Insights and updates from the Dimantika team on AI video creation, open-source compliance, and product development.
AI made first drafts cheap. It did not make finished work cheap. For many small teams, the real cost moved into review loops, cleanup, and coordination.
Over 19,500 MCP servers exist today. Most of them are commodities. Here's the specific approach that lets solo founders carve out a defensible slice of this growing market.
Every quarter brings a new SOTA AI video model. Every quarter, teams obsessing over model comparisons fall further behind. Here's why the pipeline wins.
71% of organizations report using AI agents. Only 11% have reached production. The gap has nothing to do with the model.
MCP crossed 97 million monthly SDK downloads in March 2026. Over 11,000 servers exist. Less than 5% are monetized. This is the solo founder opportunity of the year.
Lock down SSH on your Hetzner VPS with Tailscale and restrict port 443 to Cloudflare IPs only. Our exact production ufw setup — no public SSH port, no direct origin access.
80% of organizations reported risky AI agent behaviors in 2026. Here's the five-layer kill switch architecture—global hard stop, session pause, scoped blocks, spend governors, and sandbox rollback—that any solo founder can implement before shipping.
64% of organizations report active AI use in operations. Here's why small teams should start with measurable workflows before betting on full autonomy in 2026.
AI agents in 2026 aren't just chatbots. They're persistent, goal-oriented systems handling ops, research, support, and content workflows—helping solo builders and small SaaS teams do more without adding headcount.
Many founders who vibe code hit the same wall after the initial MVP sprint. Here's the habit system that stops AI-generated SaaS code from collapsing under real users.
Cursor, Claude Code, and OpenAI Codex are battling to become the default AI coding agent. Here's what each tool actually does differently and how to pick the right one.
Wire an AI coding agent to Sentry and it reads unresolved errors every morning, proposes fixes via PRs, and slows down your quota burn — automatically.