GGP Foundational AI
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Phase 02 -- The spine of every workflow

Output Quality + What Never Goes to Claude

The three failure modes you'll see most, the six-point checklist that catches them, and the hard rules on MNPI.

LabM3 -- Thu May 7, 10:00-12:00 CT (full session)

What we cover

  • Three failure modes: hallucination, agree-with-corrections, formula references
  • The Output Quality Checklist (six checks, lifetime reference)
  • A worked DealCloud example -- annotate alongside Mike
  • MNPI hard rules (anchored sub-section -- Mike may invite Jennifer Baker on the day)

Why it matters

Trust without verification is the fastest way to ship a wrong number. This session gives you the muscle to catch the wrong number before it leaves your screen.

Hands-on moment

Pull up one Claude output you generated this week. Run the six-point Quality Checklist on it. Tag what passed, what didn't, what you'd change. Submit on disco.

Peer moment (3 min)

Trade your annotated checklist with a neighbor. Did they catch something you missed?

Workbook steps

  1. 01

    Three failure modes: hallucination, agree-with-corrections, formula references

  2. 02

    The Output Quality Checklist (six checks, lifetime reference)

  3. 03

    A worked DealCloud example -- annotate alongside Mike

  4. 04

    MNPI hard rules (anchored sub-section -- Mike may invite Jennifer Baker on the day)

Workbook bundle

Print or open these alongside the session. They are the working surface for the steps above.

  • checklistOutput Quality Checklist (lifetime reference)
  • handoutWorked DealCloud Example

Related artifacts

  • pre-readM3 Pre-read../../course-content/module-3-discernment-diligence/pre-read.md
  • checklistOutput Quality Checklist (lifetime reference)../../course-content/module-3-discernment-diligence/output-quality-checklist.md
  • handoutWorked DealCloud Example../../course-content/module-3-discernment-diligence/worked-dealcloud-example.md
  • deckM3 Deck../../course-content/module-3-discernment-diligence/m3-discernment-diligence-master.pptx

Source files live alongside this site under clients/greenridge-growth/; paths above are relative to the syllabus-site root.