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Aakash Singh

Senior Software Engineer @ CriticalRiver | Python · FastAPI · Go · GenAI (LLMs, RAG, LangChain) | AWS · Azure · GCP | Ex-Kraft Heinz, Dunzo, TCS

Bengaluru

5+ years of work experience

CriticalRiver Inc.
Nov 202510 mosPresent

Remote

Building production GenAI and analytics platforms for enterprise and government clients. - Architected and delivered a Revenue Leakage Detection platform for India's Ministry of Power (FastAPI + React), translating ML-driven leakage indicators and KPIs into actionable insights — selected for showcase at the MoP National Conference (Dec 2025). - Built an LLM-powered Service Management Assist application on OpenAI/Azure OpenAI and Anthropic Claude with a LangChain RAG pipeline (pgvector, Elasticsearch, FAISS/Chroma), automating 10+ support workflows and reducing manual triage effort by 30%. - Delivered the Leaflinks analytics platform — 3 production dashboards (React + Django) powered by AWS Lambda ETL pipelines automating data ingestion and transformation. - Own production deployment and release automation end-to-end with Docker and Nginx on AWS, establishing release practices that sustain 99.9% uptime.
Kraft Heinz
Jan 20241 yr 10 mosOct 2025

- Developed and enhanced a high-end data visualization platform, enabling machine learning insights for decision-makers through an interactive Angular web application. - Spearheaded the NPS Project within Kraft Heinz, mentoring 2 engineers and collaborating with stakeholders to drive customer satisfaction improvements. - Winner of the Commercial Insights Challenge, showcasing strategic thinking and analytical expertise by extracting business insights from complex datasets. - First hire in the organisation in Full Stack Development role, setting a precedent for future projects and driving significant impact in Enterprise Data & Analytics.
Dunzo
Aug 20221 yr 5 mosDec 2023

Remote

- Led the Custom Pages Project, optimizing data flow and consumer behavior insights, increasing Average Order Value (AOV) by ₹25. - Implemented BxGy (Buy X Get Y% Off) initiative, contributing to an ₹8 boost in AOV and driving revenue growth. - Resolved critical memory leak issues using the pprof profiler, enhancing system reliability and operational efficiency. - Collaborated across product, marketing, and design teams for the Category Page Redesign, improving user engagement and driving a ₹15 increase in AOV. - Mentored junior developers, fostering a culture of problem-solving and knowledge sharing.
Tata Consultancy Services
Sep 20201 yr 11 mosJul 2022

Ahmedabad

- Built multifarious AWS lambda functions communicating with S3 and DynamoDB and hosting API Gateway endpoint in front of it. Integration of the API Gateway endpoints in the Node backend. - Restructured the legacy parsers of JDX, XLSX, and CSV files in Python , reduced the number of function call to compute the length of dataset and computing the length efficiently, resulting in increase of parsers efficiency by 35%. - Built export functionality using rxjs in Node and material-ui in React for the legacy applications data table. - Restructured the default drop-down to allow searchable select functionality in a Node and React application. - Ideation and implementation of monitoring multiple clients applications endpoint using the Cloudwatch Synthetics Canary.

Aakash’s AI Stack

claude code
claude code
claude
claude
codex
codex
opencode
opencode

Education

L.D. College of Engineering

Bachelor of Engineering - BE, Information Technology

L.D. College of Engineering

20164 yrs2020

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Headline

Senior Software Engineer @ CriticalRiver | Python · FastAPI · Go · GenAI (LLMs, RAG, LangChain) | AWS · Azure · GCP | Ex-Kraft Heinz, Dunzo, TCS

