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AI Infrastructure & Automation

Case study

Enterprise AI Knowledge Assistant for Engineering & DevOps

Developed a zero-egress AI knowledge assistant for engineering teams, bridging the gap between raw data and rapid decision-making.

Overview

Engineering teams often struggle to find actionable insights during crises due to scattered knowledge and strict privacy constraints.

Approach

Engineered a secure, self-hosted AI knowledge assistant using LLMs (Llama 3, vLLM, Ollama) to maintain 100% data sovereignty.

Developed automated ingestion pipelines for server logs, Jira tickets, and meeting transcripts to provide instant troubleshooting and PM reporting.

Tech Stack

Llama 3vLLMOllamaPrivate Cloud

Outcome

100%
Data Sovereignty
Accelerated
Decision Speed

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