Practical articles about automation and AI implementation for small and mid-sized companies.
14 articles
Someone just paid €2.1M on the bet that most integration glue — REST, wrappers, middleware — should not exist. Runtime bridging from Warsaw's Graftcode. Why it matters for agentic AI.
Jensen Huang featured Bielik at NVIDIA GTC. The open Polish LLM with a Polish-optimised tokenizer is smaller, faster, and cheaper per Polish sentence than generic global APIs. How to try it in your company.
Anthropic shipped official documentation for five multi-agent coordination patterns. Why that beats YouTube for agentic coding, how Claude Code maps to orchestrator–subagent, and what we are measuring at REL8.
Meta's Muse Spark signals a serious return to the frontier race. We break down what is actually new, what the benchmark and safety signals mean, and why buyers may benefit while the market is still moving.
Tiiny AI Pocket Lab promises local AI without cloud APIs or token fees. We break down what such a setup is realistically good for in a company.
Anthropic accidentally exposed the source code of Claude Code through an npm packaging mistake. Here is what the leak revealed about tooling, memory architecture, and product strategy.
Jack Dorsey argued that companies are moving from management hierarchy toward an intelligence layer. Here is what that means for a growing business.
Practical migration from ESLint + Prettier to Biome: commands, biome.json, CI with biome ci, and real speedups including dramatically faster lint in large repos.
We tested Paperclip AI and OpenClaw for real work. Agents burn tokens fast while shipping little customer value — why we do not recommend them to SMBs without a dev team.
Use the UI UX Pro Max Skill as a decision engine: baseline design system, layered audits, P0/P1/P2 backlog, and rollout waves without design chaos.
A file-based multi-agent pipeline — RESEARCH, WRITER, SEO, FRONTEND coordinated by MASTER — that cut manual publishing from hours to minutes per article.
A practical guide for small businesses that want to use a chatbot without hurting customer experience or wasting time on the wrong setup.
A practical guide to using AI in sales without replacing people - from lead qualification and follow-ups to proposal drafting and CRM hygiene.
Poland is slower than many peers at adopting AI in SMBs. Here is how to start without a huge budget or an IT department — a concrete plan for this week.