@clouddude.bsky.social , follow us in linkedin linkedin.com/company/cloudthrill
our FREE vLLM POC is still live - but not forever.
📢𝗔𝗽𝗽𝗹𝘆 𝗻𝗼𝘄 → cloudthrill.ca/ai-poc
Run AI assistants, RAG, or open models privately in the cloud:
✅ No external APIs
✅ No vendor lock-in
✅ Total data control
Your Infra. Your Models. Your rules.🏆🏁
our FREE vLLM POC is still live - but not forever.
📢𝗔𝗽𝗽𝗹𝘆 𝗻𝗼𝘄 → cloudthrill.ca/ai-poc
Run AI assistants, RAG, or open models privately in the cloud:
✅ No external APIs
✅ No vendor lock-in
✅ Total data control
Your Infra. Your Models. Your rules.🏆🏁
✅ How embeddings work – in the simplest way possible
🔁 Chunk sizes, overlaps, and text splitters
📦 Vector DBs, popular embedding models used today
💡Oh,& don’t forget, our Private 𝗔𝗜 𝗜𝗻𝗳𝗲𝗿𝗲𝗻𝗰𝗲 campaign is still running, with a 𝐋𝐈𝐌𝐈𝐓𝐄𝐃 FREE 𝐏𝐎𝐂 cloudthrill.ca/ai-poc
✅ How embeddings work – in the simplest way possible
🔁 Chunk sizes, overlaps, and text splitters
📦 Vector DBs, popular embedding models used today
💡Oh,& don’t forget, our Private 𝗔𝗜 𝗜𝗻𝗳𝗲𝗿𝗲𝗻𝗰𝗲 campaign is still running, with a 𝐋𝐈𝐌𝐈𝐓𝐄𝐃 FREE 𝐏𝐎𝐂 cloudthrill.ca/ai-poc
👋🏻 Work with a 𝐩𝐮𝐛𝐥𝐢𝐜 𝐚𝐠𝐞𝐧𝐜𝐲 ? Let’s talk about your challenges - we’d love to hear from you! cloudthrill.ca/contact-us
#CloudThrill #ProServices #GovernmentOfCanada
👋🏻 Work with a 𝐩𝐮𝐛𝐥𝐢𝐜 𝐚𝐠𝐞𝐧𝐜𝐲 ? Let’s talk about your challenges - we’d love to hear from you! cloudthrill.ca/contact-us
#CloudThrill #ProServices #GovernmentOfCanada
💎We cover:
✅ What is 𝐯𝐋𝐋𝐌 production stack ?
✅ Request Flow & Architecture breakdown
✅ Serving Engine, Request Router & KV-Cache Netwrk
✅ Autoscaling & built-in fault-tolerance
✅ One-click Helm install
#LLMs #Kubernetes #Cloudthrill #vLLM
📖 𝐯𝐋𝐋𝐌 𝐩𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐨𝐧-𝐬𝐭𝐚𝐜𝐤: AI inference for enterprises💫
🏢Production-stack is the K8s-native, enterprise-ready inference setup that supercharges vLLM inference at scale, across Clouds.
👉Start here: cloudthrill.ca/vllm-product...
#AI #LLM #vLLM #Kubernetes #MLOps #KVCache #LMCache
💎We cover:
✅ What is 𝐯𝐋𝐋𝐌 production stack ?
✅ Request Flow & Architecture breakdown
✅ Serving Engine, Request Router & KV-Cache Netwrk
✅ Autoscaling & built-in fault-tolerance
✅ One-click Helm install
#LLMs #Kubernetes #Cloudthrill #vLLM
Part1️⃣: 𝐅undamentals cloudthrill.ca/what-is-vllm
Part2️⃣: 𝐊ey 𝐅eatures cloudthrill.ca/what-is-vllm...
