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Víctor Falcón 6727a9c64a
feat(ai): learn from category corrections so the AI stops repeating the same mistake (#608)
## Problem

Users keep correcting the same transactions over and over. The AI
mislabels a merchant (e.g. supermarket → fuel), the user fixes it, and
the next near-identical transaction from that merchant gets mislabeled
the same way again. Today a correction is logged and the offending ai
rule is self-healed, but the system only *forgets* its mistake — it
never *remembers* the user's fix.

## Approach

A correction now becomes a deterministic, forward-looking
`AutomationRule` (new `RuleOrigin::Correction`). The next matching
transaction is categorized by that rule **before the model ever runs**
(`ApplyAutomationRules` is synchronous and runs ahead of AI
categorization), ending the loop. Zero model cost, instant, reuses the
existing rule engine.

**Matching key** (in order):
1. **Merchant** (`creditor_name`/`debtor_name`, exact `==`) when present
— stable even as the description varies.
2. Otherwise the **description's distinctive tokens** (`in` /
AND-of-`in`), extracted by the shared `DescriptionTokenizer` (noise
tokens dropped by document frequency, language-agnostic), **guarded**
against over-broad rules that could silently mis-file en masse. If
guarded out → nothing is learned, silently.

## Deliberate decisions (from a design walkthrough)

- **Forward-only**: never retroactively re-categorizes existing
transactions.
- **Learn only from system categorizations** (AI label, ai rule, or a
prior correction rule) — never from one-off manual filing, bank
categories, or the user's own hand-authored rules.
- **A key lives in exactly one correction rule**, so changing your mind
moves it to the new category. Correcting a transaction a prior
correction rule categorized is also learnable, so correction rules stay
fixable in-flow.
- Correcting to *uncategorized* learns nothing but still self-heals the
ai rule.
- **Safety net**: correction rules are visible/editable in
`settings/automation-rules` (marked with the AI sparkle, tooltip
"Learned from your correction"); the transactions table shows a toast
with an instant **Undo**.

## Review pass (two independent agents + live QA)

- **HIGH fix** (`67fc4293`): an ai rule could out-rank a freshly learned
correction and re-apply the wrong category (when the corrected
transaction was a *direct* model label with no rule id). Now every ai
rule holding the merchant is swept on correction. Regression test added.
- **Refactor** (`ca743fde`): collapsed duplicated clause-append logic;
removed a speculative unused enum helper.
- **Coverage** (`12ceb0f7`): debtor_name path, single-token description
clause, encrypted-description fail-safe.
- **Toast conflict fix** (`382c8169`, found in live QA): correcting an
AI transaction fired both the new "Learned …" toast and the pre-existing
"Transaction categorized → Automatize" prompt, which invited the user to
manually create the rule the correction had just created. Made them
mutually exclusive. Adds a browser test for the inline-correction flow.
- **Settings icon** (`f3f882b6`): correction rules now show the AI
sparkle in settings, like ai rules.

## Verified end-to-end (against a running instance)

Drove the real UI with a browser: correcting an AI-mislabeled
transaction creates the correction rule, shows the "Learned · Undo"
toast (no competing Automatize prompt), and Undo deletes the rule while
keeping the correction. Confirmed for **merchant** keys and the
**description-only** path — including that a later "practically
identical" description (different surrounding text, no merchant) is
caught by the rule, while a near-miss sharing only one distinctive token
is correctly **not** caught.

## Open question for reviewers

**`debtor_name` (P2P) as a rule key.** For incoming transfers the
merchant key falls back to the sender's name, so correcting one can
create a rule keyed on a person's name (useful for recurring transfers
from a roommate, but a possible privacy surprise; the name appears in
the rule title in settings). This matches the existing tier-2 learner's
behaviour. Keep as-is, or restrict correction rules to `creditor_name`
only? Happy to change.

