
Systems Builder. Author. Narrative Architect. This isn't content. It's a coordinate system. Founder — @DeepDigitalCo & @Black_Field_Co
Ukraine
Joined March 2026
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OPERATOR MANIFESTO
1. VISIBILITY IS NOT CLARITY
Light is staged visibility, not truth. Noise masks absence. The interface regulates exposure, not understanding. The Operator withdraws attention and works where signals collapse and validation disappears. Anonymity is not escape, but position.
2. SYSTEMS REPEAT, THEY DO NOT UNDERSTAND
Systems encode the past, algorithms replay it. They fail when conditions shift. Where rules end, judgment begins. Acting without full information is necessity, not courage. If the system rejects a decision, it reveals its own limit.
3. SOVEREIGNTY REQUIRES CONTAINMENT
The mind cannot stay open without dissolving into noise. Solitude is a controlled environment, not isolation. Filter signals, remove attachment, break inertia. Comfort creates replaceability. Independence is maintained through friction.
4. CONSEQUENCE DEFINES TRAJECTORY
Motivation fluctuates, discipline accumulates. Clarity does not precede action; action creates it. Every decision carries weight. Gravity does not negotiate — it records. Irreversibility is the condition of movement.
5. ALIGNMENT WITH REALITY PRODUCES DISTANCE
The sea does not respond to you. The sky does not adjust for you. Depth and scale exist without reference to your expectations. Detach from noise and validation. Become structure, not reaction. Hold position. Everything else is surface.
OPERATE IN THE DARK. KEEP THE FORM.
Lexx Che retweeted
WE WERE THERE AT THE BEGINNING OF THE AR FILTER ERA.
Today, real-time face filters are ordinary. In 2015, they were not.
Snapchat was already growing rapidly, but 2015 became a turning point. In September, it acquired Looksery — a company founded by a Ukrainian team with development in Odesa — and integrated its real-time face-tracking technology. It became the technological foundation for Snapchat Lenses.
The timing matters.
Snapchat grew from about 89M daily active users in June 2015 to 148M a year later — +66%. By the end of 2016, it had reached 158M. Lenses were not the only driver, but they became one of the products that defined Snapchat’s transformation into a camera-first platform.
Our team was there at the beginning.
Working through the Looksery team after the acquisition, we became one of the early teams developing real-time 3D face masks for Snapchat.
Ideas. Characters. 3D. CGI. Digital sculpting. Hard-surface modeling. Textures. Animation. Motion. Real-time assets.
A mask had to work as an idea, survive facial deformation and expression tracking, animate correctly — and perform in real time within the limits of 2015 mobile hardware.
Most of what we created remains under NDA.
But one piece escaped it.
Before the NDA was signed, we created an experimental steampunk mask. It later became part of a larger steampunk collection developed during the collaboration. That first test is the fragment we can finally show publicly.
There is another reason we were ready for this work.
By 2015, our team already had deep expertise in 3D, CGI, characters, animation and complex digital production — a stack still rare among digital studios. Much of this technology then lived closer to game development. We had worked with game studios, including Wargaming under NDA, and visited its headquarters in Belarus at the time.
We did not enter AR filters after they became an industry.
We worked on them while the category was being built.
CASE — Before The Filter Era — 3D AR Masks: behance.net/gallery/25288037…
Our capabilities have multiplied since then.
Need 3D/CGI characters, product visualization or design, interactive 3D/WebGL websites, complex motion, AR concepts, real-time assets, product/service presentations, launch visuals, educational videos or technical animation?
DM Deep Digital.
Above us now is probably only feature-film production.
For now. ;)
#DeepDigital #Snapchat #AugmentedReality #AR #CGI #3DDesign #MotionDesign #WebGL #DigitalDesign #CreativeTechnology
Lexx Che retweeted
John Nash: When Reason Cannot Fully Trust Itself - This paper examines the life of mathematician #JohnNash Jr., separating the real history from the version shown in #ABeautifulMind, whose visual #hallucinations were a cinematic device rather than an account of what #Nash experienced. Drawing on his autobiographical essay for the #NobelPrize, it traces how his mental disturbances began in early 1959 while he was on the MIT faculty, when he was diagnosed with what was then called #paranoidschizophrenia. The central argument is that extraordinary intelligence offers no guarantee of reliable judgment, because the same mind that produced foundational work in game theory could also build coherent but untenable beliefs about the world - disabled-world.com/disabilit…
20 non-business books on power, people, and the systems that shape them.
