My AI Is Slow. So I Gave It the Night Shift π
ΠΠΏΠΈΡΠ°Π½ΠΈΠ΅ ΠΈ ΠΏΡΠΈΠΌΠ΅Π½Π΅Π½ΠΈΠ΅
Night Butler Π°Π²ΡΠΎΠΌΠ°ΡΠΈΡΠ΅ΡΠΊΠΈ ΠΎΠ±ΡΠ°Π±Π°ΡΡΠ²Π°Π΅Ρ Π±Π°Π½ΠΊΠΎΠ²ΡΠΊΠΈΠ΅ Π²ΡΠΏΠΈΡΠΊΠΈ, Π·Π°ΠΌΠ΅ΡΠΊΠΈ ΠΈ ΡΠΏΠΈΡΠΎΠΊ Π΄Π΅Π» Π½ΠΎΡΡΡ, Π²ΡΠ΄Π°Π²Π°Ρ ΡΡΡΠΎΠΌ ΡΡΡΠ°Π½ΠΈΡΡ Ρ ΠΊΠ»Π°ΡΡΠΈΡΠΈΡΠΈΡΠΎΠ²Π°Π½Π½ΡΠΌΠΈ ΡΡΠ°Π½Π·Π°ΠΊΡΠΈΡΠΌΠΈ, ΠΎΠ±Π½Π°ΡΡΠΆΠ΅Π½Π½ΡΠΌΠΈ ΠΏΠΎΠ΄ΠΏΠΈΡΠΊΠ°ΠΌΠΈ, ΠΏΠΎΠ²ΡΡΠ΅Π½Π½ΡΠΌΠΈ ΡΠ΅Π½Π°ΠΌΠΈ, Π΄Π²ΠΎΠΉΠ½ΡΠΌΠΈ ΡΠΏΠΈΡΠ°Π½ΠΈΡΠΌΠΈ, Π½Π΅ΠΎΠ±ΡΡΠ½ΡΠΌΠΈ ΡΡΠ΅ΡΠ°ΠΌΠΈ ΠΈ Π·Π°Π΄Π°ΡΠ°ΠΌΠΈ, ΡΡΠ΅Π±ΡΡΡΠΈΠΌΠΈ Π»ΠΈΡΡ Π½Π΅ΡΠΊΠΎΠ»ΡΠΊΠΈΡ ΠΊΠ»ΠΈΠΊΠΎΠ².
ΠΠ°Π΄Π°ΡΠ°
Boring paperwork such as bank statements, notes, and toβdo lists is often postponed because it is tedious.
Π Π΅Π·ΡΠ»ΡΡΠ°Ρ
In a demo month of 100 transactions, 6 notes, and 14 tasks, Night Butler completed the night shift in 6 minutes on an Intel i5β12450H laptop, producing a morning page that required only a short note and three clicks to review. On real data of 344 transactions over four months, it sorted 307 (89%) in 14 minutes and identified 23 unknown merchants.
Π Π°Π±ΠΎΡΠΈΠΉ ΠΏΡΠΎΡΠ΅ΡΡ
- Drop bank statement CSV, notes markdown, and tasks.md into a folder before bed
- Night Butler runs at low CPU priority during the night
- It parses each file, categorizes merchants, detects subscriptions, price changes, duplicate charges, and unusual bills
- It tags notes, extracts hidden toβdos, converts relative dates to absolute dates
- It merges duplicate tasks
- It identifies unknown merchants and asks the user three clarifying questions
- Results are saved and presented as a morning page with a short note and actionable items
ΠΠΎΠΊΠ°Π·Π°ΡΠ΅Π»ΡΡΡΠ²Π°
Night Butler is a small openβweight model on your own computer that does your boring paperwork while you sleep.
In the demo month the butler did, in 6 minutes of a laptop's spare CPU: sorted 97 of 100 transactions
The model now first writes what the merchant sells, then answers a yes/no: do you actually know this business?
The morning note first came out as "you have $97 in transactions to review" β 97 was a count.
- ΠΠ°ΡΠ° Π·Π°ΠΏΠΈΡΠΈ: 2026-10-21T14:56:05.817Z