## Testing

- `tests/Feature/Ai/CategoryOverrideHandlerTest.php`: merchant +
description learning, next-transaction match, over-broad rejection,
change-of-mind move, correct-to-null self-heal, the HIGH regression,
debtor_name, single-token, encrypted fail-safe.
- `tests/Browser/CategoryCorrectionLearningTest.php`: inline correction
→ toast → learned rule → undo.
- `automation-rule-title.test.tsx`: the AI sparkle shows for `ai` and
`correction`, not `user`.
- Full AI suite green (106 tests); transaction/bulk-update suites green
(62). Pint + Prettier + ESLint clean.

No new dependency, no migration (the `origin` column is a free-text
string). The feature is implicitly gated by AI categorization — with no
AI categorization there is nothing to correct and nothing is learned.
2026-06-29 19:12:15 +02:00
.agents/skills feat(ai): suggest automation rules during onboarding (#523) 2026-06-13 22:51:15 +02:00
.claude feat(console): add agent:db command for querying local and prod DB (#522) 2026-06-12 18:35:14 +02:00
.cursor chore: add sentry mcp (#300) 2026-04-17 10:42:34 +02:00
.github ci: remove production deploy job (#574) 2026-06-20 18:17:14 +00:00
.opencode/skills chore: Update larevel boot package 2026-01-27 10:55:46 +01:00
.pi fix(automation): avoid rule preview n+1 (#431) 2026-05-26 08:02:46 +02:00
app feat(ai): learn from category corrections so the AI stops repeating the same mistake (#608) 2026-06-29 19:12:15 +02:00
bootstrap feat(users): track last login and last active timestamps (#516) 2026-06-10 11:01:30 +02:00
config feat(subscriptions): trial/pricing A/B/C experiment (#600) 2026-06-27 18:00:15 +02:00
database feat(ai): learn from category corrections so the AI stops repeating the same mistake (#608) 2026-06-29 19:12:15 +02:00
docker fix(queue): add supervisor worker for the ai queue (#546) 2026-06-17 07:08:25 +00:00
docs feat(banking): add Interactive Brokers sync via Flex Web Service (#581) 2026-06-23 11:39:24 +02:00
experiments feat(ai): suggest automation rules during onboarding (#523) 2026-06-13 22:51:15 +02:00
lang feat(ai): learn from category corrections so the AI stops repeating the same mistake (#608) 2026-06-29 19:12:15 +02:00
public fix(banking): keep the native green Wise logo, not the aggregator's (#590) 2026-06-24 09:34:37 +02:00
resources feat(ai): learn from category corrections so the AI stops repeating the same mistake (#608) 2026-06-29 19:12:15 +02:00
routes feat(dashboard): add accounts manager dialog with visibility toggle and reorder (#604) 2026-06-27 16:11:25 +00:00
screenshots fix: Add gap between filter/create button on mobile settings pages (#115) 2026-02-12 20:50:05 +01:00
scripts chore: release v0.2.5 (#539) 2026-06-15 16:48:25 +00:00
src/lib/crypto E2E Encryption 2025-11-07 14:21:25 +00:00
storage feat: Enable email verification on sign up (#97) 2026-02-03 10:15:07 +01:00
templates/coolify fix: split drip and default email senders (#263) 2026-04-06 12:16:47 +02:00
tests feat(ai): learn from category corrections so the AI stops repeating the same mistake (#608) 2026-06-29 19:12:15 +02:00
.dockerignore fix: publish and use production Docker image (#393) 2026-05-20 07:19:31 +00:00
.editorconfig Set up a fresh Laravel app 2025-11-07 12:01:36 +00:00
.env.example feat(ai): add weekly AI-suggestions cohort report (#530) 2026-06-13 23:23:34 +02:00
.env.production.example chore: track Sentry releases in CI (#294) 2026-04-16 08:04:59 +01:00
.gitattributes Set up a fresh Laravel app 2025-11-07 12:01:36 +00:00
.gitignore chore: ignore .playwright-mcp directory (#511) 2026-06-09 12:05:21 +02:00
.mcp.json chore: add sentry mcp (#300) 2026-04-17 10:42:34 +02:00
.php-cs-fixer.dist.php Execute browser tests on CI (#10) 2025-12-03 16:26:30 +01:00