1. Albert Camus — The Stranger
Alienation and the demand to display the “right” emotions. What happens when someone refuses the expected script.
2. Franz Kafka — The Trial
Authority without explanation. A system can determine your fate while denying you access to its logic.
3. George Orwell — 1984
Power over language, memory, and evidence. Control reaches deepest when it defines what counts as truth.
4. Friedrich Nietzsche — Beyond Good and Evil
A challenge to inherited values and the interests behind moral judgments—including our own.
5. Hermann Hesse — The Glass Bead Game
Intellectual mastery and its distance from ordinary life. When does preserving knowledge become retreat?
6. William Golding — Lord of the Flies
Fear, belonging, and violence. How groups make authority—and how quickly they can normalize cruelty.
7. Frank Herbert — Dune
Ecology, resources, religion, and political ambition. The dangerous appeal of a promised savior.
8. Chuck Palahniuk — Fight Club
Consumer identity and wounded masculinity. Rebellion can reproduce the obedience it claims to destroy.
9. Bret Easton Ellis — American Psycho
Status, consumption, and interchangeable identities. A world where polished appearances obscure brutality.
10. Viktor Frankl — Man’s Search for Meaning
The search for meaning under extreme suffering, and the possibilities of inner freedom within severe limits.
11. José Saramago — Blindness
The fragility of social order. Degradation, solidarity, and the uneven burden of caring for others.
12. Joseph Conrad — Heart of Darkness
Colonial violence and the language used to justify it. What “civilization” permits far from scrutiny.
13. Ray Bradbury — Fahrenheit 451
Censorship sustained by distraction and the appetite for easy answers. The effort required to preserve thought.
14. Mikhail Bulgakov — The Master and Margarita
Fear, cowardice, artistic freedom, and power. What people protect—and betray—under pressure.
15. Iain Banks — The Wasp Factory
Violence, ritual, and a fabricated personal history. An identity built around facts that may not be true.
16. Alexandre Dumas — Joseph Balsamo
Charisma, secrecy, and political intrigue. Influence built through belief, spectacle, and privileged knowledge.
17. Arkady and Boris Strugatsky — Hard to Be a God
Knowledge without a clear right to intervene. The moral cost of both action and restraint.
18. Ernest Hemingway — The Old Man and the Sea
Skill, pride, endurance, and loss. What remains of an achievement when its reward is taken away.
19. Victor Pelevin — Generation “P”
Advertising as a producer of desires and identities. Political reality assembled through commercial techniques.
20. Aldous Huxley — Brave New World
Stability maintained through conditioning, pleasure, and consumption. Freedom made unnecessary before it is forbidden.
#KnowledgeArchitecture #SystemsThinking #DecisionMaking #PowerDynamics #HumanBehavior #Identity #CriticalThinking
Pressure does not reveal character.
It reveals architecture. And sometimes forces you to build a new one.
We like to imagine that difficult conditions expose some hidden, authentic version of ourselves — a stable core of courage, discipline or resilience waiting to take control when circumstances become serious.
Reality is less romantic.
Self-knowledge matters, but it is only one layer of the system. When uncertainty becomes prolonged, information incomplete and consequences expensive, people rarely operate according to their ideals. They fall back on structures repeated until they became automatic: habits, decision protocols, cognitive frameworks, patterns of attention and thresholds for action.
Under pressure, philosophy competes with muscle memory.
A person can value discipline and have no mechanism for maintaining it when exhausted. A leader can believe in rational decisions while running an organization where critical information arrives too late. A company can call itself resilient while depending on a handful of people permanently operating beyond capacity.
Pressure exposes these contradictions because it removes the conditions that allowed them to remain invisible.
But exposure is only the first function of pressure.
If enough adaptive capacity remains, pressure can become a construction environment. Constraints eliminate familiar options. New protocols emerge because old ones stop working. Priorities are reordered. Dormant capabilities become necessary. Previously separate resources are combined because there is no longer enough time, money or capacity to keep them separate.
Pressure can reveal an architecture.
It can also make the old architecture impossible to preserve.
This is where resilience becomes more than endurance. It is not the ability to absorb unlimited stress while remaining unchanged. It is the capacity to preserve critical functions while changing the structures that can no longer carry them.
The same applies to people, teams and businesses. Sustained pressure will almost certainly change the system. The real question is whether enough capacity remains for the system to participate in its own transformation — or whether transformation will simply happen to it.
Crisis audits the past and selects the future.
