Michelle Novicio
Jan 24, 2026 - Mar 18, 2026
3
Decisions
0
Active Todos
2
Patterns
Categories
Decisions (3)
Shared Mini-Me Source Code to Internal Org
Shared Mini-Me source code by creating repo at ctrliq/min-me in CIQ GitHub org, after Ryan, Nathan, and Michelle independently asked for it. Proactively noted never having seen the code, setting quality expectations. Requested internal-only repo visibility.
AI Governance Single-Track Pivot for ISO 42001
Pivoted AI governance from dual-track (internal vs products) to single rigorous model because CIQ products (RLCAI, Fuzzball, Werewolf) now directly integrate AI, changing the liability profile.
Require mandatory tagging of all fully AI-generated content
AI Committee established policy that all fully AI-generated content must be tagged to manage user expectations. Applies only to fully AI-generated content, not human-reviewed or AI-assisted work. Format and placement of tags is flexible.
Related Patterns (2)
Lead by Example with New Tools
When championing new tools or processes, personally use them and share results rather than just advocating. Learning by doing and demonstrating value through example is more effective than mandates.
Protect Engineering Focus Through Process
When faced with requests that would disrupt engineering focus (from sales, governance, product, or other stakeholders), establish processes that protect engineering ability to innovate while still satisfying legitimate concerns. Prefer systematic solutions over ad-hoc responses.