the data & ai guild’s Post

The Data & AI Guild launched in Hyderabad today at WeWork Raheja Mindspace, Hyderabd, Parinam Praphul, our community manager, opened the evening by laying out exactly why this Guild exists, who it is built for, what it refuses to be, and what the room should expect from every session going forward. No icebreakers. No warm-up slides. Just clarity on purpose. Harish Cholleti, founder, spoke about the vision deck. About the problem why a city with one of the deepest concentrations of data talent in India has had nowhere serious to take that talent. Why every community attempt collapses after the third event. What it would actually take to build something permanent. The room listened because it recognised itself in that diagnosis. Then Snehith Allamraju did not show up just with slides about AI agents but brought a Raspberry Pi and an external SSD to the table. No cloud. No managed inference endpoint. No API wrapper abstracting away what was actually happening. A locally running LLM, on commodity edge hardware, in front of a room of practitioners who work with production data systems for a living. The session covered the agent taxonomy that matters in practice. The line between reactive agents that respond to discrete triggers, deliberative agents that plan across multi-step reasoning chains, and multi-agent systems where orchestration logic becomes its own engineering problem. The room had people who have shipped these systems. The conversation did not stay theoretical for long. The harder question was the edge inference tradeoff. Running a quantised model on a Pi with an SSD makes every cost visible. Inference latency that cloud-managed endpoints absorb becomes a constraint you architect around. Token throughput ceilings that elastic compute hides become decisions your team owns. Against that no egress cost, no dependency on an API whose pricing or rate limits can change without notice, and full data sovereignty which matters more than most teams admit until a compliance requirement forces the conversation.That is the right outcome for a first session. This is the Guild founded in Hyderabad which is Practitioner-first. Built to run serious technical conversations without a vendor agenda in the room. To Sparity the founding sponsor who backed this before there was a track record to point to. The Guild's first event happened because you were willing to be first. That is noted, and it will not be forgotten. #Data #AI #DataEngineering #AIAgents #EdgeAI #LLM #DataCommunity #Hyderabad