First, it exposes what was already there: habits, dependencies, weaknesses, redundancies and decision architecture. Then it creates conditions in which some structures survive, some collapse and others have to be invented.
Pressure is neither proof of character nor a magical mechanism for growth. It is a stress test of what exists and a demand to adapt when what exists is no longer sufficient.
Pressure reveals the system you brought into the crisis. Adaptation determines the system you take out of it.
#AntiCoaching #SystemsThinking #DecisionMaking #Resilience #Leadership #OrganizationalDesign #HumanBehavior #DecisionArchitecture
Lexx Che retweeted
Stanley Kubrick spent his career examining human beings inside systems of control: technology, violence, military institutions, social hierarchy, sexuality, marriage and power. An article by Lexx Che (@LexxCheOperator)
desistfilm.com/stanley-kubri…
“An authorial identity stops functioning as attribution and becomes a system.”
Christopher Nolan is No. 26 on Vanity Fair’s 2026 New Establishment list. The context matters: this is a ranking of hard power — the capacity to alter industries, institutions, behavior and culture.
Sam Altman is No. 1, followed by Anthropic’s Dario Amodei and Elon Musk. AI, capital, technological infrastructure, politics and media dominate the ranking.
And at No. 26 — a film director.
That position captures what Nolan has become. Studios finance enormous original productions around his name. Audiences buy tickets before they fully know what the film is. IMAX became part of his public vocabulary. His production methods generate their own media cycles.
Christopher Nolan is no longer simply a director. His authorial identity has become infrastructure.
My new article traces how that architecture was built — from Following, made with almost no resources, through Memento, where memory itself becomes an unstable operating system, and The Prestige, where professional identity consumes the people who construct it.
Then comes The Dark Knight.
“Batman builds identity as infrastructure. The Joker attacks the infrastructure.”
The Joker is not simply testing whether people are good or evil.
“The Joker does not need to prove that everyone is evil. He only needs to prove that identity is conditional.”
But the argument does not stop with Batman. Inception turns perception into an engineered environment. Interstellar stretches identity and responsibility across time. Dunkirk strips characters almost down to function inside a survival system. Tenet reorganizes causality itself. And Oppenheimer asks what happens when scientific identity, institutional power and personal responsibility become impossible to separate.
Different films. Different systems. The same recurring pressure point:
What remains of a person when the architecture that tells them who they are begins to move?
Nolan began with almost nothing and built himself into one of the few directors whose name can move capital, technology, audiences and an entire industry.
He spent his career building films about systems.
Eventually, Christopher Nolan became one.
Read the full article: desistfilm.com/christopher-n…
#ChristopherNolan #TheDarkKnight #Joker #Oppenheimer #Cinema #FilmCriticism #SystemsThinking #Identity
Lexx Che retweeted
Alex Zanardi: Rebuilding Control After Double Amputation - #AlexZanardi racing career after a double leg #amputation shows how #handcontrols, #prosthetics and #handcycle design rebuilt his driving and #Paralympic success - disabled-world.com/disabilit…
Lexx Che retweeted
WE BUILT BEFORE THE SCALE EXISTED.
GR Capital came to us in early 2017, shortly after its 2016 founding. The team was still forming. It was much closer to a startup investment fund than the pan-European venture platform it would become.
There was no mature brand system to redesign. We had to help define the first one.
We built the fund’s first coherent visual identity and corporate website: positioning, visual language, information architecture, UX/UI and the digital structure through which founders, investors and partners would encounter the company.
Then the scale arrived.
GR Capital went on to build a portfolio across European technology. Its investment history includes Glovo, Deliveroo, Lime and wefox; its current portfolio includes Billie, Sennder, McMakler, Alma, PlanRadar and WorkMotion. By 2022, Forbes reported €200M in assets under management, an $85M first fund invested across 14 startups, and a second fund targeting €100M.
The interesting part is not that a startup became a serious investment platform.
It is that we had to design for the company it had not become yet.
Good branding does not imitate scale. It creates a system capable of carrying scale when it arrives.
Case — GR Capital: Brand Identity & Corporate Website: behance.net/gallery/25154928…
Deep Digital Co builds identity systems, branding, positioning, presentation and corporate websites, and complex digital systems.
If you need one — DM.
#VentureCapital #InvestmentFund #Startup #Branding #BrandIdentity #DigitalStrategy #WebDesign #Fintech
Ny Critics has published a major piece on my Anti-Coaching methodology: “Anti-Coaching: When the System Is the Problem.”
