• 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
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Month: October 2026

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.

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 differences
Blog / Digital Forensics · 21 October 2026

Is This Photo Real? Why AI Is Making That Harder to Answer

Can you still spot an AI photo by eye? Why detection is getting harder, what it costs to build a generator, and the checks that still work.

Two men that was revealed from a hidden beach photo
Accessibility / Blog · 18 October 2026

We Made Our New Video With AI in a Sunday Afternoon. The GPU Is the Real Story.

One modern AI GPU made our 17-second commercial in about five hours for under A$10. What it took, what went wrong, and how an office desktop compares.

An image that seems to be doubling up as a photo as well as a zipped archive
Blog / Digital Forensics · 14 October 2026

The Photo That’s Also a ZIP File

A JPEG ends at two bytes, FF D9. Anything after that is invisible to image viewers. How a photo becomes a ZIP file too, and what it means.

Imaging showing fingerprint lines leading to the mobile phone
Blog / Digital Forensics · 3 October 2026

Tracking vs Fingerprinting: Two Ways Your Photos Can Point Back to You

A serial number is tracking. Your firmware, colour profile and time zone are a fingerprint. I tested what stripping metadata removes and what it leaves.

Recent Posts

  • AI agents running in a pyramid40+ AI Agents. One Dynamic Pyramid | AI Orchestration & Multi-Agent Systems14 November 2026
  • Image showing a seal stamped onto a digital photoHow AI-Generated Images Say “Made by AI”: Visible Marks, Watermarks and C2PA12 November 2026
  • Two slightly offset glowing grids over a blurred photograph, suggesting a picture saved twiceEvery Photo Remembers Being Saved: Double JPEG Compression Explained3 November 2026
  • 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

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