About

Senior software engineer with 5+ years building cloud-native backend and full-stack products in Python (FastAPI, Django), Go, Node.js, and React across AWS, Azure, and GCP. Currently at CriticalRiver building production GenAI applications — LLM workflow automation on OpenAI/Azure OpenAI and Anthropic Claude, with RAG pipelines (LangChain, pgvector, Elasticsearch, FAISS/Chroma) that cut manual support triage by 30%. Highlights: - CriticalRiver (Ministry of Power)— Revenue Leakage Detection platform, showcased at the MoP National Conference - Kraft Heinz — led architecture of the global NPS platform on Azure; mentored 2 engineers; cut analytics refresh time 40% for 150+ users - Dunzo — cut latency 30% on Home service handling 1K+ req/s; AOV +₹25/order - TCS — CloudWatch Synthetics monitoring, MTTD −60% Reliability record: 99.9% uptime, distributed tracing (Elastic APM), Kafka, Docker, Kubernetes, CI/CD. Startup co-founder (GUSEC-incubated).

Location

Bengaluru

AI stack

claude code

claude

codex

opencode

Work experience

Senior Software Engineer at CriticalRiver Inc., Nov 2025 - Present · 10 mos, Remote, Building production GenAI and analytics platforms for enterprise and government clients. - Architected and delivered a Revenue Leakage Detection platform for India's Ministry of Power (FastAPI + React), translating ML-driven leakage indicators and KPIs into actionable insights — selected for showcase at the MoP National Conference (Dec 2025). - Built an LLM-powered Service Management Assist application on OpenAI/Azure OpenAI and Anthropic Claude with a LangChain RAG pipeline (pgvector, Elasticsearch, FAISS/Chroma), automating 10+ support workflows and reducing manual triage effort by 30%. - Delivered the Leaflinks analytics platform — 3 production dashboards (React + Django) powered by AWS Lambda ETL pipelines automating data ingestion and transformation. - Own production deployment and release automation end-to-end with Docker and Nginx on AWS, establishing release practices that sustain 99.9% uptime.

Senior Software Engineer at Kraft Heinz, Jan 2024 - Oct 2025 · 1 yr 10 mos, - Developed and enhanced a high-end data visualization platform, enabling machine learning insights for decision-makers through an interactive Angular web application. - Spearheaded the NPS Project within Kraft Heinz, mentoring 2 engineers and collaborating with stakeholders to drive customer satisfaction improvements. - Winner of the Commercial Insights Challenge, showcasing strategic thinking and analytical expertise by extracting business insights from complex datasets. - First hire in the organisation in Full Stack Development role, setting a precedent for future projects and driving significant impact in Enterprise Data & Analytics.

Software Engineer - 2 at Dunzo, Aug 2022 - Dec 2023 · 1 yr 5 mos, Remote, - Led the Custom Pages Project, optimizing data flow and consumer behavior insights, increasing Average Order Value (AOV) by ₹25. - Implemented BxGy (Buy X Get Y% Off) initiative, contributing to an ₹8 boost in AOV and driving revenue growth. - Resolved critical memory leak issues using the pprof profiler, enhancing system reliability and operational efficiency. - Collaborated across product, marketing, and design teams for the Category Page Redesign, improving user engagement and driving a ₹15 increase in AOV. - Mentored junior developers, fostering a culture of problem-solving and knowledge sharing.

Systems Engineer at Tata Consultancy Services, Sep 2020 - Jul 2022 · 1 yr 11 mos, Ahmedabad, - Built multifarious AWS lambda functions communicating with S3 and DynamoDB and hosting API Gateway endpoint in front of it. Integration of the API Gateway endpoints in the Node backend. - Restructured the legacy parsers of JDX, XLSX, and CSV files in Python , reduced the number of function call to compute the length of dataset and computing the length efficiently, resulting in increase of parsers efficiency by 35%. - Built export functionality using rxjs in Node and material-ui in React for the legacy applications data table. - Restructured the default drop-down to allow searchable select functionality in a Node and React application. - Ideation and implementation of monitoring multiple clients applications endpoint using the Cloudwatch Synthetics Canary.

Education

Bachelor of Engineering - BE, Information Technology, L.D. College of Engineering