AI & Automation
Stop Writing Specs for AI Agents. Write Loss Functions.
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.
Jun 11, 2026
AI & Automation
How AI transforms workflows, practical automation patterns, and lessons from building AI-first products.
23 posts
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
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
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. Thousands of servers exist. By one developer's account, fewer than 5% are monetized. This is the solo founder opportunity of the year.
Mar 29, 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
AI & Automation
The $0 Salary Team: How Agents Became the Best Hire of 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.
Mar 13, 2026