Vitaliy Trenkenshu

CEO at Datanomix, a Qlik® Partner

[Vitaliy Trenkenshu @certus]

@lesdeuxbernois @hilbertspaess It can hack anything, accumulate bitcoins and rent data centers via shell-companies.

[Vitaliy Trenkenshu @certus]

New gold-rush ;)

[Paul Copplestone - e/postgres @kiwicopple]

who made this masterpiece ?

[Tomasz Łakomy @tlakomy]

Reviewing Claude Code output before pushing directly to prod

[sudox @kmcnam1]

Just a little OpenClaw :P

[Tyler Fox @smileyborg]

Software engineering in 2026

[Vitaliy Trenkenshu @certus]

6/6 And the most practical takeaway: If one agent already performs well, don’t make the system more complex.

Once a single agent reaches 45%+ task performance, adding more agents tends to make things worse, not better.

[Vitaliy Trenkenshu @certus]

1/6 On Decomposing AI Agents

Should we break the system into multiple specialized agents, or is it better to use one agent with a comprehensive set of tools and skills?

[Vitaliy Trenkenshu @certus]

5/6 Overall, the more agents you add, the more errors accumulate.

Error rates grow by an order of magnitude: 4.4× with centralized coordination and up to 17× with independent agents.

[Vitaliy Trenkenshu @certus]

@OpenAI It doesn't work with o1-pro for me: "I will get back to you with a structured table of findings soon!"... And nothing happens.

[Vitaliy Trenkenshu @certus]

Shared my vision on red flags in public procurement and their lifecycle

[Open Contracting Partnership @opencontracting]

And that's a wrap #OCEU2023. What a better way to summarize the success than in the words of our host @MyzyriJ: "Albania has shown that governments can be inspired by NGOs & that small countries are capable of big reforms."

[𝐉𝐞𝐧𝐧𝐲 𝐉𝐚𝐢𝐧~240k~💯% FB @Divine_Bliss]

Mark zuckerberg at the board meeting after Instagram, Facebook & WhatsApp goes down

[Champions Chess Tour @ChampChessTour]

How well can @MagnusCarlsen identify chess positions? @DavidHowellGM tested the world champion, and the result is truly mindblowing! #ChessChamps

[Vitaliy Trenkenshu @certus]

Nightingale's Rose for 2020. Awesome!

[Kelly Cotton @kllycttn]

Day 3: Historical #30DayChartChallenge
Inspired by the rose diagram created by Florence Nightingale, 1858.

US Mortality data: https://t.co/HuKHLccN0r

#Rstats code here: https://t.co/jdPUvDgF8Q

[MIT CSAIL @MIT_CSAIL]

How to confuse your machine learning model.

(credit: @ProductHunt)

[Chamath Palihapitiya @chamath]

The image below is focused on the metals that Tesla needs to build 20M cars per year but imagine when ALL vehicles are electric. The numbers get extreme.

Not only does the US need these metals, we need to decouple our reliance on China to get/use them.

I have a position.

[Vitaliy Trenkenshu @certus]

@jbellizzi4 Amazing! 🔥