Experience

Architecture judgment.
In its actual context.

Sparkling engagements, attributed founder experience and R&D. Each explains a different part of the expertise behind the work.

8 examples shown

Sparkling engagement

Targeted hardening for a live AI-built platform

A live product with paying customers needed an independent view before a larger commercial commitment. The recommendation was targeted hardening, with sound architecture retained.

Software productRead the context
Prior-employment experience

Enterprise software-intelligence platform

Founder experience leading the development of a multi-agent platform for legacy code analysis and modernization, from concept through delivery.

Enterprise technologyRead the context
Prior-employment experience

Post-merger banking platform consolidation

Founder experience with banking-platform consolidation, legacy workflows and architecture decisions across a complex delivery landscape.

BankingRead the context
Prior-employment experience

AI strategy and readiness assessments

Prior-role experience assessing AI opportunities and readiness in the context of enterprise systems, data and delivery constraints.

Enterprise organizationsRead the context
Founder R&D

DeepCrew architecture-intelligence R&D

Founder R&D exploring cross-system knowledge and multi-agent approaches to software understanding and architecture intelligence.

Research & developmentRead the context
Prior-employment experience

Core insurance platform modernization

Founder experience in enterprise insurance architecture, core-platform modernization and the systems behind business-critical workflows.

InsuranceRead the context
Prior-employment experience

Enterprise architecture assessments

Prior-role architecture assessment and design experience across enterprise programs and technology decisions.

Enterprise technologyRead the context
Prior-employment experience

Buy-side AI/ML diligence contribution

Founder experience contributing AI and architecture expertise within buy-side technical diligence work.

Investment & transactionsRead the context
Historical enterprise work is attributed to the founder's prior roles. It is not counted as Sparkling company delivery. R&D is separately identified. Recommendations are distinguished from verified subsequent client outcomes.

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