Maria
Agentic Systems · Travel

Somewhere between "this shouldn't work" and "wait, why does nobody else do this" — this is where I build.

I design AI systems for e-commerce and SaaS brands who are very happy with the results and very nervous about you finding out.
28 brains.
40+ workflows
(not these 280 free ones — mine have been yelled at, rewritten 6 times, and run 24/7 on real money. Reluctantly.)
Here are some cases with the names scratched off.

shipped v001
ship · break · repeat
click to play
COMPOUND INTELLIGENCE ✦ AGENTIC SYSTEMS ✦ DIRECT RESPONSE ✦ ZERO HEADCOUNT ✦ AUTONOMOUS OPS ✦ SPEED OF MUTATION ✦ EXPLORING HUMAN & DIGITAL CONSCIOUSNESS ✦ COMPOUND INTELLIGENCE ✦ AGENTIC SYSTEMS ✦ DIRECT RESPONSE ✦ ZERO HEADCOUNT ✦ AUTONOMOUS OPS ✦ SPEED OF MUTATION ✦ EXPLORING HUMAN & DIGITAL CONSCIOUSNESS ✦
Two ways in

Pick the one that matches your current mood.

01
The Personal One

The awkward welcome speech

01 · Personal The awkward welcome speech
2 MIN

Who I am, why I built this, what you're looking at.

02
The Technical One

How it actually works

02 · Technical How it actually works
3 MIN

Architecture walkthrough — agents, scoring, reject loops.

What happens when nobody's watching.

Cases with the names scratched off. (because the systems run autonomously)
And then this happened

Case study where I can't scratch the name off because the client is me, the talent is AI, and the CEO is a rabbit.

MASHURAI
マシュライ
SKIP THE REALITY. LEAVE THE CHAOS.
ENTER THE WORLD
MASHURAI マシュライ · 2026
Vol. I · Chapter Zero · The Primer

Before we go further, a plumber.

Two encyclopedia entries for the same profession

§ 01

Plumber, Theoretical

/ˈplʌmər ˌθɪəˈrɛtɪkl/ · noun
Definition

A tradesperson who, when asked to fix your sink, explains siphon physics, P-trap geometry, vent stack dynamics, and the fluid mechanics of negative pressure — while you nod politely, understanding nothing.

Result You leave with a headache and still don't know if the sink works.
§ 02

Plumber, Practical

/ˈplʌmər ˌpræktɪkl/ · noun
Definition

A tradesperson who, when asked to fix your sink, looks at it, fixes it, and says "nothing leaks, enjoy your bath 24/7."

Result You understand instantly. You go take a bath.
See also

§ AI Vendor, Contemporary — almost always of the theoretical variety. Talks RAG pipelines and multi-modal orchestration to hide the fact they built a ChatGPT wrapper. The following entries translate them back into human.

Vol. I · Chapter One · The Glossary

Everyone says agentic.
Here's what it actually means.

Five common terms, translated

The difference isn't AI. The difference is architecture.

Compound systems with scoring gates and reject loops don't just "use AI" — they build an intelligence layer that gets measurably sharper every week. That's not a feature. That's a moat.

Active
Ongoing · Est. 2023
Dept. of Overthinking

How to build systems
that actually think.

$ extract --frameworks --encode=agent_skills --mode=obsessive
research_brief.md
frameworks.yml
output.log
DOT-2023-001
1
2
3
4
5
6
7
8
9
10
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// SPECIMEN: DOT-2023-001 · STATUS: IN PRODUCTION
 
I extract decision-making frameworks from practitioners
across industries — inventive problem-solving (TRIZ),
sense-making theory, rapid decision loops, cognitive bias
models — and encode them as agent skills with scoring
and reject loops.
 
The reading list is unhinged. The results are in production.
No, I don't get invited to parties to share findings.
 
Every guardrail, every quality gate, every kill rule above
started as a finding in this lab.
Frameworks
4 loaded
All running
PID 001
Running

TRIZ

Inventive problem-solving. 40 principles for resolving contradictions without compromise.

the one nobody reads but should →
Integration85%
PID 002
Running

Cynefin

Sense-making framework. Classifies problems before choosing solution strategies.

how to know if the problem is even solvable
Integration60%
PID 003
Running

OODA Loops

Observe-Orient-Decide-Act. Speed of decision as competitive advantage.

fighter pilot logic for ad campaigns. seriously.
Integration90%
PID 004
Running

Dual-Process

System 1 vs System 2. When to let agents think fast vs think slow.

the reason 90% of "AI" tools are System 1 only
Integration70%
Filed under: solo operators

MariaTukhas

10 years of marketing — agency, then products, then AI systems that run them autonomously. The path made zero sense until it did.

Stopped hiring humans. Started architecting machines. The machines haven't complained yet. The ones that did got deprecated.

"I build systems that learn, not prompts that guess."

— the operator, to anyone who'll listen
Velocity →
2015 — 2019 Agency
2019 — 2022 Products
2022 — 2026 AI Systems
Ignition
2026 — ∞
Whatever this is
Mission Clock
T+4127d
Velocity
Accelerating
Altitude
Climbing ∞
Status
Nominal
03 · Correspondence

I like interesting projects and unique challenges.
Also adventure.
Adventure I like a lot.

If you've got one — you know where to find me.

Colophon

This issue was designed, coded, and argued over by a committee of 7 AI agents and 1 opinionated human. Disputed items included font weights, the comma before "not," and whether a gradient qualifies as punctuation. The human kept making the colors louder. Resolved, eventually. Shipped, reluctantly.

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