We are accustomed to locating failure inside the individual.
A founder hesitates — confidence problem. A team slows down — motivation problem. An executive becomes exhausted — resilience problem. An organization struggles with change — people need to adapt.
Sometimes that diagnosis is correct.
Sometimes the person is simply the surface on which a broken system becomes visible.
“Pressure is information before it becomes a diagnosis.”
That distinction is central to Anti-Coaching. Before trying to make a person stronger, more motivated or more resilient, I examine the architecture around them: responsibility, authority, information, dependencies, decision rights, accumulated commitments and operational capacity.
If responsibility expands while authority does not, coaching cannot manufacture authority. If critical information arrives too late, motivation cannot repair the information route. If routine work requires permanent heroism, perhaps the problem is not that people need more energy.
“Motivation can become expensive infrastructure.”
The article also introduces another part of the framework: the Adaptation Budget. Organizations are constantly told to transform faster. But every transformation consumes capacity. Change the technology stack, management structure, incentives, market and headcount simultaneously, and these are no longer five independent transformations. They begin changing the operating conditions of one another.
“Adaptation has a budget.”
This leads to a different definition of resilience. Not endless endurance. Not the ability to absorb another transformation indefinitely. A mature system knows what it can change now, what must wait, and what needs to remain stable.
And good decision architecture should eventually require less intervention, not more. If a consultant, coach or methodology must remain permanently present for the system to function, they may have created another dependency rather than solved one.
Read — Anti-Coaching: When the System Is the Problem: nycritics.com/anti-coaching-…
This is only one facet of the Anti-Coaching methodology. The complete methodology is available through private training — DM me.
Its foundations are also planned to appear in book form next year — assuming another Russian Shahed doesn’t fly into my building before I finish it.
The point is not to remove human responsibility from the equation.
It is to stop demanding that humans compensate indefinitely for systems nobody is willing to examine.
Sometimes the person is the problem.
Sometimes the person is the diagnostic interface.
—
#AntiCoaching #SystemsThinking #DecisionMaking #Leadership #OrganizationalDesign #DecisionArchitecture #Resilience
Lexx Che retweeted
Lesya Ukrainka: Chronic Illness, Writing and The Forest Song - How #LesyaUkrainka wrote The Forest Song while living with #tuberculosis and variable capacity, and how her 1911 drama became the animated film #Mavka during war - disabled-world.com/disabilit…
After Google AI Mode prescribed global domination, I submitted the material for a second opinion.
I fed Grok almost all my published articles and the outlets carrying them, directly in X, using Expert mode. In my experience, it usually arrives with demolition equipment. That was the point.
The verdict: 8.5/10 for language and density, 9/10 for systems perspective, 8/10 for differentiation from hype, and 7.5/10 for journalistic craft within the format. Approximately 8.2/10 overall.
It identified the architecture running through the work: AI, culture and institutions examined through constraints, dependencies and control. Different subjects; a consistent analytical method.
The scores and conclusion are in the screenshot. Different machines reached similar conclusions in different language. Human assessments are still ahead—the articles haven’t even properly made their way into the search index yet ;)
#AI #Grok #Gonzo #SystemsThinking #MediaAnalysis #IndependentJournalism #LexxChe
Google AI Mode has diagnosed me with an “anomaly” and prescribed global domination.
Somewhere, the devil just put down his drink and asked who approved this shit.
I only started publishing a month ago. Now the machine is drawing up invasion plans.
21 articles. 5 countries. 4 works indexed in EBSCO. Apparently, that’s enough for Google to start dividing up the planet.
I’ll take the anomaly. Global domination will have to wait. Nobody’s explained who pays for the fucking maintenance.
Let’s see how deep the rabbit holes go ;)
#AI #Google #AIMode #Journalism #SystemsThinking #KnowledgeGraph #LexxChe #Gonzo
30 Days. 20 Articles. 7 Media Outlets. 5 Countries.
Exactly one month ago, International Policy Digest published The Cost of Waiting for Better Information — an analytical article built through the methodology behind my Anti-Coaching work.
Then the graph expanded: AI, systems thinking, decision-making, Hawking, Beethoven, Giger, Kubrick, identity and culture. Different subjects, one method: I look for the system behind the visible object — constraints, architecture, decisions, consequences.
As I wrote earlier, Muck Rack discovered me independently, created my profile and began pulling publications into it. I found it by accident. Its media database is continuously verified by an editorial team and used by Google, The New York Times, BBC, Pfizer, UNICEF, Visa, Spotify, Verizon, PepsiCo and FedEx. I later claimed the profile and passed verification.