part3️⃣: 𝐃eployment 𝐎ptions cloudthrill.ca/vllm-deloyment
#vllm_project #lmcache #LLMs
𝐋𝐢𝐤𝐞 𝐭𝐡𝐢𝐬 𝐤𝐢𝐧𝐝 𝐨𝐟 𝐬𝐭𝐮𝐟𝐟? Subscribe here 👉 tinyurl.com/CloudThrillBlogs
𝐏𝐚𝐫𝐭 𝟑: 𝐒𝐞𝐭𝐮𝐩 𝐊𝐮𝐛𝐞𝐫𝐧𝐞𝐭𝐞𝐬 𝐀𝐮𝐭𝐡𝐞𝐧𝐭𝐢𝐜𝐚𝐭𝐢𝐨𝐧 𝐰𝐢𝐭𝐡 𝐕𝐚𝐮𝐥𝐭
👉 tinyurl.com/k8sAuthVault
💡In this 5 minutes tuto you'll learn:
✅ Diff Vault auth scenarios for k8s
✅ Setup up K8s Vault Auth with SA/Client JWT & OIDC
#k8s #HashiCorp #Vault #SecretsManagement #DevOps
𝐋𝐢𝐤𝐞 𝐭𝐡𝐢𝐬 𝐤𝐢𝐧𝐝 𝐨𝐟 𝐬𝐭𝐮𝐟𝐟? Subscribe here 👉 tinyurl.com/CloudThrillBlogs
👉Complete guide here cloudthrill.ca/how-i-passed...
🎯 I included all you need to ace it:
✅Free exam practice
✅ Most exhaustive Cheat Sheet (all topics covered)
✅CliffsNotes, & exam expectations
#Cloudthrill #Certification #GitHubActions
💎This, we shift from theory to practice, covering #vLLM installs across platforms? check our new blog, where we break it down in 5 sections😎#TherYouGo
𝐯𝐋𝐋𝐌 𝐟𝐨𝐫 𝐁𝐞𝐠𝐢𝐧𝐧𝐞𝐫𝐬 𝐏𝐚𝐫𝐭 𝟑:📖 𝐃𝐞𝐩𝐥𝐨𝐲𝐦𝐞𝐧𝐭 𝐎𝐩𝐭𝐢𝐨𝐧𝐬
Learn to deploy #vLLM everywhere! Even on CPU🤫
✅Platform & model Support Matrix
✅Install on GPU & CPU
✅Build Wheel from scratch | Python vLLM package
✅Docker/Kubernetes Deployment
✅Running vLLM server (Offline + Online inference)
💎Deploy your full fledged Talos 𝐊𝐮𝐛𝐞𝐫𝐧𝐞𝐭𝐞𝐬 stack with Terraform in one command.
check it out👉: tinyurl.com/CivoK8stf
✅ Includes Grafana, Prometheus, Let's Encrypt & more
📖 My Repo: tinyurl.com/k8sCivoRepo
#Civo #Grafana #Terraform #Kubernetes #Tutorial
🗓️ Thursday 17th 11:30 AM EDT
🎯 A chill livestream unpacking LLM #Quantization: #vllm vs #ollama. Learn about the What & How.
🔥Dope guest stars:
#bartowski from arcee.ai & Eldar Kurtic from #RedHat
🔗Stream on YouTube & Linkedin:
www.youtube.com/watch?v=XTE0...
💎What makes #VLLM the Rolls Royce of inference? 👇🏻check our new blog, where we break it down in 5 performance-packed layers😎#TherYouGo
𝐯𝐋𝐋𝐌 𝐟𝐨𝐫 𝐁𝐞𝐠𝐢𝐧𝐧𝐞𝐫𝐬 𝐏𝐚𝐫𝐭 𝟐:📖𝐊𝐞𝐲 𝐅𝐞𝐚𝐭𝐮𝐫𝐞𝐬 & 𝐎𝐩𝐭𝐢𝐦𝐢𝐳𝐚𝐭𝐢𝐨𝐧s
💎 What makes #vLLM the Rolls Royce of inference?
👉check it out: cloudthrill.ca/what-is-vllm...
✅ #PagedAttention #PrefixCaching #ChunkedPrefill
✅ #SpeculativeDecoding #FlashAttention #lmcache
✅ Tensor & #PipelineParallelism⚡
💡Over 𝟐𝟑 𝐦𝐢𝐥𝐥𝐢𝐨𝐧𝐬 secrets were exposed in #GitHub last year💀 & 𝟓𝟎K+ #Huggingface tokens leaks every month!
