merged into one deduped section, every claim carrying its source and link, corroboration counted across sources.
- 06WRITEClaude Opus writes the finished article from the merged evidence and a full source roster. An argument, not an archive.
- 07VERIFYEvery figure is traced to a named, linked source and checked before it ships. Numbers are sacred.
- 08NARRATEA natural-sounding AI voice reads the whole note end to end, tables and charts spoken, generated on my own GPU with Chatterbox.
№ 03 — NOT JUST A BLOG
Test yourself. Compete. Make it stick.
The interactive layer lives in the member hub — free account, one click from any note.
Hear every note
A natural-sounding AI voice reads the whole thing, on my own GPU.
How it works
Every note is narrated end to end by a local AI voice (Chatterbox) on my own GPU. Even the tables and charts are spoken, so you can listen on a walk or a commute instead of reading.
Test yourself
A few questions as you read, to make it stick.
How it works
Short questions are woven in as you read, or moved to the end if you prefer. Right answers turn green, wrong ones let you retry. The point is retention, not a grade.
Earn it
Score points, keep streaks, climb the board.
How it works
Every right answer scores points. Keep a streak, collect badges, and climb a weekly leaderboard against other readers.
Talk it over
Comment, reply, and react under any note.
How it works
Comment and reply under any note, react to it, and see who else is building the same thing.
1. You need an AI step that runs the same fixed sequence every time, with no decisions to make. What fits best?
A few of these appear inline as you read each note (or moved to the end, your choice). They're here to make it stick: answer them and you earn points, badges, and a place on the weekly leaderboard.
MANY SYSTEMS · ONE ENGINEER · ONE POINT OF CONTACT
№ 06 — WORK WITH ME
Learn to build this yourself, one session at a time
- 01You bring the thing you want to automate or learn: your stack, your data, your real problem.
- 02We build it together, live on a call. You drive, I guide, or the other way around.
- 03You keep everything: the working setup, the notes, the recording.
PRICED PER SESSION
Tell me what you want to learn. I reply within 24 hours with whether one session covers it and what it costs.
TWO FIELDS AND ONE HONEST SENTENCE · ~60 SECONDS
PREFER PLAIN EMAIL? danylo@pravda.systems · Working with clients across the US and Europe (NYC, Geneva) — remote, overlapping both timezones. Currently taking on new projects.