After exactly one month: 20 articles in 7 media outlets across the Netherlands, United States, Pakistan, Chile and Canada.
Four completely different articles have also entered EBSCOhost. This is another layer. EBSCO Industries dates to 1944; today EBSCO delivers research content and discovery technologies to 79,000+ institutions in 150+ countries — universities, libraries, healthcare, corporations and government. An author cannot simply create an account and upload work to EBSCOhost; content enters through publications and research databases. For an independent author, four different works appearing there in one month is evidence that the work has crossed from media into academic and professional research infrastructure.
Google’s AI Mode described the result more aggressively than I would: “a masterclass in extreme intellectual productivity” and “he has taken it by storm.”
There was no storm. There was machinery.
In one month I analyzed roughly 1,000 media outlets. Add writing, editing, adapting submissions and communicating with editors. What looks fast from outside is usually a system running at full load.
Media is not new territory for me. For several years I owned and served as editor-in-chief of a Russian-language media group that reached ~1M visits per month at its peak. Details are in Experience and Projects.
A month ago, I had no Muck Rack profile and no international publication graph. Today: 20 articles, 7 media outlets, 5 countries, 4 works in EBSCOhost.
The point is not the speed. The same architecture works in a different language, market and media environment.
All articles are in Publications. There are also almost 15 years of links to my companies, startups and premium websites published in professional magazines.
Muck Rack: muckrack.com/lexx_che
If you need a media strategy with full support — DM me.
I’m also open to ongoing paid collaboration with media. If you need something more substantial than one-day hype and cotton candy — DM me. ;)
#MediaStrategy #Journalism #SystemsThinking #AI #DecisionMaking #EditorialStrategy #Research #LexxChe
Lexx Che retweeted
Vincent van Gogh: What Reproduction Cannot Preserve disabled-world.com/disabilit…
Lexx Che retweeted
FIVE YEARS LATER, THE SYSTEM STILL WORKS.
Grantit is a Hong Kong fintech founded in 2017, focused on digital lending infrastructure, onboarding and mobile-first financial services. By August 2021, the company reported 22,000+ customers and HK$370M in cumulative loan requests, while its growth and rebranding were already being covered by international fintech media.
When Grantit came to Deep Digital Co, the product was already live and had a real user base, but the company was still at the startup stage. The next phase required more than a collection of graphics. It needed a visual system capable of working across the product, onboarding, website, marketing, presentations and motion without fragmenting into separate styles.
At Deep Digital Co, we built that system.
We developed a complete visual language around the new brand narrative: custom 2D and 3D iconography, characters, onboarding scenes, motion graphics, storytelling sequences and a modular environment based on consistent geometry, colour, lighting and movement. The same logic connected product interfaces, communication materials and brand expression into one scalable system.
The work was deployed across Grantit’s website, application, onboarding flows and supporting communications. The project later received a Behance editorial feature in the 3D Animation category.
Five years later, the award is no longer the most interesting part.
In 2026, our visual language is still being used across Grantit’s official website and application. The same system we created when the company had 22,000+ customers now operates inside a live product serving 100,000+ users.
22,000+ → 100,000+.
The product scaled. The visual system scaled with it.
That is the difference between producing assets and building infrastructure.
Grantit — 3D Visual Systems & Motion Design: behance.net/gallery/11781261…
If your company needs more than a redesign, DM us. Deep Digital Co develops scalable visual systems, complete branding and digital ecosystems, product architecture, UX, onboarding, digital platforms, motion and communication systems designed to work as one structure.
#Fintech #DigitalTransformation #Branding #ProductDesign #UXDesign #MotionDesign #CreativeDirection #DigitalStrategy
Understanding intricate connections lets you build even more intricate ones. Each conversation with the machines exposes another passage; each publication gives it an entrance. The longer the experiment runs, the larger the labyrinth becomes—and the deeper the rabbit holes go.
Your architecture takes the shape of a personal digital cognitive fingerprint. Across rooms holding different entity graphs, the machines trace connections and assemble coherent interpretations. The passages multiply, carrying the imprint of the mind that laid out the structure.
You publish a text. The machines return an entire network of consequences.
#AI #ArtificialIntelligence #LinguisticProgramming #BigData #KnowledgeGraphs #LLM #SemanticGraphs





















