Metsä Advisor: Finnish Forest Intelligence on Three Open APIs

Metsä Advisor: Finnish Forest Intelligence on Three Open APIs The Problem Finland has about 344,000 private forest holders. Most own forest as a secondary asset, not a full-time profession. They all ask the same two questions periodically: what’s actually on my property, and what is it worth right now? The data exists. Three Finnish government agencies publish it under CC BY 4.0: Maanmittauslaitos — cadastral boundaries via OGC API Features Metsäkeskus — forest stand inventory via WFS Luke — regional stumpage prices via PxWeb The problem is the plumbing. Three protocols, three data shapes, schemas that assume you already know what you’re looking at. Metsä Advisor is an agent that does the assembly. ...

April 21, 2026 · 7 min · Aleksandr Likhachev

Pulse: Reddit Community Discovery Agent

Pulse: Reddit Community Discovery Agent The Problem Every business wants to be where their customers are. On Reddit, that means finding the right subreddits, the right threads, and writing replies that don’t get downvoted into oblivion. Doing this manually takes hours — scanning dozens of communities, reading thread context, crafting replies that actually add value. Pulse does this automatically. What It Does Enter your website URL and email. The agent takes over: ...

April 14, 2026 · 3 min · Aleksandr Likhachev

Garden Agent: Autonomous Monitoring for Your Garden

Garden Agent: Autonomous Monitoring for Your Garden The Problem Gardening in Nordic conditions means short growing seasons and fast-changing weather. A late frost can kill transplants overnight. A dry spell needs watering before the soil dries out completely. By the time you check the forecast manually, it’s often too late. Garden Agent watches conditions continuously and alerts you before problems happen. What It Does The agent runs autonomously on a schedule. It checks: ...

March 15, 2026 · 2 min · Aleksandr Likhachev