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Aashish PrakashAP
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Aashish Prakash

@aashishprakash

I build regulated data platforms and air-gapped AI systems.

India
Message

At ICRA Analytics, I build regulated data platforms and deployed an air-gapped LLM assistant that converts plain-English questions into SQL without data leaving the environment. I also designed ingestion and orchestration services handling roughly 5 TB within a six-hour regulatory SLA window with zero downtime, reducing infrastructure cost by 40%.

I've improved Spark pipelines from eight hours to about 90 minutes, built entity resolution across 60 million customer records, and created self-healing Spark clusters for air-gapped infrastructure. Earlier, I delivered bank regulatory reporting, built distributed Scala and PySpark ETL pipelines, and developed a real-time market-data platform with WebSocket streaming and OHLC aggregation.

Experience

Work history, roles, and key accomplishments

IL
Current

Senior Data Engineer

ICRA Analytics Limited

Jan 2023 - Present (3 years 8 months)

Shipped an air-gapped LLM assistant over non-performing-asset data, rebuilt inference to run Llama 3.3 70B tensor-parallel, and built a three-tier entity resolution system over 60 million customer records. Cut a production pipeline from 8 hours to ~90 minutes and designed ingestion services handling ~5 TB within a 6-hour regulatory SLA with zero downtime.

IL

Data Engineer II

ICRA Analytics Limited

Jan 2021 - Jan 2023 (2 years)

Ran a major private-sector bank engagement end to end, delivering regulatory reporting submitted to the Reserve Bank of India. Built distributed ETL pipelines in Scala, PySpark and Hive with automated data validation.

IL

Software Engineer

ICRA Analytics Limited

Jan 2019 - Jan 2021 (2 years)

Consolidated ~200 cross-referenced Excel sheets into one unified table via a threaded Python loader, reducing processing time from 4 hours to 1. Evaluated and recommended PostgreSQL to replace Oracle, which was adopted.

Education

Degrees, certifications, and relevant coursework

ST

Sir M. Visvesvaraya Institute of Technology

Bachelor of Engineering, Computer Science

2015 - 2019

Bachelor of Engineering in Computer Science from Sir M. Visvesvaraya Institute of Technology, completed in 2019.

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