A budget app that keeps questions local—and can say “I’m not sure”
Qwen3 0.6B
A small model tuned to read spending questions.
Local mode
The option that keeps the ledger and questions on the computer.
Plaid
A service that connects United States bank accounts to apps.
What happened
Pulse Local is a beta budgeting app for Apple Silicon Macs. It lets users import a bank CSV and ask about spending. Local mode needs no account. The company says the ledger and questions stay on the computer. It also says it sends no analytics or automatic crash reports. The official product page describes that design.
Hacker News showed the launch with 106 points and 68 comments. Those figures measure community attention. They do not prove accuracy.
How it works
A tuned Qwen3 0.6B model reads each question. It turns the words into a structured request: what to count, what merchant or category matters, and which dates apply. Hand-written code performs the money calculation. A separate 4B checker reads the question another way. The app shows a number only when both methods produce the same calculation. Otherwise, it says it is not sure and asks for a clearer merchant, category, account, or month.
This targets a subtle error. The arithmetic can be correct while the question is wrong. “The other card” could become a category called “Other.” The checker is meant to stop that result.
Why it matters
Local processing keeps household data and questions away from a remote AI service, according to the company. It does not mean the app never uses the internet. Setup downloads about 2.9 GB of model files. The app can also check for updates.
Connected mode is separate. It uses Plaid to sync United States banks. Pulse says transactions pass through server memory but are not stored. That creates a different privacy path. Connected banking costs $29 per year. The terms page describes those limits.
What the evidence shows
The developer’s write-up reports three tests with 494 questions. The checker version had five wrong answers. Without the checker, it had 100. The checked version showed 237 figures, including five wrong figures. It also answered “not sure” much more often.
The tests used nine invented households, new question writers, and a separate answer key. About 90% of collected errors came from misreading questions, not from arithmetic. The main lesson is practical: refusing to guess may be safer than forcing a number.
What remains unknown
The tests are self-reported, not an independent audit. The households were created by AI, not real families. Everything ran on one Mac. Two methods can still share the same mistake.
The checker costs time and storage. On an M4 Mac with 24 GB of memory, a checked answer takes 12 to 14 seconds. Without it, the answer takes about 0.1 seconds. The checker is a 2.5 GB download. The app is currently Mac-only and answers in English.
What to watch next
The important next test is real people using real household records. Pulse says it plans speed improvements, Windows support, and more bank connections. Watch whether later tests work on new users, not only familiar questions. Also watch which privacy promises apply to Local mode, and what changes in Connected mode.
Pulse Local keeps your budget questions on your Mac
📰 Full story: A budget app that keeps questions local—and can say “I’m not sure”
This beta app uses local AI to read spending questions and avoid risky guesses.
structured request
A clear form saying what, where, and when to count.
checker
A second reader that can stop a doubtful number.
Plaid
A service used to connect some bank accounts.
💡 The gist
- Pulse Local answers budget questions on your Mac.
- Its code does the money math, not the AI model.
- It says “I’m not sure” when two readings disagree.
Pulse Local is a budgeting app for Apple Silicon Macs. It is still a beta. You can import a bank CSV. Then you can ask about spending. Local mode needs no account. The company says your ledger and questions stay on your computer. It also says it sends no analytics or automatic crash reports. The official page explains this design.
Hacker News listed the project with 106 points and 68 comments. This shows attention from that community. It does not prove the app is accurate.
The app uses a tuned Qwen3 0.6B model. It reads your question. It changes the question into a structured request. The request names the thing, place, and dates to count. Regular code then calculates the money from your ledger. A separate 4B model checks the reading. The app shows a number only when both methods agree.
This helps with a common AI problem. The arithmetic can be right, but the meaning can be wrong. You might say “the other card.” The app might choose a category named “Other.” It would print a real total for the wrong thing. The checker can stop that answer.
The developer tested three rounds with 494 questions. The checker produced five wrong answers. Without the checker, there were 100 wrong answers. The checked app showed 237 numbers. Five of them were wrong. It also said “not sure” many times. It was safer, but less complete.
The test had limits. It used nine made-up households. AI created the households and questions. No real family data was used. Everything ran on one Mac. Two methods can still share the same mistake.
The checker needs space and time. It adds a 2.5 GB download. A checked answer takes about 12 to 14 seconds. Without it, an answer takes about 0.1 seconds. The first setup downloads about 2.9 GB.
Connected mode is different. It can sync United States banks through Plaid. The transactions pass through a server. The company says it does not store them. Local mode and Connected mode therefore have different privacy paths.
Next, look for tests with real users. Also watch speed, Windows support, and new bank connections. The product may be useful. Its strongest accuracy claim still comes from its own testing. The test report explains the limits.
A money helper that can say, “I don’t know”
📰 Full story: A budget app that keeps questions local—and can say “I’m not sure”
Pulse Local looks at your money on your Mac and does not always guess.
Pulse Local
A Mac app that looks at spending.
Hacker News
A website where technology news is discussed.
checker
A second reader that checks the first reading.
Pulse Local is a Mac app for looking at your money. Mac means an Apple computer. It has AI, a small question-reading helper.
You can ask, “How much did I spend?” One part reads your words. Another part counts your saved money. A checker reads the question another way. If both readings match, the app shows a number. If they do not match, it says, “I’m not sure.” That helps stop a wrong number.
Hacker News is a technology news site. Pulse Local got 106 points and 68 comments there. Those numbers show attention. They do not show that the app is correct.
The maker tested 494 questions. Five shown numbers were wrong with the checker. Without the checker, 100 were wrong. The test used pretend families and pretend money lists. It did not use real families’ money. So the test is useful, but not final.
The checker makes the app slower. The app also needs a big download first. People should still check important money answers themselves. The test report explains more.