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Watch now | Recording of AURA - Chris Gambill & Shane Gibson on 13th November 2026

Raw and unedited

Top 3 things:

  1. Chris’s job-readiness framework:
    Pick an industry, compare 10 target job postings, assess skill gaps, then build end-to-end projects around industry pain points. Document the decisions, not just the output.

  2. Governance needs maintained context:
    The discussion favoured creating and updating definitions as work happens, while keeping context portable and watching for stale documentation that can mislead AI.

  3. AI reliability is an engineering problem:
    Break large tasks into chunks, tell the model which patterns matter, measure token use, and use evals when simplifying older AI skills.

Thank you to everyone who tuned into our latest AURA Ask Us Anything live session.



Got a Question you want to ask and have answered in the next AURA session, leave a comment and we got you!

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Information Product Canvas Workshop

“That’s not what I wanted.”
“But that’s what you asked for.”

Shane runs a 6 hour workshop on the Information Product Canvas, a repeatable way to gather data requirements in 30 minutes. The approach he actually uses with stakeholders, not a textbook version that falls apart on contact with messy data and vague requirements.

He runs it regularly.

Latest dates : Gather data requirements in 30 minutes using a shared language

Workshop details : https://maven.com/agiledataguides/info-prod

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