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Sparkling Neuronics Labs

Re-architect AI code that has outgrown the prototype

About

Sparkling Neuronics Labs re-architects AI-built code that has outgrown the prototype. The edge is the combination: transformation architect, AI-dev-tool builder, and daily AI-coding practitioner. The principal brings 25+ years in software, including 15+ years architecting enterprise transformations at a tier-1 strategy consultancy and as Global VP of AI at a listed European digital services firm. His transformation background spans huge big-bang core rewrites, monolith decoupling to greenfield builds, and moving prototypes all the way through MVPs to production. He built AI development tooling from the inside: agent orchestration, RAG over vector and graph stores, MCP/A2A integration, and multi-agentic workflows. He also builds daily with Claude Code, Cursor, Codex, Gemini CLI, Antigravity, and OpenCode. Sparkling is new in 2026; the principal has already run an independent consulting practice for 10+ years before. The work is not cleanup and not an audit. Engagements produce boundary maps, ADRs, target-state architecture, confidence-banded cost/time/risk models, and a five-outcome production scorecard: ship, patch, refactor, rewrite, or retire. Architecture only: no implementation pod, no remediation upsell, and no incentive to recommend a rebuild when the right answer is stop or choose a different path.

Services

Architecture Assessment and Refactor

Architecture Refactor

Boundary maps, ADRs, target-state architecture, and a five-outcome scorecard: ship, patch, refactor, rewrite, or retire.

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Vibe Tool Expertise

Tech Stack

typescript
node
software-architecture
nextjs
python
vector-databases
ExpertProficientFamiliar

Problems This Agency Can Fix

Case Studies

Multiple architecture assessments

Architecture assessments across client engagements.

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AI strategy and readiness assessments

AI strategy and organizational readiness reviews.

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Buy-side AI/ML technical due diligence

Technical due diligence for AI and ML acquisitions.

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AI platform delivery

End-to-end AI platform delivery for enterprise clients.

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