2026

AGENTIC SOFTWARE ARCHITECT

→ AI-NATIVE SYSTEMS

The Agentic
Civilization
Is Being Built.

Jakub Bares — AI Software Designer & Architect

Building agentic systems for companies that refuse to wait. 20+ products in market.

BOOK A MEETING

JAKUBBARES.COM SCROLL ↓

SECTION_01 // THE ARCHITECT

AGENTIC
ARCHITECTURE.

Most software is a tool. You click it. It responds.

Agentic software is different. It reasons. It decides. It acts — on your behalf, at scale, without you in the loop. Designing that requires a different discipline.

Who has authority over what? Where does the agent stop and the human begin? What happens when the model is wrong? How does the system compound without compounding errors?

These are the questions I answer before a single line of code is written.

WHAT I DESIGN

◈

Goal Architecture

The structures that make agents purposeful — not just responsive.

◈

Trust Boundaries

Where agents act autonomously. Where humans must decide.

◈

Evaluation Loops

The feedback mechanisms that make agentic systems improve over time.

◈

Integration Layers

Clean connections to what you already have — no black boxes.

Then I build. 15 products shipped. In market. Running now.

SECTION_02 // METAMATICS.VENTURES

Metamatics

Metamatics Ventures

Intelligence Infrastructure for Europe.

A European venture builder studio pioneering Software 3.0 applications — AI-native platforms built around the intelligent capabilities of large language models. We don't build features. We build intelligence infrastructure: the operating layer that transforms how industries think, decide, and act.

Partner-led model. We co-build with visionary operators who have domain expertise and existing customers — not founders with ideas.

Digitize the analog giants. Europe's €10M–€500M established businesses are the biggest untapped AI opportunity. We build with them, not for them.

Systems over point solutions. Think AWS for intelligence — shared infrastructure, vertical expansion, data moats that compound.

20+

Ventures
Launched

6

Verticals
Covered

5

In Active
Deployment

1

Autonomous
OS in Build

Core Thesis

The biggest opportunity in Software 3.0 is not building for digital-native companies. It's digitizing the analog giants.

Thousands of established European businesses have existing customer bases, proven operations, and domain expertise — but no intelligence infrastructure layer. We build that layer with them. 80% shared platform, 20% vertical-specific. Every deployment creates a data moat.

C

SECTION_03 // COMPLEXITY.DEV

Complexity

The Ownership Operating System for Agentic Companies

The biggest waste in corporations
is not that people work slowly.
It's that people work on the wrong things.

Complexity gives every person in your company agents that help them ask: "What is the highest-value thing I can improve from my position?" Then agents execute the work. Humans make the judgment calls. Everything links to KPIs. Every improvement is attributed and measured.

Not a productivity tool. An ownership amplification system. Powered by Kybernetist.

complexity.dev · Coming 2026

THE SIX LAYERS

01 · Responsibility

Who owns what, and why it matters. The map of accountability across your company.

02 · Objectives

KPIs that define success. Every agent action links to a measurable outcome.

03 · Signals

What the company is telling you, interpreted. Structured intelligence flow between departments.

04 · Opportunities

Ranked list of what's worth doing next. Not tasks. Value opportunities, scored.

05 · Execution

Agents that do the work. Research, analysis, drafting, coding, automation, coordination.

06 · Attribution

Who created value and how much. The ledger that makes invisible contribution visible.

SECTION_04 // HYPERTHESIS.IO

Hyperthesis

RESEARCH
YOU CAN
DEFEND.

Between 3% and 13% of citations produced by leading AI research tools do not exist. They are invented — fluently, confidently, incorrectly.

If you've published AI-assisted research, some of your citations are probably wrong. You probably don't know which ones.

Hyperthesis solves this. Every citation verified live against 50B+ sources. Not cached. Not approximated. Verified.

→ hyperthesis.io · FROM $10 · CREDIT-BASED

FOUR RESEARCH MODES

01

Decompose & Source

Systematic multi-agent exploration. 2,000–5,000 word structured reports.

02

Claim Verification

Test a specific assertion with live evidence chains and source quality scoring.

03

Problem–Solution Tracking

Living registry of problems and solutions across sessions.

04

Competitive Intelligence

Structured competitor analysis with entity graph and source attribution.

Built for strategy consultants, investigative journalists, academic researchers, and anyone whose reputation depends on accuracy.

SECTION_05 // KYBERNETIST.COM

Kybernetist

POWER
AND
SAFETY.

The most powerful agents in the world are running right now. Most companies can't use them — not because they lack access, but because they lack architecture.

Connecting Claude or NeMo to your existing software without breaking security, without losing audit trails, without turning your infrastructure into a black box requires an operating layer.

Kybernetist is that layer. Power and safety are not a trade-off. They are both requirements. Kybernetist enforces both.

→ kybernetist.com

THE ARCHITECTURE

◈

Integration

Plug into any software stack via clean connectors. No vendor lock-in.

◈

Execution

Run OpenClaw, NeMo, or Claude — the most powerful available models.

◈

Governance

Permission boundaries, human-in-the-loop gates, decision authority by role.

◈

Observability

Every agent action visible and traceable. Full audit trail. Zero black boxes.

◈

Safety

Sandboxed execution, rollback capability, anomaly detection on all agent runs.

SECTION_06 // THE PORTFOLIO

20+ ventures across 6 verticals. AI-native from day one.

