I build backend infrastructure for crypto products. Node.js, PostgreSQL, Redis, Telegram bots, wallet monitoring, DeFi alerts, Aave risk tools, VPS deployments. Currently open to short-term paid tasks. If you need reliable crypto/backend infra — DM me.

Building with AI means questioning every dependency. I’ve been experimenting with Hy-MT2, a local translation model, to explore whether a specialized small model can handle localization without relying on a cloud LLM for every request. The initial evaluation: → 28 test cases → 18 passed → 7 partially passed → 3 failed The biggest issue wasn’t fluency. It was semantic accuracy — some translations changed technical meaning or dropped important details. My takeaway: a smaller model can be useful for a specialized task, but only with proper evaluation and quality gates. Local AI isn’t just about running models on your own hardware. It’s about knowing where you can trust them. #LocalAI #LLM #AIEngineering #BuildInPublic

The bigger story isn’t the ~$10M TVL. It’s what happens next: capital moves toward deeper, more sustainable L2s. Watch Base, Arbitrum and Ethereum bridge flows. If you’re on Abstract, migrate early—not on Dec. 15. Where does the liquidity go?

🧠 A simple mental model for Graphs After solving a few graph problems, I realized you don't need to memorize dozens of algorithms. Think in layers: 1. Graph = vertices + edges graph[v] → where can I go from v? 2. DFS/BFS = traversal mechanisms DFS goes deep. BFS goes level by level. 3. The real task is what you track during traversal: visited[] → have I been here? component → which connected component? group[] → which partition? distance[] → how far from the start? parent[] → where did I come from? 4. Example: connected components 1 — 2 — 3 4 — 5 6 DFS + visited[] → {1,2,3}, {4,5}, {6}. 5. Example: bipartite graph A — B — A DFS + group[] → every edge must connect different groups. If we ever get: A — A → conflict → not bipartite. The key insight: DFS is not the solution itself. It's a way to traverse the graph. The data you maintain during traversal determines what problem you're solving.

Do you remember when you signed up for X? I do. #МояГодовщинаВX