🛡️Switch to 𝐬𝐞𝐜𝐫𝐞𝐭𝐥𝐞𝐬𝐬 with Pipeline identity now!
👉We show you how: cloudthrill.ca/github-actio...
#Azure #NHI #CICD #Terraform #ManagedIdentity
💡Over 𝟐𝟑 𝐦𝐢𝐥𝐥𝐢𝐨𝐧𝐬 secrets were exposed in #GitHub last year💀 & 𝟓𝟎K+ #Huggingface tokens leaks every month!
🛡️Switch to 𝐬𝐞𝐜𝐫𝐞𝐭𝐥𝐞𝐬𝐬 with Pipeline identity now!
👉We show you how: cloudthrill.ca/github-actio...
#Azure #NHI #CICD #Terraform #ManagedIdentity
We’re kicking off our 𝐯𝐋𝐋𝐌 𝐟𝐨𝐫 𝐁𝐞𝐠𝐢𝐧𝐧𝐞𝐫𝐬 𝐬𝐞𝐫𝐢𝐞𝐬 with
𝐏𝐚𝐫𝐭 𝟏:📖 𝐓𝐡𝐞 𝐅𝐮𝐧𝐝𝐚𝐦𝐞𝐧𝐭𝐚𝐥𝐬💫
New to vLLM ? This one's for you👇🏻: cloudthrill.ca/what-is-vllm
✅ What is vLLM ( vLLM vs Ollama)
✅ Core Architecture (Engine, Sched, Execution, Memory)
✅ Offline and Online inference
🎧🔥"𝐆𝐢𝐭𝐇𝐮𝐛 𝐒𝐞𝐜𝐮𝐫𝐢𝐭𝐲 𝐡𝐨𝐫𝐫𝐨𝐫 𝐬𝐭𝐨𝐫𝐢𝐞𝐬 with
#SteveGiguere "☢️...tons of 𝐚𝐭𝐭𝐚𝐜𝐤 𝐯𝐞𝐜𝐭𝐨𝐫𝐬, best practices, and a lot of laughs😅. You don't wanna miss this !
Thank you Steve🙏🏻
👉🏻 spoti.fi/4dYicES 👈🏻
🧠Your AI workloads are nothing without securing credentials.
I'm kicking off a 𝐕𝐚𝐮𝐥𝐭 𝐟𝐨𝐫 𝐃𝐮𝐦𝐦𝐢𝐞𝐬 𝐬𝐞𝐫𝐢𝐞𝐬 with
𝐏𝐚𝐫𝐭 𝟏:🔐 𝐇𝐨𝐰 𝐭𝐨 𝐒𝐞𝐭 𝐔𝐩 𝐇𝐚𝐬𝐡𝐢𝐂𝐨𝐫𝐩 𝐕𝐚𝐮𝐥𝐭 with 𝐑𝐚𝐟𝐭 & 𝐓𝐋𝐒
👉check it out: tinyurl.com/HashiVault-f...
@cloudthrill.bsky.social
🧠Your AI workloads are nothing without securing credentials.
Read full statement: cloudthrill.ca/cloudthrill-...
#NVIDIAInception Program for Startups!
Read full statement: cloudthrill.ca/cloudthrill-...
#NVIDIAInception Program for Startups!
Join us on Wednesday, 𝐌𝐚𝐲 𝟕𝐭𝐡 from 5:30pm-8pm EST for another exciting #TAICO Meetup (Toronto AI and Cybersecurity Organization).
#Cloudthrill #ProudSponsor🔥
www.meetup.com/taico-toront...
Join us on Wednesday, 𝐌𝐚𝐲 𝟕𝐭𝐡 from 5:30pm-8pm EST for another exciting #TAICO Meetup (Toronto AI and Cybersecurity Organization).
#Cloudthrill #ProudSponsor🔥
www.meetup.com/taico-toront...
