Projects

Credit-risk signals are opaque for new-to-credit underwriting and behavioural auditing.

An explainable-AI diagnostic framework with SHAP-based insights, event-driven design and a Streamlit front end.

Every AI task hitting the largest available model wastes money on questions a smaller one answers fine.

An autonomous routing agent that picks the cheapest capable model at runtime, with Ollama and GGUF local-model support.

Choosing a foundation model without comparable cost and latency evidence is guesswork.

A CLI that runs one prompt across selected Bedrock models and writes a cheapest-first Markdown report.

Preserving conversational context without letting token cost grow without bound.

FastAPI and Bedrock with DynamoDB persistence, sliding-window trimming and per-call cost tracking.

Bedrock spend is invisible until the bill arrives.

A decorator-based library logging token usage and USD cost to SQLite per call, with per-project segregation.

Every Python project re-implements credential resolution and client construction.

Centralised region and credential resolution with process-scope client caching — one mock-injection point for tests, free connection reuse on warm Lambdas.

Bedrock CLI tools duplicate model-listing, pricing lookups, and TUI boilerplate.

Shared Python library providing terminal UI helpers and Bedrock model/pricing utilities so every CLI tool starts from the same base.

Deploying a repeatable, production-shaped API platform rather than a demo.

FastAPI on EKS behind ALB ingress, on modular Terraform-managed infrastructure.

Teams own different layers of the same AWS estate and need clean separation.

Terraform as the orchestration layer driving CloudFormation stacks across VPC, compute, storage and IAM.