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Posts by Cedric Clyburn

Local LLMs are about to change everything – here's why quantization matters
Local LLMs are about to change everything – here's why quantization matters YouTube video by All Things Open

Had an AWESOME conversation with the @allthingsopen.bsky.social community about local LLMs on small hardware: model compression can quantize a model from 220 GB → 55 GB with <1% accuracy loss, and inference engines like vLLM help run them fast and efficiently.

🎥 www.youtube.com/watch?v=xGqV...

1 day ago 3 1 0 0
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🔌 Messy data meets LLMs!
Join Andy Igdal and Cedric Clyburn (@cedricclyburn.bsky.social) at DevBcn 2026.
Learn how Python and AI can tackle residential electrification data in the Big Data & AI track! 📊🤖

📅 June 16-17
🔗 buff.ly/dz1tICU
#devbcn26

5 days ago 1 1 1 0

Thanks! Happy to be back again this year :)

4 days ago 0 0 1 0
RamaLama: Making working with AI Models Boring by Cedric Clyburn
RamaLama: Making working with AI Models Boring by Cedric Clyburn YouTube video by Devoxx

Check out the recording below!

🎥 RamaLama: Making working with AI Models Boring: www.youtube.com/watch?v=CYxw...

1 week ago 0 0 0 0
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Self-hosting LLM’s typically includes a set of requirements for our infrastructure, ex:

🏎️ Hardware accelerators
⚙️ System & model configuration
📚 Specific libraries/dependencies

That’s why @cern.voxxeddays.ch I was honored to demo Ramalama.ai, a project that containers to safely run AI models 🤖

1 week ago 1 0 1 0
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LLM Inference workloads are becoming monolithic, heavy, & hard to scale. That's where platform engineers can embrace llm_d, a new open-source effort that’s starting to tackle a problem we’re seeing more and more in prod ML stacks!!! 🎧 to @cedricclyburn.com & Christopher Nuland👇 to learn more

1 week ago 1 1 2 0

Thanks for having us mate!

1 week ago 1 0 0 0
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[Public] Building Intelligent Apps with RAG on Kubernetes: From Raw Data to Real-Time Insights Building Intelligent Apps with RAG on Kubernetes From Raw Data to Real-Time Insights Cedric Clyburn, Natale Vinto, Christopher Nuland & Legare Kerrison, Red Hat

💻 Slides: red.ht/rag-slides

3 weeks ago 1 1 0 0
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Live from #KubeCon Europe in Amsterdam! 🇳🇱

Big announcement from the Red Hat booth: llm-d, a cloud-native way to run AI at scale with major performance & cost savings.

+ ran a workshop on RAG at scale using KubeFlow & Docling on Kubernetes. Slides below 👇

3 weeks ago 1 2 1 0
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If you’ve seen my “silly slide” of all the open-source AI projects at past dev conferences, this week at #KubeCon we’re putting them together! Join me & friends for a hands-on workshop: build a sovereign RAG app on K8s with Kubeflow, Knative, Docling & vLLM. Wed 3/25 @ 11am 🚀
🔗 sched.co/2CW1f

3 weeks ago 3 0 0 0
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Everything you need to know about running LLMs locally | We Love Open Source • All Things Open Learn how to run open source LLMs locally using Ollama, vLLM, and other tools. Discover model selection strategies, deployment options, and how to save costs while maintaining complete privacy and con...

Many folks compare whether “Opus 4.6 is better than ChatGPT 5.4” but there’s quietly been TONS of progress in the open source world of AI too (ex. #DeepSeek, #Llama) 🤖 with no rate limits, ads, and 100% local!

📰 Check out the article on @allthingsopen.bsky.social: allthingsopen.org/articles/run...

1 month ago 5 1 1 0
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GitHub - rhel-lightspeed/linux-mcp-server: Tools to allow LLM clients to interact with Linux systems remotely Tools to allow LLM clients to interact with Linux systems remotely - rhel-lightspeed/linux-mcp-server

🔨 MCP Server 3: github.com/rhel-lightsp...

1 month ago 0 0 0 0
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GitHub - ansible/aap-mcp-server Contribute to ansible/aap-mcp-server development by creating an account on GitHub.

⛏️ MCP Server 2: github.com/ansible/aap-...

