Rafael Yashiki Capua

AI inside companies, between the hype and what actually matters

by Rafael Yashiki Capua, COO & Co-Founder of Jump

Welcome. AI has left a lot of knowledge looking standard, repeated from summary to summary. Here I bring to the surface what comes from real experience and checked sources, in editions built for making decisions.

What you take from each edition

  • what happened, with dates and sources
  • what works in practice, and what only feels like control
  • what to do after reading, as a checklist

Jump · ISO/IEC 42001 certifiedthe international standard for AI management

01editions

Series and editions

area · AI risk and security

Security of agentic systems

How agentic AI systems get attacked, what fails in practice and what actually holds. 2 editions published · 1 in preparation

what the cases really were

  • 2real compromise
  • 2coordinated disclosure
  • 1operational failure
  • 1proof of concept
edition 03in preparation

edition 03. Shadow AI: the AI use the company never authorised

03
unauthorised employee use

02method

How I check

holds for every topic, in every edition

  1. I go to the original source

    Vendor documentation, the affected company's report, published research, official data. Every citation carries a date and a link, and the sources close each edition.

  2. I say what each claim is

    A measured fact, a vendor estimate and a lab demonstration weigh differently in a decision. Each one is labelled for what it is.

  3. I correct what circulates, mine included

    When the repeated version is wrong, the edition shows the correction and its source. Edition 02 of agentic systems opens by correcting edition 01.

  4. I keep fact apart from opinion

    What is documented, what is research and what is my own recommendation stay separate, and each edition says what I could not verify.

03who writes

Who writes this

from executive to rider, from rider to executive

Rafael Yashiki Capua, COO and Co-Founder of Jump
at the tableCOO & Co-Founder, Jump
Rafael Yashiki Capua riding motorcycle number 72 through a corner at a racetrack
on track72national motorcycle road racing championship

I am Rafael Yashiki Capua, COO and Co-Founder of Jump, a Brazilian data and artificial intelligence company. I run operations and sit at the table with executives at the moment AI and data leave the hype behind and enter company strategy. These editions come from that table.

Outside the company, I race in Brazil's national motorcycle road racing championship. In the pit box, decisions about the bike come from the telemetry, however good the lap felt. I bring that discipline to the company and to every edition.

At the company and on track, you have to run close to the limit without crossing it, align the team around the same data, and make mistakes in practice, where they still come cheap.

This space is personal. Jump comes in at the end of each edition, kept apart from the analysis, with the limits of what it delivers stated out loud.

Company and track demand the same thing from whoever decides.

Rafael Yashiki CapuaCOO & Co-Founder, Jump

04ecosystem

Jump ecosystem

Jump solutions, organised by the problem they solve

05contact

Recognised your own architecture in one of these cases?

The shortest path is a message on LinkedIn. If you found a mistake in an edition, tell me too, because the correction goes into the text with its source.