Aman Trivedi
Engineering across software, data and AI — building systems, writing about them, and learning by shipping.
I use this site as my engineering home: a record of systems I've built, technical problems I've worked through, and ideas I keep coming back to.
My work spans software engineering, data platforms, machine learning, GenAI, cloud infrastructure and technical delivery. The role I hold can change; the engineering work stays here.
Projects
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Collections Prioritization model An XGBoost model that ranks overdue loan accounts by recovery likelihood, with an interpretable scorecard benchmark and LLM-written segment reports.
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Multi-Tenant Agentic Support Platform An async, multi-tenant customer-support platform: email and web chat feed a LangGraph supervisor with RAG, vision, action and escalation agents.
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Operations dashboard A live KPI dashboard for branch, zone and state operations at AYE Finance: React on the front, FastAPI and PostgreSQL behind it.
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Credit Helper Agent & policy assistant Multi-agent RAG for credit and policy questions at AYE Finance, with guardrails, private document chat, and desktop and WhatsApp clients.
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Vintage ML Compressor A JUCE audio plugin with a hardware-style UI, C++ DSP and an ML layer that recommends settings instead of processing audio.
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LoanRoute Pipeline Prioritises loan applicants with an XGBoost model and explains each ranking with SHAP.
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Credit Scorecard & Survival-Causal Study An interpretable WOE/IV credit scorecard benchmarked against gradient boosting, plus survival and causal analysis of time-to-default on a public lending dataset.
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DataFlow A metadata-driven ETL framework that compiles YAML pipeline definitions into DuckDB, Polars or Spark jobs.
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StudyForge — Agentic Document Intelligence Platform A two-service document platform with RAG chat, YouTube-to-notes and text-to-slides, routing inference across Groq and self-hosted NVIDIA NIM.
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AYE-SOLATION A workshop entry for the AWS Agentic Football Cup, built with Bedrock AgentCore and the Strands Agents SDK.
Recent writing
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Notes on a policy RAG assistant Design notes on building a retrieval-augmented assistant for internal policy: scoping, private documents and awkward tables.
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Notes on a hardware-style plugin UI in JUCE Bugs from building a skeuomorphic plugin UI in React inside a JUCE WebView: rotation, transparency and rounding.
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Fixing a slow dashboard without a rewrite A slow dashboard looked like a backend-language problem. It was N+1 queries and missing indexes.
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Airflow on one EC2 box Notes from running Apache Airflow with LocalExecutor and a Postgres metadata database on a single EC2 instance to schedule PySpark jobs.
elsewhere: LinkedIn · hey@amantrivedi.com