A viral thread promises Stanford's STORM research method in four prompts with no setup. It quietly deletes the one thing that makes STORM research instead of confident guessing — retrieval. Here's why grounding is the whole point, and how we keep it.
Elvis Sun's loss-function development reframes long agent loops: optimize toward a target, not a spec. We mapped it onto our content pipeline. Here's what we found.
Project Glasswing found 10,000+ severe bugs with AI. Small SaaS teams need shorter patch loops, cleaner dependency inventory, and agent audit trails.
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.
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.
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.
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.
