Ryan to POC AI-driven Veeam image builder, gated on Justin-approved test suite

May 1, 2026 at 3:47 PMstrategyhigh

Situation

Ryan will POC an AI-driven image builder, starting with Veeam, that automates custom image builds, testing, and documentation. Hard gate: AI-generated images must pass a Justin-approved test suite to prevent hallucinations. Long-term vision: a 'Chipotle line' image configurator letting users compose custom, repeatable builds from validated components.

Reasoning

Specific bottleneck (Jamie Brooks's custom-image workload + David Gomez SPOF on Veeam builds + Basil image staleness) needs an automated solution; AI is the right tool for the workload pattern. Test suite gate is the safeguard against AI failure modes — Ryan POCs, Justin validates. Veeam first because it's high-value and isolated: real customer demand, low blast radius if it fails. Real long-term goal is the Chipotle-line configurator; Veeam is the wedge to prove the model. Also a Ryan-growth move — combined with docs.ciq.com and Intelligence Hub repurposing, Ryan's scope is broadly expanding this week.

Additional Context

Justin to coordinate on test suite design. Ryan to define golden master image with Justin + Jamin. Sits alongside Justin's separate boot-test automation roadmap (RPM → repo → ISO → cloud image testing).

Observed Evidence

Two Fathom action items: 'POC Veeam ISO automation w/ Claude; integrate w/ Justin's tests; deliver to engineering' (rsmith) and 'Define golden master image for configurator w/ Justin + Jamin' (rsmith). Plus Peter's action: 'Email Justin: prioritize Basil image updates; coordinate w/ Jamin on tests'.

Matching Patterns

37%
Lead by Example with New Tools(same category (strategy), Claude/AI as engineering toil reducer mirrors Peter's mini-me usage)
37%
Protect Engineering Focus Through Process(same category (strategy), removing manual hero dependency on Gomez)

Confidence Breakdown

28/35
Evidence
22/30
Pattern
20/20
Source
15/15
Corroboration

Reasoning Depth Analysis

Org Signal:AI-built artifacts are acceptable IFF a robust test suite validates them; sets the bar for future AI-generated CIQ deliverables
Who Affected:Justin (test suite gate), Jamie Brooks (workload reduced), David Gomez (SPOF removed), Sales Engineering (Chipotle line is sales-facing eventually), customers
Precedent:AI as toil-reducer with quality gate; possible new emerging pattern
Consequences:Real — Ryan committing engineering time; coordination with Justin's team needed; potential customer-facing configurator down the line
Timing:Basil image staleness is current; Veeam custom builds keep coming in; Justin's test automation roadmap is in flight

Source

reflection

AI Confidence

85%

Related Context

🎥
Ryan <> Peter 1:1 — AI image builder POC

fathom

POC AI image builder for Veeam, coordinating with Justin on the test suite. Long-Term Vision: A Chipotle line image configurator, where users select components from a base image to create custom, repeatable builds.

Outcome

No outcome recorded yet.

Decision ID: 177ab264-08f4-45d5-97ec-3834195ef23c