Jack Murton Book a call

Own build The accumulating researcher

A reusable way to make AI a standing researcher: tiered sources, graded evidence, a knowledge base that grows instead of resetting.

Illustration: a doodled researcher sorting sources into Tier 1, 2 and 3, feeding a growing knowledge base, beside the line 'An AI researcher that never starts from zero.'
At a glance
Organisation
Own method
When
2026 – now
What it was
Own build · research system
Deliverable
Claude skill plus two live knowledge bases.

Tools

  • Claude Code skills
  • Markdown

The challenge

AI research that starts from zero every time, and can’t tell a strong source from a weak one.

What I did

  • Designed the method: source registers, topic notes, dossiers, synthesis
  • Ran it on AI automation for start-ups and SMEs
  • Ran it on modular water recycling for permaculture
  • Used it behind the confidential AI copilot

Outcomes

  • AI-ops domain: 243 sources, 87 of them Tier 1
  • Vetted, sourced claims ready for public use

Deliverable

Claude skill plus two live knowledge bases.

Skills used

Jack Murton

Need something similar? Tell me about your version.

Thirty minutes, no deck. Tell me what’s landed on your desk and I’ll tell you honestly whether I can help.