Recent Entries

  • by Justin Roy Sep 29
    Spreadsheets are brilliant, right up until they aren't. One dragged formula, one hidden row, one copy-paste slip, and someone gets underpaid. If you're still running payroll manually, you're exposed to costly payroll mistakes that automation can prevent. Here's a quick self-check. Do you: Re-ent...
  • by Justin Roy Sep 24
    Startups often treat security as something to address once they have a dedicated security hire, but by the time that happens, security debt has usually accumulated across the codebase, infrastructure, and third-party integrations. DevSecOps, folding security checks into the development pipeline inst...
  • by Justin Roy Sep 15
    SaaS design in 2026 is being reshaped by one central shift: products are no longer designed purely for humans clicking through screens — they're increasingly designed for a mix of human interaction and AI-assisted workflows. That shift, alongside a few longer-running trends, is changing what "...
  • by Justin Roy Aug 25
    Generative outputs are probabilistic, which means the same prompt can produce different answers on different runs, and a small percentage of those answers can be wrong, off-brand, or unsafe. Production LLM apps need guardrails that catch these cases before they reach a user: input sanitization, outp...
  • by Justin Roy Aug 21
    Most security research probes a system from the outside. A newer, stranger technique starts by asking the AI questions about itself and letting its own answers do the reconnaissance. This is meta-hacking: repeatedly asking an AI assistant why an action is restricted, where each response reveals ano...
  • by Justin Roy Aug 18
    Building a SaaS product has always required careful budgeting, but adding real AI capability introduces new cost variables that many founders underestimate, inference costs, data infrastructure, model selection, and ongoing tuning. In 2026, a functional AI-powered SaaS MVP typically runs anywhere fr...