Skip to content
MHChief of Staff

The cases (55)

Grouped by impact. ★ = the strongest.

Time back

Time back

From transcript to ticket

Five to ten minutes after the meeting, minutes and tickets are on the board, no duplicates, correct parent ticket.

Top
Time back

Inbox: 9,748 → 5,277

Inbox down from 9,748 to 5,277 e-mails; the target is permanently below 20.

Top
Time back

Knowledge becomes wiki pages and decks

A wiki page including diagram in about five minutes; across decks, wiki and document store, around 80–90% less time per artefact.

Time back

Transcribed locally, audio never leaves the device

A cleaned transcript with timestamps shortly after the meeting ends; an eight-hour session day is transcribed in under two hours of compute — the audio stays on the device.

Time back

One meeting, several versions, one to-do list

Distribution-ready documents and a hand-over-ready to-do list across all meetings — from a two-day off-site a good 20 to-dos with owner, date and timestamp, plus minutes and a detailed analysis for almost 30 participants.

Time back

Paperless mail with a burden of proof

1,423 documents in the archive, paper backlog from 551 to 0, the archive's inbox from 466 to 0.

Time back

Morning brief: a situation report every morning

One glance at the phone over the first coffee replaces opening five programs.

Time back

Ticket backlog: an hour, not a day

Backlog built in about an hour instead of a working day — a good four fifths less time; around 60 linked tickets in the first run, one epic round across around 20 products in about an hour.

Time back

Birthday greetings on time, weekends included

Punctual, personal greetings even on weekends and holidays; plus a morning overview of what each meeting needs.

Time back

Email drafts that learn my voice

Drafts that need less rework with every mail sent; the learning comes from comparing with the real result.

Time back

Trips that grow on the map

24 stops without gaps from 11 Aug to 12 Sep 2026 in the data core — the map draws itself.

Time back

Waste-collection calendar from a reverse-engineered app interface

56 collection dates up to year-end in the family calendar, backed by 19 tests.

Time back

Reading the meter from a photo

38 readings from seven meters as one series from 2001 to 2026.

Money back

Money back

Three years of solar credits, overnight

Reminder out at 22:11, written commitment overnight at 08:29; roughly €1,100 paid out later.

Top
Money back

Tax return, the AI as devil's advocate

356 items rated one by one, three genuine errors caught before filing, submitted five days ahead of the deadline.

Top
Money back

Tenants' utility statement on request

2025 statement finalised on 7 Aug 2026, delivered, credit of €177.13 transferred to the tenants.

Money back

A ledger that matches the bank

A mis-posting of roughly €56,500 prevented; 16,138 ledger rows, 15,976 of them identical to the banking records.

Money back

Rental-car negotiation with an audited checkout page

Instead of roughly €11,350, a local provider at roughly €3,886 — and a discrepancy of roughly €720 on the checkout page caught before the click.

Money back

Warranty claim enforced: commitment within two days

Two days after the letter, the retailer's managing director committed to the replacement without reservation, return label included.

Money back

Purchase compass: three phases, live price

Documented single cases: a document scanner for €345.98, a notebook in the newer model for €997 instead of the older one.

Money back

Annual fixed-cost review with live market check

Two parallel subscriptions with the same provider discovered, hidden in the bank statements for years.

Money back

Photo in, finished classified ad out

Four pallets sold for €40; €95 total proceeds in the register by mid-September.

Knowledge unlocked

Knowledge unlocked

Spec to running app in eight person-days

Eight functional and domain building blocks with around 160 input fields in about eight person-days; requirements become visible as running features immediately and can be reviewed by experts right away.

Top
Knowledge unlocked

Legacy system as knowledge base: 250 requirements

Agents derive requirements from the legacy base and reconcile them with the team's current state; all content is draft until the expert review.

Top
Knowledge unlocked

41,000 e-mails as a biographical source

41,431 e-mails 100 % dispositioned; the world-trip circular letters are complete as raw material for the book.

Knowledge unlocked

Domain and system knowledge in one place

Around 20 domain knowledge sources mapped, around two thirds of them directly usable by AI; first knowledge maps exist for several products, and the first productive domain query returned two relevant supreme-court rulings, cross-checked and filed with sources.

Knowledge unlocked

A council of AI models argues

In the first test case the council delivered 18 clustered objections against 12 from the single model.

Knowledge unlocked

Lost GPS data: forensics and reconstruction

Roughly 5,786 kilometres across 26 states reconstructed — labelled as reconstruction, not as measurement.

Knowledge unlocked

World map of every trip, tracks replayable

112 countries and 47 routes on one map that loads in 3.7 seconds on a slow mobile network; 954 of 954 browser probes green.

System builds system

System builds system

Moving the server while it runs

35 services on one server with eight virtual guests; the document archive moved with roughly two minutes of downtime.

Top
System builds system

One twelfth of the tokens via CLI

The same board query with 40 cards costs around 1,400 instead of around 17,000 input tokens — about one twelfth for the same information.

System builds system

Two months to a team project

Two months from private experiment to kick-off; after the first few months there is a Business Brain, first use cases and change support.

System builds system

A system that corrects itself

16 logged self-corrections in a single day; the consistency check went from 28 findings to 0.

System builds system

Knowledge base checks itself, no language model

Traceable knowledge that is checked daily — around 1,650 existing notes across eight brains were back-filled with source and check date for it.

System builds system

Many writers, no overwriting

One shared, versioned knowledge base — over 3,000 commits from around two dozen identities in the team brain since the start.

System builds system

Trace instead of gut feeling

Measurable effort instead of gut feeling — the baseline showed zero percent navigation: the agents knew the paths from context and did not follow the knowledge graph.

System builds system

Build once, use everywhere

Consistent rules and tools across nine workspaces — the second reconciliation run finished without a single file deviation.