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Paying Down Debt Through Feature Work
CTOs, Engineering Leaders, Enterprise Architects, Product Leaders3-4 hoursA feature-driven debt reduction policy — the rule, the visibility mechanism, and the two questions review asks about every feature

Debt accumulates faster than refactoring projects can remove it. Fund architecture improvement through the product roadmap instead of competing with it.

...work actually come from. The discipline of what kind of structural work to do is covered separately in Execution Stability & Structured Refactoring. The technical debt trap The trap is not a lack of awareness....

1 DayIntensive
ContinuousNot a project
Technical DebtArchitecture EvolutionProduct DeliveryGovernanceView Details
Delivery Metrics That Mean Something
Engineering Managers, Tech Leads, VP Engineering, CTOs3-4 hoursA delivery scorecard — four DORA signals plus a five-dimension maturity baseline with one named bottleneck

How to replace delivery dashboards that measure activity with signals that tell you which dimension is actually holding delivery back — and what to fix first.

...measure. None of them counts effort. None of them counts tickets. Two measure throughput, two measure stability, and together they resist the trade-off that teams usually make silently — shipping faster...

1 DayIntensive
EvidenceNot feeling
Delivery MetricsDORAArchitecture MaturityGovernanceView Details
AI Tools, Landscape & Platforms
Beginner to Intermediate3-4 hoursPersonal AI tools map + selection framework + team stack recommendation

The AI tools landscape — what the major platforms are, how they actually differ, and how to choose the right one for the right job. Stop chasing every new launch. Start making deliberate choices.

...tenant) Nuanced writing that needs to follow complex instructions Claude.ai Data analysis with code execution ChatGPT with Code Interpreter One thing worth being explicit about: the tier you use matters...

Half DayIntensive
Beginner FriendlyNo technical background required
AI ToolsAI PlatformsGenerative AIAI LandscapeLLMsAI FluencyView Details
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