Insights

Engineering notes & opinions.

How we pick stacks, how we ship, and what we got wrong.

  1. 01

    Confidence-gated automation — how to be highly automated without making expensive mistakes

    Automation that fails confidently is worse than no automation, because nobody is checking. This is the engineering — confidence thresholds, eval gates, multi-source agreement, automatic gap-closing, and server-side authorization — that lets an LLM pipeline act on its own without quietly getting things wrong.

    Specmora
    Jun 20, 2026
  2. 02

    What white-hat GEO actually is — getting cited by AI answers, and what doesn't work

    A practical, research-backed guide to generative engine optimization — how to get quoted by ChatGPT, Perplexity, and AI Overviews instead of ranked, which content changes the GEO research actually measured, why server-side rendering is a precondition, and where the white-hat line sits.

    Specmora
    Jun 20, 2026
  3. 03

    Forward-deployed engineering for SMBs, and why AI makes it work

    Forward-deployed engineering puts an engineer inside your business to build the custom CRM, ERP, or internal system off-the-shelf software can't, fast enough to be affordable. Here's what FDE is, the gap it fills between SaaS and outsourcing, and why AI changed the economics.

    Specmora
    Jun 20, 2026
  4. 04

    Why AI search can't read your SPA (GPTBot, ClaudeBot, and the JavaScript problem)

    AI crawlers like GPTBot, ClaudeBot, and PerplexityBot mostly don't execute JavaScript, so a client-rendered SPA looks like a blank shell to them. Here is how to test your own site in two minutes, why server-side rendering or static HTML is the fix, and what it takes to get cited once the page is readable.

    Specmora
    Jun 20, 2026