// changelog
System Evolution
A timeline of systems, projects, and infrastructure built over time.
2025 · Q2
ProductConversari Live on App Store
Shipped first public release with end-to-end AI conversation analysis.
2025 · Q2
AI & DataEval Harness for Scoring Quality
Automated regression suite for prompt + scoring changes.
2025 · Q1
AI & DataAI Processing Pipeline v2
Chunking, embeddings, and multi-stage NLP scoring for long conversation histories.
2025 · Q1
InfraObservability Stack
Structured logging, metrics, and tracing across services.
2024 · Q4
InfraAWS Infrastructure Hardening
Migrated to ECS Fargate behind ALB with private VPC subnets.
2024 · Q4
ProductClosed Beta Launch
First 100 invited users onboarded with feedback loop.
2024 · Q3
InfraConversari Backend Deployment
First production FastAPI backend with Postgres + Supabase auth.
2024 · Q3
AI & DataPrompt Engineering v1
First structured prompt templates for insight extraction.
2024 · Q2
AI & DataData Pipeline Foundations
First batch processing system for ingesting conversation exports.
2024 · Q2
InfraCI/CD Pipeline
GitHub Actions for build, test, and container publishing.
2024 · Q1
CareerFounded Conversari
Started building an AI-native conversation intelligence product.
2023
CareerSenior Engineering Role
Led backend and infra work at a previous company.
Earlier
CareerEngineering Foundations
Earlier roles in backend and full-stack engineering.