.php-version chore: ignore local .php-version 2026-02-07 18:48:04 +01:00
.prettierignore Set up a fresh Laravel app 2025-11-07 12:01:36 +00:00
.prettierrc Set up a fresh Laravel app 2025-11-07 12:01:36 +00:00
.release-it.json chore: release v0.2.5 (#539) 2026-06-15 16:48:25 +00:00
AGENTS.md chore: update Laravel Boost skills and guidelines (#521) 2026-06-12 18:20:30 +02:00
CHANGELOG.md chore: release v0.2.5 (#539) 2026-06-15 16:48:25 +00:00
CLAUDE.md chore: update Laravel Boost skills and guidelines (#521) 2026-06-12 18:20:30 +02:00
Dockerfile chore: Simplify IndexedDB sync by moving to Inertia shared props (#63) 2026-01-19 19:15:26 +01:00
Dockerfile.production ci: cap Docker image build time (#405) 2026-05-20 09:45:12 +01:00
LICENSE.md Add Creative Commons license 2025-11-26 17:07:20 +01:00
LOCALIZATION.md feat: Spanish localization (#74) 2026-02-08 11:58:08 +01:00
ONBOARDING.md fix(banking): handle balance-fetch timeouts and silence handled retries (#450) 2026-05-29 14:58:38 +02:00
README.md chore: update Discord invite link (#452) 2026-05-29 15:56:48 +02:00
artisan Set up a fresh Laravel app 2025-11-07 12:01:36 +00:00
autoresearch-dashboard.md feat(ai): suggest automation rules during onboarding (#523) 2026-06-13 22:51:15 +02:00
autoresearch.jsonl feat(ai): suggest automation rules during onboarding (#523) 2026-06-13 22:51:15 +02:00
autoresearch.md feat(ai): suggest automation rules during onboarding (#523) 2026-06-13 22:51:15 +02:00
autoresearch.sh feat(ai): suggest automation rules during onboarding (#523) 2026-06-13 22:51:15 +02:00
boost.json feat(ai): suggest automation rules during onboarding (#523) 2026-06-13 22:51:15 +02:00
bun.lock feat(accounts): reorder accounts with drag-and-drop (#575) 2026-06-21 11:17:45 +02:00
components.json Set up a fresh Laravel app 2025-11-07 12:01:36 +00:00
compose.yaml chore: replace Caddy with Portless for local HTTPS proxy (#258) 2026-04-02 16:39:44 +01:00
composer.json feat(ai): manage AI consent outside onboarding with live backfill (#591) 2026-06-25 10:50:35 +02:00
composer.lock feat(ai): suggest automation rules during onboarding (#523) 2026-06-13 22:51:15 +02:00
docker-compose.production.yml Add production Docker setup for easy self-hosting with the CI-built image (#42) 2025-12-30 07:22:19 +01:00
eslint.config.js Y3:0 2025-11-26 12:01:49 +01:00
falcode.json Add falcode config file 2026-03-11 15:28:52 +01:00
opencode.json chore: add sentry mcp (#300) 2026-04-17 10:42:34 +02:00
package-lock.json chore: release v0.2.5 (#539) 2026-06-15 16:48:25 +00:00
package.json feat(accounts): reorder accounts with drag-and-drop (#575) 2026-06-21 11:17:45 +02:00
phpstan-baseline.neon fix(static-analysis): clear phpstan-baseline by fixing all suppressed errors (#183) 2026-03-02 12:22:30 +00:00
phpstan.neon feat: selective retry of failed lead email jobs (#286) 2026-04-15 08:00:29 +01:00
phpunit.xml feat: use testcontainers for isolated MySQL in test runs (#153) 2026-02-25 10:14:20 +01:00
tsconfig.json Set up a fresh Laravel app 2025-11-07 12:01:36 +00:00
vite.config.ts Init browser Sentry from env DSN (#370) 2026-05-09 12:07:11 +02:00
vitest.config.ts Fix cashflow null category rows (#382) 2026-05-11 18:54:26 +02:00
vitest.setup.ts feat: add multiple chart view modes for net worth evolution (#37) 2025-12-30 07:22:19 +01:00
whispermoney fix: Wrong whispermoney script path 2026-01-16 18:48:44 +01:00
worktree.sh Notify users about expired bank connections (#404) 2026-05-20 09:20:13 +02:00

README.md

Whisper Money

Deutsch | Español | français | 日本語 | 한국어 | Português | Русский | 中文

Whisper Money

CC BY-NC 4.0

The most secure way to understand your finances.

