Learning paths

Guided modules for decision makers.

Each path is designed for a 10–15 minute executive briefing with clear outputs, controls, and decisions.

15 minExecutive briefing

LLMs in 15 minutes (exec view)

What it is, what it is not, and the minimum controls for approval.

Agenda

  • 3 min: What it is / isn't
  • 6 min: Risk zones + controls
  • 4 min: Approval decision

Modules

  • AI capabilities and limits
  • Risk zones and data classification
  • Approval checklist

Outputs

  • Decision: allow/limit/prohibit for public data use
  • Control: minimum guardrails checklist
14 minExecutive briefing

Where data leaks happen

How prompts, logs, and metadata create exposure even at scale.

Agenda

  • 4 min: Leak pathways
  • 6 min: Examples + rewrites
  • 4 min: Required controls

Modules

  • Prompt as outbound data
  • Metadata exposure
  • Redaction and DLP patterns

Outputs

  • Decision: what must be blocked
  • Control: redaction + logging requirements
15 minExecutive briefing

Senior developer operating model

How to run AI-assisted delivery with accountability and evidence.

Agenda

  • 5 min: Operating model
  • 5 min: Guardrails
  • 5 min: Evidence + review

Modules

  • Intent and constraints
  • Draft and redirect loop
  • Audit-ready evidence

Outputs

  • Decision: approved operating model
  • Control: review and evidence steps
14 minExecutive briefing

Controls that auditors care about

What must exist for defensible AI usage in regulated work.

Agenda

  • 4 min: Required artifacts
  • 6 min: Logging/retention
  • 4 min: Vendor controls

Modules

  • Use-case registry
  • Logging and retention
  • Vendor risk controls

Outputs

  • Decision: audit-ready control set
  • Control: registry + retention requirements
14 minExecutive briefing

Deployment options

Public SaaS vs private tenant vs on-prem vs air-gapped.

Agenda

  • 4 min: Deployment tiers
  • 6 min: Risk by tier
  • 4 min: Decision matrix

Modules

  • When public SaaS is acceptable
  • Private tenant requirements
  • Air-gapped caveats

Outputs

  • Decision: approved deployment tier
  • Control: tenancy + access requirements
15 minExecutive briefing

Measuring ROI without fantasy metrics

Tie productivity to verified outcomes, not anecdotes.

Agenda

  • 5 min: Baselines
  • 5 min: Measurement model
  • 5 min: Reporting cadence

Modules

  • Baseline current effort
  • Measure cycle time reduction
  • Track quality and rework

Outputs

  • Decision: ROI measurement plan
  • Control: quality + rework tracking