Red Hat Developer program provides no-cost software subscriptions, tutorials, and career insights to enterprise software developers and architects.
- Tweets 12,192
- Following 416
- Followers 21,477
- Likes 8,428
Before attending our Devoxx Belgium talks on owning the inference layer, take some time to walk through this step-by-step learning path to prototype local LLMs using Podman #AI Lab and scale them up to #OpenShiftAI.
Know before you go!
🔗 red.ht/4dajfm6
4
557
Test your #AI agent skills before they break in production. Use skill-creator for authoring and promptfoo for automated testing in CI.
Catch silent misfires, validate trigger descriptions, and ensure your skills work as intended.
red.ht/3VdhYEG
12
704
Partition AMD Instinct MI300X GPUs into 64 virtual functions with hardware-backed isolation. Deploy multi-tenant #AI workloads on @RedHat #OpenStack Services on #OpenShift while maintaining 96–99% of bare-metal memory bandwidth.
red.ht/4dj8U7o
1
8
985
Brush up on key #Quarkus concepts or transition your existing #Java code with our Quarkus Cheat Sheet & interactive learning paths, before Devoxx Belgium next week.
Get started 👇
📄: red.ht/4ysEMPs
💻: red.ht/3VIBUiK
1
1
5
565
Quantify your infrastructure stability with Krkn's beta Resiliency Score. Track Prometheus data against pre-defined SLOs, assign custom weights to critical components, and get a 0-100% metric that reveals true blast radius.
#cloudnative #observability
red.ht/4yAh3N2
1
9
581
🔒Protect your #AI supply chain. Chat templates, LoRA adapters, and instruction-tuned models all create attack surfaces that standard scanning misses.
Build a defense pipeline that assumes detection will fail and contains threats at every stage. red.ht/4hmh4OH
1
6
559
Heading to Devoxx Belgium to learn about building #AI Agents in Java?
Before catching sessions on LangChain4j and Agentic Systems, learn the foundational patterns for LLM integration, prompt handling, and agent workflows.
Get a head start ➡️ red.ht/4yrgXYh
2
1
5
475
Deploy distributed #PyTorch training on #Kubernetes. #RedHat #OpenShift AI 3.4 introduces #Kubeflow Trainer v2, a unified API that replaces framework-specific CRDs and handles torchrun, environment variables, and pod coordination automatically.
red.ht/4xW11fs
7
677
🧪 Test your #AI model for vulnerabilities with garak, an #opensource LLM scanner. Point it at your model, run a prompt injection probe, and see results in minutes.
Identify jailbreaks, toxic output, and hallucinations before they reach production.
red.ht/4hmGnjC
1
2
16
729
Transform 80 failed CI jobs into 3️⃣ root causes with Pipeline Failure Analyzer. Semantic grouping bridges the gap across multi-architecture builds where traditional string matching fails.
#AI #CICD #OpenSource
red.ht/4z385I2
10
559
Empower your #AI journey with #RedHat #OpenShift AI. Sovereign AI means more than just local data storage; it's about having full technological control and independence. #Opensource software fosters transparency, enabling you to run AI on your terms.
🔗 red.ht/4hjh1TT
1
9
675
Red Hat Developer retweeted
Building your #Devoxx Belgium schedule? See how to connect with @rhdevelopers on site in Antwerp: red.ht/devoxxbelgium2026
1
4
479
Upgrade to #RedHat JBoss Web Server 7️⃣ with #Apache Tomcat 11 and #Jakarta EE 11. Get Expression Language support for records, improved parameter parsing, and HTTP/2 updates.
#Java 17 required. Plan your migration path today!
red.ht/4ACZ8Hc
3
10
747
Stop shipping defaults in imbalanced datasets. Search the model space, rank by cost impact, and scale your workflow with @RedHat #OpenShift AI.
Move from local #Python sweeps to enterprise AutoML pipelines. red.ht/4daGA71
1
9
746
Build decision engines that route tickets, moderate content, and score risk in milliseconds. DiffusionGemma on #vLLM delivers structured answers with probabilities from a single forward pass.
Try it on #RedHat AI Inference today. red.ht/4yZQMrg
1
2
13
721
Automate your release delivery with #RedHat Developer Hub. Configure golden path templates that embed organizational best practices, then scaffold new applications with integrated CI/CD workflows using #Tekton and #ArgoCD.
red.ht/4iNReEs
12
694
🇧🇪 Devoxx Belgium is right around the corner!
Make sure Booth #8 is on your floor map. Stop by to chat with our open-source experts, check out live demos, and grab some exclusive Red Hat swag (while supplies last)!
🔗 red.ht/4hekwek
1
6
611
Manage distributed edge infrastructure at scale with a layered approach. Automate tasks with #Ansible, distribute container images with #Quay, and enforce #security policies across your fleet.
Build the management stack that fits your edge scenario. red.ht/47iDn1O
1
2
8
738
Choose between #Podman or #Kubernetes for your edge workloads. Evaluate architecture complexity, container scheduling needs, and operational maturity to select the right orchestration approach for #RHEL or #RedHat Device Edge deployments.
red.ht/4z0T3mq
1
1
7
735
Want to learn how to build a secure #Python Flask application using #RHEL Hardened Images? Our new learning path guides you through creating bootable VMs. Discover the benefits of RHEL Hardened Images and future-ready your apps.
Get started today! red.ht/4iNRMtV
9
676