Engineering Blog & Insights

Code Intelligence Deep Dives

Technical write-ups, AST graph research, and agentic workflows from the Google DeepMind & Markar.ai engineering teams.

Featured Article Aug 14, 2026

How We Built a 100k Node Neo4j Code Graph in Next.js & Python

Mapping large-scale enterprise repositories into AST graph representations for real-time blast radius calculations and zero-regression deployments.

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Architecture 6 min read

How We Built a 100k Node Neo4j Code Graph in Next.js & Python

Mapping large-scale enterprise repositories into AST graph representations for real-time blast radius calculations.

Aug 14, 2026
AI Intelligence 4 min read

Predicting Breaking API Changes Before Merging PRs

How our Sentinel agent traces upstream and downstream dependencies to calculate accurate risk scores.

Aug 10, 2026
DevOps & Security 5 min read

Why Traditional Static Analyzers Fail on Modern Microservices

Static analysis catches linting errors, but multi-agent LLM systems trace dynamic data flow and database connection locks.

Aug 02, 2026