Volume IIThe method, step by step

Four steps.Every week.

Build, train, play, refine. This is the study cycle of serious players — translated without friction into a digital flow that lives in a browser tab.

The full walkthrough follows. Each step with screenshots, operational instructions and what happens behind the scenes.

Step 01Import or create
01

Build your tree.

Start from scratch on the board or import a Lichess study. Add variations, annotations, alternative lines. Your repertoire, the way you think about it.

Screenshot
fig. 1.a
Import or create — canvas viewin progress

Three ways to start. First: begin from a public Lichess study — paste the link, ChessNotes downloads every variation and turns them into a tree on your canvas in under ten seconds. Second: build from scratch on the board, add moves by clicking on pieces and every move becomes a node. Third: import a PGN exported from another tool.

From the canvas you can reorganize, annotate, add alternative variations. Every node has a side panel with free-form text description and, if needed, a custom FEN position. The layout updates automatically when you add a branch — no overlapping nodes, no tangled arrows.

Tip: if you don't know where to start, the QuickStart function searches Lichess studies in the most common openings (Italian, Sicilian, Caro-Kann, French…) and shows them as selectable cards. One click and they become your first repertoire.

Operational instructions
  1. 1.1Open /app from the dashboard or the menu.
  2. 1.2Choose QuickStart (study search) or "From scratch" (empty canvas).
  3. 1.3Or paste a Lichess link in the Import modal.
  4. 1.4The canvas fills up. Nodes organize automatically.
  5. 1.5From now on every change is saved to Firestore every few seconds.
Step 02Daily Smart Drill
02

We train your memory.

Smart Drill quizzes you on the moves. FSRS-5 decides what to review and when, so you only study what actually matters.

Screenshot
fig. 2.a
Daily Smart Drill — canvas viewin progress

Click "Smart Drill" in the sidebar. The FSRS-5 algorithm computes which positions are due for today's review and builds a priority queue — those most at risk of being forgotten up top. Every position is shown to you as a clean board: you make the move, ChessNotes checks and gives you immediate feedback with a green or red arrow.

If you miss, the system shows the correct move, recalculates that position's difficulty (you'll see it again sooner) and moves on. If you nail it with confidence, the position drifts into the future — days, weeks, months. Multi-move variations get drilled in full, but if you miss at move 6 the drill stops and the feedback is surgical.

The session ends when you've cleared today's positions, or when you want. Your progress (XP, streak, retention curve) updates in real-time on your Profile. Ten, fifteen minutes a day is enough to keep a repertoire of hundreds of moves alive in memory.

Operational instructions
  1. 2.1Click Smart Drill (brain icon) in the sidebar.
  2. 2.2The FSRS-5 engine builds the queue: only what's due TODAY.
  3. 2.3Position shown, make the move by dragging the piece.
  4. 2.4Immediate feedback: accent arrow = right, rose = wrong.
  5. 2.5XP, streak and levels update automatically.
Step 03Chess.com blunder review
03

You play, we find the gaps.

Connect chess.com and we analyze your games. We spot where you leave prep, where you blunder, where you forget. Surgical feedback.

Screenshot
fig. 3.a
Chess.com blunder review — canvas viewin progress

Connect your chess.com username on the Profile page. ChessNotes downloads your recent games — up to 6,000 by default, configurable — and processes them in the background with Stockfish 17. Every blunder (loss of 150+ centipawns relative to your ELO) is indexed with timestamp, opening, opponent and correct move.

Open the "Your Games" page and you'll find blunders sorted by severity or date. Click one, the position opens, you see the move you played and the one the engine was suggesting. You read the evaluation (cp or mate), you understand why. If it was a repertoire gap, click "Add to repertoire" and that position joins your tree.

Next time around, Smart Drill includes it in the queue. The cycle closes: real mistake in a game → enters the repertoire → enters FSRS → doesn't repeat. It's the most honest feedback loop there is: we don't tell you what to study, your own games show you.

Operational instructions
  1. 3.1Profile → Link chess.com → enter username.
  2. 3.2ChessNotes downloads recent games (up to 6,000).
  3. 3.3Stockfish analysis in the background: a few minutes of waiting.
  4. 3.4Blunders indexed and sortable by severity / opening / date.
  5. 3.5Click → Add to repertoire → enters the FSRS cycle.
Step 04The cycle closes
04

Refine and get back to winning.

Add the new variations learned from your mistakes. The cycle restarts, and every week you're stronger than the last.

Screenshot
fig. 4.a
The cycle closes — canvas viewin progress

At this point the flow runs itself. Every week: add the new variations seen in your games, drill the weak areas, correct the blunders that surface. The repertoire grows organically, calibrated on your real play — not on a GM's who doesn't look like you.

The Profile page shows the retention curve over time, the FSRS difficulty distribution of your positions, the weekly blunder count. If you see a certain opening keeps generating errors, open that branch of the canvas, study, reinforce. If a variation has had high stability for two months, FSRS shows it once a quarter — you don't waste time.

The result after three months: you enter the game with a clarity you didn't have before, at move 8 you still know what you're doing, and opening blunders have vanished. Not because you studied more, but because you studied better.

Operational instructions
  1. 4.1Every week: review new blunders, add to repertoire.
  2. 4.2Profile: check retention, average difficulty, error distribution.
  3. 4.3Canvas: refine the variations where you're most often wrong.
  4. 4.4Drill: 10-15 minutes a day is enough.
  5. 4.5After 3 months: solid repertoire, opening blunders = zero.
SchemaThe weekly cycle in short
01

Build your tree

Start from scratch on the board or import a Lichess study. Add variations, annotations, alternative lines. Your repertoire, the way you think about it.

02

We train your memory

Smart Drill quizzes you on the moves. FSRS-5 decides what to review and when, so you only study what actually matters.

03

You play, we find the gaps

Connect chess.com and we analyze your games. We spot where you leave prep, where you blunder, where you forget. Surgical feedback.

04

Refine and win more

Add the new variations learned from your mistakes. The cycle restarts, and every week you're stronger than the last.

The cycle closes and starts over
ExplicitEnd of method

The first step
is opening the page.

You don't have to install anything. You don't have to learn a new tool. You just have to start.