Time to refocus on your goals—like finally crushing that elusive 𝐂𝐊𝐀 𝐞𝐱𝐚𝐦 with my curated guide on:
✅ Best resources, hands-on labs, time investment tips
✅ D-day strategies, CLI tricks that save you time
🔥Just Do it💪
👉🏻 buff.ly/S60cXwN #CNCF
🤔 If you’ve opened #ChatGPT lately and thought:
“𝐖𝐚𝐢𝐭… 𝐰𝐡𝐚𝐭’𝐬 𝐨𝟑? 𝐀𝐧𝐝 𝐰𝐡𝐲 𝐚𝐫𝐞 𝐭𝐡𝐞𝐫𝐞 𝐬𝐨 𝐦𝐚𝐧𝐲 𝐦𝐨𝐝𝐞𝐥𝐬 𝐧𝐨𝐰?” You’re not alone. Today #openAI finally answered🙋🏻♀️
👉🏻https://platform.openai.com/docs/models/compare
🤔 If you’ve opened #ChatGPT lately and thought:
“𝐖𝐚𝐢𝐭… 𝐰𝐡𝐚𝐭’𝐬 𝐨𝟑? 𝐀𝐧𝐝 𝐰𝐡𝐲 𝐚𝐫𝐞 𝐭𝐡𝐞𝐫𝐞 𝐬𝐨 𝐦𝐚𝐧𝐲 𝐦𝐨𝐝𝐞𝐥𝐬 𝐧𝐨𝐰?” You’re not alone. Today #openAI finally answered🙋🏻♀️
👉🏻https://platform.openai.com/docs/models/compare
Turn Your 𝐋𝐨𝐜𝐚𝐥𝐡𝐨𝐬𝐭t into a FREE public URL
with 𝐙𝐫𝐨𝐤 from @openziti!— This 𝐙𝐞𝐫𝐨𝐓𝐫𝐮𝐬𝐭 tool allows you to securely expose your local apps to the internet for FREE! 🔄 👉 cloudthrill.ca/ngrok-vs-zrok-part1
🧠𝐁𝐫𝐢𝐧𝐠𝐢𝐧𝐠 𝐀𝐈 𝐈𝐧𝐟𝐞𝐫𝐞𝐧𝐜𝐞 𝐂𝐥𝐨𝐬𝐞𝐫 𝐭𝐨 𝐲𝐨𝐮𝐫 𝐝𝐞𝐯𝐬: deploy 𝐀𝐈 𝐄𝐧𝐝𝐩𝐨𝐢𝐧𝐭𝐬 𝐢𝐧 𝐎𝐊𝐄 from our own🔥Oracle #ACE @clouddude.bsky.social
♠️Check out the entire agenda 👉🏻 social.ora.cl/60170pPYS
♠️ Register for free 👉🏻 social.ora.cl/60120pPYa
@oracleace.bsky.social #AIInference #K8s #ollama
🧠𝐁𝐫𝐢𝐧𝐠𝐢𝐧𝐠 𝐀𝐈 𝐈𝐧𝐟𝐞𝐫𝐞𝐧𝐜𝐞 𝐂𝐥𝐨𝐬𝐞𝐫 𝐭𝐨 𝐲𝐨𝐮𝐫 𝐝𝐞𝐯𝐬: deploy 𝐀𝐈 𝐄𝐧𝐝𝐩𝐨𝐢𝐧𝐭𝐬 𝐢𝐧 𝐎𝐊𝐄 from our own🔥Oracle #ACE @clouddude.bsky.social
♠️Check out the entire agenda 👉🏻 social.ora.cl/60170pPYS
♠️ Register for free 👉🏻 social.ora.cl/60120pPYa
@oracleace.bsky.social #AIInference #K8s #ollama
llama.cpp, GGML GGUF, Bets K Quants,The Microsoft BitNet Quants .. Everything you need to know about quantization in one article 🔥
#LLMs#LLAMA#Quantization #Kquants #INT8 #AI #AIevals
llama.cpp, GGML GGUF, Bets K Quants,The Microsoft BitNet Quants .. Everything you need to know about quantization in one article 🔥
#LLMs#LLAMA#Quantization #Kquants #INT8 #AI #AIevals