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We build the core logic your AI project needs. From custom agents to workflow automation, we help businesses leverage AI to scale faster.

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Writing

Blog

Insights, tutorials and deep dives on AI agents, automation and product engineering.

July 30, 2026 Β· Business Β· 7 min read

Nvidia's Open Secure AI Alliance: Why 40 Companies Just Bet on Open-Source Defense

Nvidia has rallied nearly 40 tech giants β€” from Microsoft and IBM to SpaceX and Hugging Face β€” behind the Open Secure AI Alliance, a coalition building open-source tools to defend against AI-powered cyberattacks. Here's what it means, who's in, and the one name conspicuously missing.

By Daniel Nikulshyn

July 27, 2026 Β· Security Β· 5 min read

That "Share" Button Is a Data Leak Waiting to Happen

The Claude chats showing up in search results aren't a Claude problem. They're the web working exactly as designed β€” and most people building on it still don't get that.

By Daniel Nikulshyn

July 19, 2026 Β· Team Culture Β· 10 min read

Weeks 6–8: The wind-down we planned became the practice we kept

Week 6 was supposed to be the close β€” exit interviews, a playbook, a quiet wind-down. The exit interviews said the quiet part out loud and the energy score told us why. So instead of ending it, we made the game a standing practice: a recurring room whose only job is to put the technical people together with no ticket attached.

By Daniel Nikulshyn

More reading

13 posts

June 5, 2026 Β· Automation Β· 5 min read

How Small Teams Can Scale Faster With AI Tools

By Denys Hrynyk

May 27, 2026 Β· AI Engineering Β· 4 min read

No-Code + AI: Why This Combination Is Growing So Fast

No-code combined with AI is fundamentally changing how software is built, allowing founders and creators to turn ideas into working products faster than ever before.

By Yurii Kulakovskyi

May 26, 2026 Β· AI Engineering Β· 5 min read

Common Mistakes Companies Make When Implementing AI

Most AI projects fail not because of technology, but because of strategy, data, and people. Here are six common mistakes companies make when adopting AI β€” and how to avoid them.

By Oleh Kobrynovych

May 26, 2026 Β· AI Engineering Β· 2 min read

The Future of Work: How AI Is Changing Team Productivity

AI is no longer a future trend β€” it's a practical tool helping teams automate repetitive tasks and focus on higher-value work.

By Ihor Soloviov

May 21, 2026 Β· Team Culture Β· 3 min read

Vyshyvanka β€” The Code of the Ukrainian Nation Through Centuries

A look into the history, symbolism, and cultural importance of the Ukrainian vyshyvanka β€” a timeless national symbol.

By Anastasiia Nikulshyna

May 14, 2026 Β· AI Engineering Β· 8 min read

We turned eleven checklists into Claude Skills. Six survived.

Three weeks ago we converted every internal checklist we run more than once a month into a Claude Skill. Eleven went in. Six are still active, two got deprecated, three never shipped. Here's what we kept, what we killed, and the three-question filter we wish we'd used on day one.

By Anderson da SIlva

May 14, 2026 Β· Team Culture Β· 7 min read

Week 5: The retrospective build caught what the post-mortem missed

Two more experiments delivered. The retrospective build caught the architectural decision the written post-mortem missed; the "explain it to me" challenge worked on three of five attempts, and the two that failed were the bigger lesson. Plus the second precondition for replicability we didn't see coming: a team willing to publish its own seams.

By Daniel Nikulshyn

May 8, 2026 Β· Team Culture Β· 6 min read

Week 3–4: When Other Teams Joined the Server

Two weeks, two experiments. Design and PM joined for a cross-role night that reshaped how we talk about UX, and a structured build challenge inside Minecraft surfaced architecture issues no sprint review ever did. Plus the harder question we're now sitting with: is any of this replicable?

By Daniel Nikulshyn

May 8, 2026 Β· Automation Β· 2 min read

How I Wrote a Database Coursework in One Evening Using Claude

I completed a full database coursework in just one evening using Claude - not by outsourcing the work, but by accelerating every step of the process. This is a story about how AI shifts your role from writing everything manually to effectively orchestrating the outcome.

By Yurii Kulakovskyi

April 22, 2026 Β· Security Β· 4 min read

Your Laptop's AI Bodyguard: How Artificial Intelligence Is Redefining Virus Protection

What if your laptop had an AI living inside it, silently watching every process, file, and network request β€” stopping threats before they even become threats? The future of antivirus isn't signatures. It's intelligence.

By Anderson da SIlva

April 19, 2026 Β· Team Culture Β· 2 min read

Week 2: When the Game Started Shaping the Roadmap

What happens when a Minecraft server stops being just an after-hours hangout and quietly becomes part of how your team thinks? Here's week two of our Game-Test experiment.

By Daniel Nikulshyn

April 3, 2026 Β· Team Culture Β· 2 min read

Week 1: How Minecraft Is Transforming Team Communication at WNC

We gave our developers a shared Minecraft server to unwind after work β€” and it accidentally became our most productive idea space. Here's what happened in week one of our Game-Test experiment.

By Daniel Nikulshyn

March 26, 2026 Β· AI Engineering Β· 1 min read

What is RAG and Why Your Business Needs It in 2026

RAG (Retrieval-Augmented Generation) lets AI answer questions using your own data β€” not just general training. Learn how it works and why it's the most practical AI investment you can make right now.

By Daniel Nikulshyn