~/talks

Hema Veeradhi

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Putting AI Agents to Work: A New Era of Open Source Connectivity with MCPDevConf.US 20252025-09-19
Claim: MCP makes agents modular and interoperable by standardizing tool metadata, auth, and calls. The team builds a cloud-native stack with vLLM, Llama Stack…
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Agents in Action: Advancing Open Source AI MissionsOpen Source Summit North America 20252025-06-23
Defines agents as LLMs that plan, call tools and act; demonstrates a working agent built on LlamaStack + Granite 8B that reads OpenShift logs via an OpenShift…
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LLM Powered Agents with KubernetesCloud Native + Kubernetes AI Day NA 20242024-11-12
Shows a working LLM agent stack deployed on OpenShift Kubernetes that routes queries to department-specific RAG tools (product, HR, accounts) and returns…
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Next-Gen Documentation with AITechDocsCon @ Open Source Summit Europe 20242024-09-16
Claims that LLMs can automate API and code docs, but demo shows mixed results: a Streamlit UI pulls Python files, calls open-source models (Mistral, Llama, IBM…
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Next-Gen Documentation with AIOpen Source Summit Europe 20242024-09-16
Claims that LLMs can auto-generate API and code docs get tested: a Streamlit UI pulls Python files from GitHub, runs open‑source models (Mistral, Llama, IBM…
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Building Trust with LLMsDevConf.US 20242024-08-14
Compares three concrete evaluation paths: automatic metrics like ROUGE and BLEU and F1 which miss semantics, model‑based scoring using LangChain criteria…
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Self-Hosted LLMs: A Practical GuideDevConf.US 20242024-08-14
Guide shows a full, working local setup: download a quantized Whisper model (~466 MB from Hugging Face), build a C++ whisper.cpp binary into a container with…
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Uncovering New Open Source Communities GraphicallyDevConf.CZ 20232023-06-16
Augur OSS collects GitHub data into a graph, then centrality algorithms (PageRank, Betweenness, Closeness) score repositories; applied to ~75 CNCF repos the…
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Optimize Long Test Runtimes Using Open AIOpsDevConf.CZ 20232023-06-16
Open-source toolkit AI4CI collects GitHub Actions, Prow and TestGrid runs via Jupyter notebooks and Kubeflow pipelines, trains models on OpenShift, and…
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Discovering Emerging Open Source Communities Through...OSPOCon @ Open Source Summit North America 20232023-05-10
Project data comes from GitHub via Augur and feeds an Aspen dashboard; repositories and contributors become nodes and edges where shared activities (PRs issues…
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Metrics All the Way: Data Driven OperationsCloudOpen @ Open Source Summit North America 20222022-06-21
Explains how teams turn logs and time series into decisions using Prometheus, Grafana and Apache Superset, plus a homegrown Prometheus API client that converts…
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Data Science Meets DevOps: Gitops with OpenShiftDevConf.CZ 20212021-02-18
Claims that GitOps can automate periodic retraining and deployment of models on OpenShift, and demonstrates a concrete pipeline: a DBSCAN clustering model…
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