Legal AI Does Not Begin with an LLM. It Begins with a Reliable Corpus.
Legal AI systems depend on document fidelity, extraction quality, provenance and retrieval precision before generation becomes useful.
Latest article
Claude Code as Driver, Human as Navigator: A Better Model for AI-Assisted Development
A disciplined model for AI-assisted software development where the human remains navigator and the coding agent acts as implementation driver.
Recent from neotopia
All articles →Why I Prefer Choreography for Product Platforms — and Where It Starts to Hurt
Event choreography can help product platforms evolve without central orchestration becoming a bottleneck, but it moves complexity into tracing, idempotency, recovery and operational understanding.
A guide to Managing the First Fallacy of Distributed Computing
Network reliability is one of the most basic assumption mistakes made by microservices developers, let's see how to factor this unreliability when writing microservices.
The Serverless CI - Running Jenkins Slaves on AWS EKS Fargate
Serverless Jenkins jobs via Jenkins Slaves scheduled on Fargate.
Building Observability for Microservices
Enhancing the efficiency and reliability of microservices by setting up observability using Prometheus, Grafana.
Autoscaling EKS Node Groups with Karpenter
Managing autoscaling of nodes in an EKS cluster via Karpenter.
Projects
All projects →Code as Knowledge
An exploration of how enterprise codebases can be represented as structural knowledge graphs for architecture-aware AI coding agents.
active- Neo4j
- Python
- TypeScript
- Tree-sitter
- Claude API
Human Navigator
A disciplined Claude Code pair-programming workflow where the human owns intent, constraints and decisions while the agent drives implementation.
active- Claude Code
- TypeScript
- Astro
- Shell
Legal Eagle
An applied AI infrastructure project exploring trustworthy retrieval and citation-aware knowledge systems for Indian case law.
active- Python
- LangChain
- Qdrant
- PostgreSQL
- Spring Boot
- Apache Kafka