ŁѺ𝔚 Σ𐌍ŦȐΘℙΨ

Building order in intelligent systems.

【AI STRATEGY】『PRODUCT & DATA』〈ETHICAL GOVERNANCE〉

ŁѺ𝔚 Σ𐌍ŦȐΘℙΨ

Low Entropy Works explores how to reduce disorder in AI, products, and decision frameworks. The focus: clarity, ethical structure, and intelligence that behaves with intention.

What you'll find here:

  • ① Product & AI strategy that scales.
  • ② Responsible AI, governance and practical EU AI Act perspective.
  • ③ Real product case studies: decisions, trade-offs, impact.
  • ④ Applied data science and ML experiments.
  • ⑤ Data-informed product growth & experimentation.
  • ⑥ Frameworks for low-entropy decision making.
  • ⑦ Product execution & delivery leadership.
  • ⑧ Fractional product leadership.

A human behind:

Tatiana Bondarenko - technical Product Manager specialising in AI, data, and system clarity, building ethical, intelligent products.

Intersections:

Noise — Signal
Data — Meaning
Vision — Execution
Systems — People
Experimentation — Ethics
Velocity — Discipline

What I Do:

Product & Strategy
Create 0→1 products in AI, SaaS, and platform environments
Shape product vision and alignment
Design scalable AI-native systems
Compliance-aware product thinking (SOC2, ISO, EU AI Act)

Execution & Leadership
Lead cross-functional delivery
Drive growth through experimentation
Coordinate remote teams in complex environments

Technical & Data
Guide decisions with analytics
Hands-on with Python, SQL, Pandas, scikit-learn
Integrate APIs and design workflows
Collaborate on CI/CD, containerization, deployment

If you want to go deeper into the rabbit hole →

Now Exploring

Latest Work

Deep Dives

Recommended Signals

Curated papers, posts, and research worth exploring.

Source Topic Why it matters
⋮