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chud. stuff

Stuff we built,
broke, and
figured out.

Launches, changelogs, and the occasional opinion. Written by us, not scheduled by a robot.

One email a week, when there's actually something to say.

Oct 26, 2026 · 3 minImplementing Adaptive Recall FrequencyWe updated the algorithm that triggers review cards. It now adjusts intervals based on recent session performance.Essay
Oct 19, 2026 · 4 minHandling Document Chunking for Multi-Modal InputA technical look at how we split incoming study materials to maintain semantic integrity.Essay
Oct 12, 2026 · 4 minQuery Routing for Retrieval Augmented GenerationWe moved from a monolithic retrieval process to a routed architecture to improve response precision for complex academic queries.Essay
Oct 5, 2026 · 4 minHandling Concurrent Document StateWhen users upload multiple documents, our interface must reconcile overlapping context windows without duplicating data. This post explains how we manage state synchronization.Essay
Sep 28, 2026 · 4 minOptimizing Vector Embeddings for Semantic SearchWe are adjusting how the study assistant indexes notes to improve retrieval accuracy during active recall sessions.Essay
Sep 21, 2026 · 3 minLatency in Note SynthesisA technical look at why processing your study notes takes time.Essay
Sep 14, 2026 · 3 minToken truncation strategiesA technical look at how we manage context window limitations when documents exceed model capacity.Essay
Sep 7, 2026 · 4 minThe mechanics of local storage for session recoveryWhen the browser crashes during a study session, our local storage implementation ensures your progress remains accessible.Essay
Aug 31, 2026 · 3 minHandling Context Window DriftWhen AI assistants lose track of your document history, it is usually a result of token compression. Here is how we manage memory at CHUD.Essay
Aug 28, 2026 · 3 minPredictive Loading in the Study InterfaceHow Pip fetches your next flashcard before you click to reduce latency in your study sessions.Essay
Aug 26, 2026 · 3 minThe morning briefchud. now opens the school day with one calm view: the shape of your day, the few things that actually need you, and nothing else.Launch
Aug 24, 2026 · 3 minSpaced Repetition TimingHow Pip schedules review intervals to match cognitive decay.Essay
Aug 17, 2026 · 3 minActive Recall MechanicsWe use active recall to force memory retrieval. It works better than re-reading notes.Essay
Aug 14, 2026 · 4 minEfficiency in RetentionRereading is an illusion of competence. Spaced repetition provides actual retention.Essay

Launch · August 14, 2026

Introducingchud

The chud team · 4 min read

Drafting longhand with a fountain pen at a marble cafe counter, in a cobalt blazer, rain streaking the window behind

chud is a general-purpose AI assistant, and Pip is the one you talk to. Pip writes, plans, debugs, researches — and argues back when your reasoning has a hole in it. It is built for anyone. It is at its best for students, because under the school side sits something no model improvises: a floor of lessons written by hand.

You don't need an account to check any of this. Ask up to 4 questions free, no account. chud keeps your guest chat only in this browser. Ask it to explain the photoelectric effect like you're fifteen and judge the answer yourself.

Sign in and it starts to become yours: Pip remembers your courses, your goals, and how you like to be taught, and carries that between sessions. How memory works.

How chud is different

Three claims, each one checkable in the product rather than in a quote from someone we invented.

A floor of authored lessons

Every lesson in the study catalog was written by hand, and every count this site prints about them is computed from the shipped curriculum at render time — never typed. The ledger on the students page prints the same counts, least-finished course first, so you can see the edge of the floor before you trust it. See the coverage ledger.

It cites, or it says so

Research answers carry their sources, and when Pip can't verify a claim it flags it as unverified instead of smoothing it over. A wrong answer delivered confidently is the one failure a study tool can't afford. How research works.

It writes it, then it teaches it

Ask Pip for an essay and you get an essay — finished, not an outline standing in for one. What arrives with it is the reasoning: the thesis move, why the evidence is ordered that way, and the paragraph worth rewriting in your own voice. That is written into the chud Constitution and enforced by shipped controls in the study tools, not by a line in a marketing page. Read the Constitution.

What beta means

chud is in beta. Things ship most weeks, some of them break, and when they do we say so rather than quietly patching it.

What works today: chat, the study workspace, research, workspaces, image generation, and memory. What's rough: beta means exactly what it says — some weeks a feature moves or breaks before it comes back better, and the changelog below is where we say so.

The free tier is a real tier: $0 a month, no card, 120 tokens a month on Pip Lite. Guest mode answers four messages before it asks you to sign up. And when a message costs tokens, the number you see deducted is the real number — we don't round in our favor. What counts as a token?

Who built it

chud was built by a student who used it to score 5s on AP Seminar and AP World, a 4 in Calc, and a 3 in Physics. The 3 stays in the sentence because that is what happened.

No invented stats. No user counts. No "reviewed by educators." Just a tool its builder needed, that worked.

What's next

More authored courses. The coverage ledger orders courses least-finished first for a reason: the next course starts at zero, in public, and climbs where you can watch it.

And chud installs as an app straight from the browser — add it to your home screen and there is no app store between you and it. Everything that ships after this post lands in the changelog below.

The campaign

Shot direction, not stock: the same campaign that runs across the site, all six frames in one place.

Writer sitting on a brownstone stoop in a cobalt beanie, pen to lips, laptop open
Creative pinning a cobalt swatch to a mood board in a loft studio
Art student sketching on the subway, phone propped against the window, framed dead-center
Drafting longhand with a fountain pen at a marble cafe counter, in a cobalt blazer, rain streaking the window behind
Student flipping through handwritten index cards from a cobalt binder on a rooftop, golden-hour city skyline behind
Two friends laughing over one glowing phone in the light of a bodega at night

Changelog

What's new

betaOct 15, 2026
Corrected

The site now says only what chud does

We corrected the site where it promised more than chud does today, and published the changes to the Constitution. The Privacy and Refund policies were updated the same day to match.

betaOct 14, 2026
Improved

The Chat and Study switch, and flashcard review

On phones, the Chat and Study switch glides between its two sides and works from the keyboard. Flashcard review puts the card first, and each grade button shows the interval it really schedules.

betaOct 8, 2026
Fixed

Free accounts, quizzes, focus and the council

Free accounts can make study plans, quizzes and decks again; quiz results count up once; focus sessions are saved even if the page closed; the council saves into the right chat; announcements wait until you finish a quiz, test or focus session.

betaOct 7, 2026
Fixed

Taps at the top of the phone screen

On phones, taps near the top of the screen (Menu, Chat/Study, More) could land on an invisible layer and do nothing. They work again.

betaAug 14, 2026
New

chud. opens its beta

Chat across several AI engines, deep research with sources, image generation, code that runs, and authored lessons for every course in the catalog. It is a beta: rough edges are listed honestly in the launch post above.

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AP® and Advanced Placement® are registered trademarks of the College Board. SAT® is a registered trademark of the College Board. ACT® is a registered trademark of ACT, Inc. Neither organization endorses, sponsors, or is affiliated with chud.

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