// Blog & Research

Notes from the field

What we're learning building and shipping production AI — research, teardowns, and the occasional strong opinion.

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Lightning Leap · Jul 5, 2026

The Retrieval‑Augmented Generation Ecosystem: Building Scalable, Trustworthy AI Pipelines

RAG pipelines are maturing into a full‑stack ecosystem; this post dissects the architectural levers that turn a prototype into a production‑grade, auditable service.

RAGLLMOpsDataEngineeringRetrievalSystemsAITrustRead →

Manish Babbar · Jun 17, 2026

Customer Support Chatbot

A ChatGPT-powered support bot that cut response times and autonomously handled a large share of incoming inquiries, freeing staff for complex, high-value cases.

Case StudySupportChatbotLLMsRead →

Manish Babbar · Jun 14, 2026

Sentiment-Based Auto-Responder

A BERT + NLG system that detects negative sentiment and auto-replies with empathetic responses across platforms, with entity detection and churn mitigation via discount logic.

Case StudyNLPSentimentRetentionRead →

Manish Babbar · Jun 11, 2026

Realtime Multimodal Zoom Agent

A real-time assistant inside the Zoom SDK that uses speech-to-text and vision models to read audio and video, interpret intent, and surface contextual prompts and answers — for …

Case StudyMultimodalRealtimeLLMsRead →

Manish Babbar · Jun 8, 2026

Voice-Activated IoT Assistant

A voice agent that listens for commands and controls industrial IoT devices — OpenAI Whisper for transcription, LLM command parsing, and MQTT to edge devices for real-time action.

Case StudyVoice AIIoTEdgeRead →

Manish Babbar · Jun 5, 2026

Agent-Based KPI Monitoring System

An AI monitoring system where agents track token usage, error spikes and downtime across LLM applications and raise alerts on anomalies — a multi-agent setup with Prometheus and…

Case StudyObservabilityAgentic AILLMOpsRead →

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