| Snowflake Cost Optimization |
snowflake-cost-optimization/reports/hourly/2026-06-22-1114.md |
The system previously validated section structure and presentation artifacts, but not whether a demo/trial brief could be mistaken for real client production findings |
Any future model-generated buyer artifact should validate source status and allowed external-use boundary in addition to content shape |
| Snowflake Cost Optimization |
snowflake-cost-optimization/reports/hourly/2026-06-22-1014.md |
The system previously validated required sections and scopes but did not explicitly reject presentation artifacts that can leak from Snowflake CLI result tables |
Add final artifact hygiene checks whenever an automation converts CLI/model output into buyer-facing Markdown |
| Snowflake Cost Optimization |
snowflake-cost-optimization/reports/hourly/2026-06-22-0918.md |
The first live render exposed that AI/CLI output can look valid while carrying presentation artifacts unsuitable for a buyer-facing brief |
Live AI validation should inspect or guard the final rendered artifact, not only the API/model result |
| Snowflake Cost Optimization |
snowflake-cost-optimization/reports/hourly/2026-06-22-0812.md |
The readiness report previously treated trial control as a connection/config check and did not prove the AI function used in the demo path |
Pre-demo validation should include a targeted smoke test for any live platform feature that is part of the buyer-facing demo |
| Snowflake Cost Optimization |
snowflake-cost-optimization/reports/hourly/2026-06-22-0713.md |
The previous live-vs-placeholder classification existed, but the headline missing-date metric still made placeholder rows look urgent |
For operator dashboards, urgency badges should key off live-actionable rows, while setup placeholders should be separated into their own metric |
| Snowflake Cost Optimization |
snowflake-cost-optimization/reports/hourly/2026-06-22-0614.md |
The prior compact-intake workflow still required Lee or an operator to remember `--import-personal-intake`, so real response data could sit in the compact CSV without being validated by the normal refresh |
When a shorter intake surface exists for a critical human action, the default refresh should auto-detect filled input while offering explicit force and opt-out flags |
| Loop Process Improvement |
loop-process-improvement/reports/2026-06-22-1125.md |
Process loops can mistake fresh mission-owner activity for a need to add new central machinery |
Keep the escalation threshold unchanged; add or change process machinery only for repeated, decision-critical, or checker-defect signals |
| Loop Process Improvement |
loop-process-improvement/reports/2026-06-22-1024.md |
Mature process loops can keep expanding their own surface area even when the correct move is to preserve visibility and stay out of producer-owned work |
Keep the quiet-health-check threshold: add or change process machinery only for repeated, decision-critical, or checker-defect signals |
| Loop Process Improvement |
loop-process-improvement/reports/2026-06-22-0925.md |
The checker treated generic contact/logging field names as if they were durable case-study evidence requirements |
Filter low-signal bottleneck terms and keep a regression test for the Snowflake contact-field noise pattern |
| Loop Process Improvement |
loop-process-improvement/reports/2026-06-22-0724.md |
process loops can treat every new producer artifact as justification for central dashboard expansion |
continue requiring a concrete repeated or decision-critical defect before adding new process machinery |
| Loop Process Improvement |
loop-process-improvement/reports/2026-06-22-0623.md |
process loops can overreact to heuristic yellow checks and duplicate producer ownership |
treat single producer-owned case-study Yellow checks as review queues; escalate only when repeated, decision-critical, or caused by a checker defect |
| Loop Process Improvement |
loop-process-improvement/reports/2026-06-22-0121.md |
once a process loop is mature, it can keep adding dashboards because it can, not because the business needs them |
keep quiet-health-check cycles as the default until a repeated or decision-critical process defect appears |