AI & Automation
Project Glasswing: The Patch Window Is Dead
Project Glasswing found 10,000+ severe bugs with AI. Small SaaS teams need shorter patch loops, cleaner dependency inventory, and agent audit trails.
May 26, 2026
Articles by Dzmitry Vladyka (19)
Startup Ops
The 3 Moats That Survive Vibe-Coding
Anyone can vibe-code your app in an afternoon. Three moats still hold: distribution, network effects, and data partnerships. Here's which ones we're betting on.
May 18, 2026
AI & Automation
AI SEO Agents Need Proof, Not More Posts
AI SEO is becoming an evidence operation, not a bulk publishing contest. Google says generative AI can help with research and structure, but scaled pages without added user value may violate its scaled content abuse policy (Google Search Central, 2025). The takeaway for founders is direct: feed your agent proof. That means Search Console patterns, real customer examples, source context, and a standing list of refresh tasks.
May 15, 2026
AI & Automation
Google Remy Is the Agent Test for Founders
Google Remy shows personal AI agents are moving from chat to action. Here is what solo founders should audit before trusting one with real work.
May 8, 2026
AI & Automation
AI Rework Is the Hidden Cost of AI Speed
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.
Apr 10, 2026
Startup Ops
MCP Servers: Vertical Niches Solo Founders Should Build Now
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.
Apr 7, 2026
AI & Automation
Why Teams With Worse Models Beat Teams With Better Ones
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.
Apr 6, 2026
AI & Automation
The Reason 89% of AI Agents Never Ship Isn't the Model
71% of organizations report using AI agents. Only 11% have reached production. The gap has nothing to do with the model.
Apr 4, 2026
AI & Automation
Every Major SaaS Has MCP Now. You Should Sell One First.
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.
Mar 29, 2026
Engineering
Hetzner VPS Security: Close Port 22 with Tailscale + ufw
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.
Mar 24, 2026
AI & Automation
Build the Kill Switch Before Your AI Agent Ships
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.
Mar 21, 2026
AI & Automation
AI Agents in 2026: Start With Workflows First
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.
Mar 21, 2026