1 month ago 0 0 0 0
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GitHub - containers/kubernetes-mcp-server: Model Context Protocol (MCP) server for Kubernetes and OpenShift Model Context Protocol (MCP) server for Kubernetes and OpenShift - containers/kubernetes-mcp-server

🔧 MCP Server 1: github.com/containers/k...

1 month ago 0 0 0 0

🖼️ Slides here: red.ht/mcp-deck

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What does it look like to integrate #MCP into real enterprise workflows? This week at @devnexus.bsky.social we showed how to run, inspect, and scale agentic AI for debugging a Kubernetes clusters, diagnosing Ansible jobs, and much more!

Check out the slides below ⬇️ as well as the MCP servers used!

1 month ago 1 0 4 0

Can’t wait to be there in Prague soon!

1 month ago 1 0 1 0
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Dev track is deploying heavy artillery.

Stop polyfilling frontend and duct-taping backend. Time to build stacks that scale.

The engineers: Switch Angel, @tej.as, @abtris.bsky.social, Krasimir Tsonev, @clytaemnestra.bsky.social, @utilitybend.com, @cedricclyburn.com, @ericwbailey.website & more.

1 month ago 3 2 2 0
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Spec-Driven Development: AI Assisted Coding Explained
Spec-Driven Development: AI Assisted Coding Explained YouTube video by IBM Technology

With agentic coding tools like #ClaudeCode, #Cursor, and #Codex, how can you get the results you need from an LLM without spending all your time going back and forth about a wrong dependency or missing test cases 😆 well…

🎥 Spec-Driven Development: AI Assisted Coding Explained: youtu.be/mViFYTwWvcM

1 month ago 0 0 1 0
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🤖 AI Agents are awesome… until they aren’t!

What just happened with an 🦞 OpenClaw (ClawdBot/MoltBot) agent in the Matplotlib project on GitHub shows the potential challenges with giving AI Agents (LLM + Tools + Reasoning) the ability to act autonomously. It’s why guardrails and auth are important!

1 month ago 4 1 1 0

Thanks for having us! It’s gonna be a great time learning all about using open source AI 🤖

1 month ago 2 1 0 0
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Want to build fast? We’ve got the blueprints.

🔹 @lomagnette.bsky.social: Building Interoperable AI Agents in 30 mins.
🔹 @danieloh30.bsky.social, @cedricclyburn.com & Legare Kerrison: A crash course in Open Source AI.
🔹 @marianne-h.bsky.social: Unveiling the math behind it all.

1 month ago 5 3 2 0
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AI sits to your right, but you're the captain
- @vilojona.bsky.social: Practical ways to keep AI codegen under control
- @vjovanov.bsky.social: Taming GraalVM with AI
- @timtebeek.github.io: Deterministic modernization in the AI age
- @kevindubois.com @cedricclyburn.com: Local development strategies

2 months ago 8 5 2 0

Thanks @devoxx.uk! Can’t wait to join @kevindubois.com in live-demo’ing how devs can code locally in the AI era using open source!

2 months ago 8 2 0 0

‼️‼️‼️

2 months ago 0 0 0 0

💻 Building with Open Source AI: red.ht/java-ai-workshop

2 months ago 0 0 0 0
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Today kicks off @jfokus.se in Stockholm 🇸🇪 and we just delivered our workshop on building with open source AI models using:

⚡️ #vLLM serve local LLM’s as a local API endpoint

🦜 @langchain4j.dev for adding LLM capabilities in our Java application

Was a huge hit! Slides ⬇️

2 months ago 3 1 1 0
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How I automated my life with MCP Servers - T3chFest 2026 Being a developer these days means you’re not only writing code, but also a Linux admin, a DevOps en...

Automatizar tu vida con servidores MCP: integraciones, flujos y cómo conectar herramientas para que trabajen por ti ⚙️ Con @cedricclyburn.com en T3chFest 2026

2 months ago 1 1 1 0

Gracias!

2 months ago 1 0 0 0
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I’m excited to bring #Ramalama, the container-native project to run AI models locally, to @cern.voxxeddays.ch 🙌

We’ll show how fast devs can spin up an open source model using their favorite container engine (shoutout @podmanio.bsky.social) for RAG (Q&A on PDF’s) and Agentic (calling API’s) 🤖

2 months ago 6 1 0 0