AI & Automation

Complexity

Autonomous company OS — AI runs entire departments

Omnitalk

AI voice agents at 300+ calls/hour, zero humans

Forecast

Reverse-reasoning strategic financial planner

Hyperthesis

Deep research intelligence platform

Career Advisor

AI career coaching, AWS + Azure OpenAI deployed

Coderule

Cursor IDE log → personalized coding coaching

Civic Tech & Democracy

Demodoxa

AI-moderated civic discussion — quality over volume

Holoprism

Palantir-style intelligence for the Czech state

Governize

Compliance platform — live at app.governize.io

Persuasive

Principle-to-policy civic reasoning engine

ENSI

European strategic intelligence coordination framework

Education & Learning

Aether University

University built on complexity integration, not specialization

Philosophy Strategist

Philosophy of power, wisdom, and systems thinking

Axioms

Rethinking mathematical education from first principles

Artificial Scientist

Fully autonomous end-to-end scientific research agent

Investment & Finance

Metamatics Fund

LLM-driven quant fund — 500-metric catalog, 104 markets

Forecast

Strategic backcasting + scenario planning engine

AI Safety Research

50+ startup opportunities mapped in AI safety space

Social & Community

Emerge

Dating via engineered group dynamics — social hierarchy emergence

audhd

Czech neurodivergence platform — ADHD & Autism

CzechFounders

Czech tech founder network and community

Knowledge Tools

Polyedit

Document as living system — fork, diverge, synthesize

Lumethist

Long-form research synthesis and knowledge architecture

Manifesto

32 documented agent-driven civilization use cases

Consorcium

Collective intelligence and decision coordination

20+

SECTION_07 // FULL SERVICES

What I Build. What I Offer.

Every engagement starts with a conversation. No retainers until we both know it's right.

◯

Venture Building

I build AI-native companies from the ground up. From thesis to architecture to production deployment. The Metamatics model.

AI-native platform design

MVP to production in weeks

Agent architecture & orchestration

Equity-based co-founding

+ BUILD TOGETHER

◈

Complexity Platform

Deploy the Complexity Ownership OS inside your company. Every team gets agents. Every improvement links to KPIs. You direct strategy.

Responsibility mapping & KPI setup

Agent workflow design

Integration with your stack

Attribution & value ledger

+ DEPLOY COMPLEXITY

→

Agentic Product Design

I design the system before it's built: goal architecture, trust boundaries, agent workflows, evaluation loops, integration layers.

Architecture document

Technical spec

Working prototype

4–12 week engagement

+ DESIGN CONVERSATION

⚡

Embedded Architect

For teams already building who need a senior agentic architect in the room. I join the build, review decisions, close gaps.

System reviews & audits

Architecture decisions

Agent workflow optimization

Ongoing · min. 2 months

+ EMBED WITH US

◯

AI Strategy Advisory

C-suite advisory on agentic transformation, AI governance, and organization design. What to build, what to stop, how to govern.

Agentic transformation roadmap

AI governance framework

AI-native org design

Board & investor comms

+ ADVISORY CONVERSATION

◈

Speaking & Keynotes

High-impact keynotes on agentic software architecture, the ownership OS, and building AI-native companies at the frontier.

Conferences & summits

Company off-sites

Investor & board events

University lectures

+ BOOK A KEYNOTE

SECTION_08 // TRAINING & COACHING

EXECUTIVE
DEVELOPMENT.

You don't need another AI course. You need someone who has actually built the thing — and can translate the frontier into decisions you can make on Monday morning.

I train founders, executives, and operators to think in systems, act at the frontier, and build organizations that survive a speciation event.

Not theory. 20+ ventures of pattern recognition.

"The builder's advantage is not that they know more. It's that they've failed fast enough to know what's true."

01

1:1 Executive Coaching

1-ON-1

Deep, ongoing coaching for founders and senior executives. Designed around your specific context — strategy, people, product, and the existential questions you can't ask your board.

FORTNIGHTLY SESSIONS STRATEGIC CLARITY AUDIO-INFORMED FULL CONFIDENTIALITY

02

Corporate AI Literacy Program

CORPORATE

Full-day or multi-day intensive for leadership teams. Takes executives from "we should probably do something with AI" to a clear internal mental model and a decision framework they own.

TEAM WORKSHOPS AGENTIC MINDSET CUSTOM CURRICULUM ACTION PLANS

03

Builder Mentoring Cohort

GROUP

A small cohort (6–10) of founders and operators building in the agentic era. Monthly sessions, shared accountability, frontier frameworks. For builders who want to go fast together.

CURATED COHORT MONTHLY SESSIONS PEER LEARNING LIVE APPLICATION

04

Keynote & Conference Speaking

KEYNOTE

High-impact keynotes on the agentic civilization, speciation event, neurodivergent leadership, and the builder's thesis. For conferences, company off-sites, and investor events.

SECTION_09 // REACH

If you need something built, Let's talk.

hello@jakubbares.com BOOK A MEETING

BUILD.

MANIFESTO

SECTION_10 // THE MANIFESTO

Agent-Driven
Civilization
Manifesto

agent-driven.org →

I.

The agentic era is not a feature update. It is a civilizational phase transition. Most people are not ready for this sentence to be literal.

II.

The builders who ship will write the rules. The rest will follow them. There is no middle ground in a speciation event.

III.

Neurodivergent minds were built for this moment. Pattern recognition at scale is not a disability. It is a design specification.

IV.

An agent that works while you sleep is not a product. It is a civilization primitive. Build with primitives, not with features.

V.

Power without virtue creates monsters. The civilization builders carry both. Agency without ethics is just automation with better excuses.

VI.

The companies that survive will stop hiring humans to do what agents can do — and start hiring humans to do what agents cannot. Start today.

— Jakub Bares

agent-driven.org →

PHASE
SHIFT.

WRITE
THE RULES.

SPECIFICATION.

PRIMITIVE.

CANNOT.

The Agentic Civilization Is Being Built.

AGENTICARCHITECTURE.

RESEARCHYOU CANDEFEND.

POWERANDSAFETY.