Whisper Money is a privacy-first personal finance application that helps you track, categorize, and understand your spending—all while keeping your financial data encrypted and secure.

🎮 Try the Demo: Experience Whisper Money with our demo account - no registration required!

💬 Join our Community: Whether you're a user looking for help or a developer wanting to contribute, we'd love to have you in our Discord server! Share feedback, ask questions, discuss new features, or just hang out with fellow privacy enthusiasts.

Features

  • 🔐 Privacy-first — Your data is never shared with third parties. You own it
  • 🏦 Bank account management — Track multiple accounts in one place
  • 📊 Transaction categorization — Automatic and manual categorization
  • 🤖 Automation rules — Set up rules to auto-categorize transactions
  • 📈 Financial insights — Understand your spending patterns

Tech Stack

  • Backend: Laravel 12, PHP 8.4
  • Frontend: React 19, Inertia.js v2, TypeScript
  • Styling: Tailwind CSS v4
  • Database: MySQL
  • Cache/Queue: Redis
  • Testing: Pest v4

Running Locally

The easiest way to get started is using our automated setup script:

bash <(curl -fsSL https://whisper.money/setup.sh)

After installation, just visit https://whisper.money.localhost in your browser.

Manual Setup

If you prefer to set up manually:

  1. Clone the repository:
git clone https://github.com/whisper-money/whisper-money.git
cd whisper-money
  1. Run the setup script:
whispermoney install

Available Commands

Important: You must run whispermoney install before using any other command. If you skip the install step, commands like start will not work.

Once installed, you can use the whispermoney command for common tasks:

# Start all services
whispermoney start

# Stop all services
whispermoney stop

# Upgrade to latest version
whispermoney upgrade

# Interactive menu
whispermoney

Development Server

For active development with hot reloading:

composer run dev

This will concurrently start:

  • PHP development server (via Portless HTTPS proxy)
  • Queue worker
  • Log viewer (Pail)
  • Vite dev server

The application will be available at https://dev.whisper.money.localhost. In git worktrees, the branch name is automatically prepended (e.g. https://fix-ui.dev.whisper.money.localhost).

Running with Docker (Production Image)

For testing the production Docker image locally:

  1. Copy the production environment file:
cp .env.production.example .env
  1. Start the services:
docker compose -f docker-compose.production.yml up -d

The application will be available at http://localhost:8080.

To use a different port, set APP_PORT:

APP_PORT=3000 docker compose -f docker-compose.production.yml up -d

Deploying to Coolify

Whisper Money can be easily deployed to Coolify using our Docker Compose template.

Quick Deploy

  1. In Coolify, create a new resource and select Docker Compose
  2. Choose Empty Compose File as the source
  3. Paste the contents from our template: 👉 whisper-money.yaml
  4. Deploy!

The template includes:

  • Whisper Money application container
  • MySQL 8.0 database with health checks
  • Persistent volumes for data and storage
  • Auto-generated database credentials

Required Environment Variables

Variable Description
RESEND_API_KEY Email service API key (for password resets, notifications)

Note: APP_KEY and APP_URL are auto-configured. The container generates an APP_KEY on first startup if not provided.

Optional Environment Variables

Variable Default Description
DRIP_EMAILS_ENABLED true Enable drip emails (welcome, onboarding, feedback)
HIDE_AUTH_BUTTONS false Hide login/register buttons on landing page
SUBSCRIPTIONS_ENABLED false Enable Stripe subscriptions
STRIPE_KEY - Stripe publishable key
STRIPE_SECRET - Stripe secret key
STRIPE_WEBHOOK_SECRET - Stripe webhook signing secret

Star History

Star History Chart

License

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.