~/talks

Cedric Clyburn

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Structuring the UnstructuredAI Engineer World's Fair 20262026-06-29
Claims that a local open source pipeline converts PDFs, scans, tables and images into structured JSON/Markdown, demonstrates exporting eight tables from one…
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What Can LLMs Do with Messy Data?PyData London 20262026-06-05
Evaluates what large language models actually do with ResStock-style data using pandas/DuckDB workflows and representative ResStock runs (solar thermal in…
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RamaLama: Making working with AI Models BoringVoxxed Days CERN 20262026-02-10
RamaLama packages open-source LLMs into reproducible containers using Podman or Docker, pulls models from Ollama, Hugging Face or OCI, and runs llama.cpp or…
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Ka-Ching! How Enterprises Measure LLM Performance and CostJfokus 20262026-02-02
A working POS demo logs ~50 real prompts (33 KB) and feeds them into an SLO-driven benchmark pipeline that uses Guide LLM against a local VLM inference server…
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Advanced Document Parsing for AI WorkflowsCommit Your Code 20252025-09-25
Claim: a local pipeline parses PDFs, HTML and images into structured JSON/markdown/YAML and preserves tables, columns and bounding boxes so RAG answers…
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Cloud-Native Model Serving: vLLM's Lifecycle in KubernetesDevConf.US 20252025-09-19
vLLM runs as a Kubernetes-native inference server that maximizes throughput by combining quantized models, KV cache/prefix caching, and dynamic batching; a…
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Going from containers, to pods, to Kubernetes – help for developer environments!DevBcn 20252025-07-08
Demo builds a React frontend and FastAPI backend, runs them with Podman and converts containers into pods, then pushes the pod manifest to a local Kind cluster…
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Keynote: Fine-tuning our way towards openness in AIDevConf.CZ 20252025-06-12
Open source models are now claimed to match or beat proprietary ones and the session shows working demos: local vision and text inference with Rama Llama…
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Bootable Containers in Action: Hands on with Deploying AI WorkloadsDevConf.CZ 20252025-06-12
Bootable containers package a full OS plus kernel and are already donated to the CNCF; the demo builds a CentOS Stream 9 bootable image (~6–8 GB) with a…
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Everything You Need to Know About Running LLMs LocallyAI-fokus 20252025-06-10
Explains how to run open‑source LLMs locally with concrete stacks: demos use Llama C++ and Olama for local serving, quantized Llama 3.1 at 4‑bit to cut memory…
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Containers and #Kubernetes Made Easy Deep Dive into Podman DesktopDevnexus 20252025-03-04
Podman Desktop shows an end-to-end workflow: it builds a Flask guestbook and Redis image, runs two containers (ports 5000→501 mapped), collapses them into a…
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Welcome to the AI Jungle! Now What?ConFoo 20252025-02-26
Demo shows a working RAG pipeline with private data in a vector database and embeddings, plus a fine‑tuning workflow using Instruct Lab that generates…
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Empower Developer ExperienceConf42 Platform Engineering 20242024-09-05
Claims that platform engineering as a product turns months‑long waits into self‑service steps and shows working demos: a Backstage‑based Red Hat Developer Hub…
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Going from containers, to pods, to Kubernetes – help for your dev environmentsDevConf.US 20242024-08-14
Live demo shows Podman Desktop (GUI) plus Podman CLI bridging local-to-Kubernetes workflows: builds a multi-stage Dockerfile image, runs a Python hit counter…
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Breaking down the principles of platform engineeringKCD New York 20242024-05-22
Shows how a Backstage-driven template pipeline actually creates two GitHub repos (code and GitOps), builds a container with Tekton, publishes it to the…
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Workshop: Empowering Collaboration: AI Developer Experience - Your Bridge from Mod...AI.dev: Open Source GenAI & ML Summit North America 20232023-12-12
Shows an end‑to‑end GenAI pipeline that fine‑tunes Stable Diffusion 1.5 with DreamBooth on images from an S3 bucket, exports to ONNX, runs a…
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