Privacy-First Conversation: Building No-Code Chat Assistants With ElasticSearch And Amazon Bedrock

AWS Community Day Mumbai 2024

๐Ÿš€ No-Code Chatbot with Elasticsearch + AWS Bedrock (Talk Summary) Speaker: Ashish (Senior Developer Advocate, Elastic) Event: AWS Community Day Mumbai 2024 ๐Ÿ”‘ Why Search Still Matters with LLMs LLMs (like ChatGPT) are powerful but face: โŒ Hallucinations ๐Ÿ’ฐ High cost per query ๐Ÿ”’ No access to private / real-time data โœ… Search grounds LLMs in reliable, domain-specific info. โšก Elasticsearch Capabilities Traditional keyword search + modern vector search. Real-world use cases: ๐Ÿ“ Geospatial queries (ride-sharing, food delivery) โค๏ธ Matchmaking ๐Ÿ“Š Observability dashboards ๐Ÿ“ Centralized logging (Elastic Stack: Elasticsearch, Kibana, Beats, Logstash) ๐Ÿค– Retrieval-Augmented Generation (RAG) Workflow: ...

August 25, 2025 ยท 1 min ยท Ashish Tiwari
Serverless Ahmedabad 2023: Monitoring serverless environment with Elastic observability

Serverless Ahmedabad 2023: Monitoring serverless environment with Elastic observability

Introduction Serverless architectures take on-demand tasks to the next level with event-driven scheduling of workloads. Elastic Observability gives you the same insights into your serverless activities as the rest of your environment. Gather logs and metrics from your serverless invocations and tie them together with traces from your serverless functions. For example Identify AWS Lambda latency issues, cold starts, and other invocation issues. Logs are collected with the rest of your telemetry data, so you can look at all your data in context, in one place. ...

June 3, 2024 ยท 1 min ยท Ashish Tiwari