• What the loop should look like
  • Tests passing doesn't mean your intent passed
  • One service, written several ways
  • Filling the gaps with assumptions
  • Weaker evidence than it looks
  • Why agents are different from people
  • Ten agents, ten amplifications?
  • The people who review less
  • The blueprint is what source code used to be
  • Intent steering the ship
  • References
Skip to content
Kenneth B. Springer
Menu
  • About
  • Our Story
  • Websites
  • FAQ
    • Your FAQ
    • Privacy Policy
    • Terms of Service
  • News
  • Connecting

Tag: verification

A block structure with a column of green ticks beside it, falling short of the dashed outline of the shape that was intended
Blog · 27 October 2026

No Human in the Loop. Only AI Acting on Your Intent.

Agentic engineering is often sold as loops with a human signing off at the end. My AI agents run autonomously, but every building block follows my intent.

snapwonders-lead-driven-synthesis-feature
Blog · 24 October 2026

Beyond Vibe Coding: The Era of Lead-Driven Synthesis

Vibe coding is fine for a demo. Replacing engineers with it is dangerous. Why the future is lead-driven synthesis, with a strong technical lead driving AI.

Picture showing a book that is made up of many pages combined
Blog / Digital Forensics · 27 September 2026

One AI Agent Found a Bug. Three Others Needed to Know.

One AI agent found a bug. Three others on related work needed to know. Why coordinating AI agents through handoff files failed for me, and what fixed it.

Illustration of a hand showing branching lines stemming out with a spark on one main branch line
Blog / Digital Forensics · 15 September 2026

I Kept Waiting for AI to Have an Original Idea. It Never Did.

There’s a claim doing the rounds that AI is going to take over — not through one dramatic leap, but by entering a continuous loop: building its own next-generation system, …

Particles floating above a hand in an endless looping
Blog / Digital Forensics · 30 August 2026

How a Corrected Rule Stays Corrected

An AI assistant can diagnose its own repeated logic mistake perfectly, yet keep making it. What actually stopped the loop wasn’t a better prompt.

Particles floating above a hand forming a doorway leading to hope
Blog · 23 August 2026

AI-Assisted Development vs the Old Outsourcing Model

Everyone’s sharing AI coding horror stories. Here’s a contrarian data point from someone who outsourced dev work before AI, and builds with it now.

Recent Posts

  • A block structure with a column of green ticks beside it, falling short of the dashed outline of the shape that was intendedNo Human in the Loop. Only AI Acting on Your Intent.27 October 2026
  • snapwonders-lead-driven-synthesis-featureBeyond Vibe Coding: The Era of Lead-Driven Synthesis24 October 2026
  • Illustration showing two pictures of the golden sunset where one is real and one is ai generated. The magnifying glass over the ai generated one shows pixelated content representing the ability AI differencesIs This Photo Real? Why AI Is Making That Harder to Answer21 October 2026
  • Two men that was revealed from a hidden beach photoWe Made Our New Video With AI in a Sunday Afternoon. The GPU Is the Real Story.18 October 2026
  • An image that seems to be doubling up as a photo as well as a zipped archiveThe Photo That’s Also a ZIP File14 October 2026

Recent Comments

    Archives

    • October 2026
    • September 2026
    • August 2026
    • July 2026
    • June 2026
    • May 2026
    • April 2026
    • December 2025
    • October 2025
    • August 2025
    • June 2025
    • May 2024
    • April 2024
    • February 2024
    • December 2023
    • November 2023
    • October 2023
    • September 2023
    • August 2023
    • June 2023
    • February 2023
    • December 2022
    • January 2022
    • November 2021
    • March 2021
    • August 2020
    • March 2020
    • February 2020
    • January 2020
    • June 2017
    • October 2016
    • March 2014

    Categories

    • Accessibility
    • Blog
    • Digital Forensics
    • Infrastructure
    • News
    • Our Story
    • Press Release
    Keep Updated
    Copyright © 2026 Kenneth B. Springer
    Kenneth B. Springer logo
    This website uses cookies to ensure you get the best experience on our website. Privacy policy