Join us

ContentUpdates and recent posts about INTELLECT-3..
Link
@faun shared a link, 4 months, 4 weeks ago
FAUN.dev()

OpenYurt Becomes a CNCF Incubating Project

OpenYurt, a CNCF brainchild, shakes up cloud-edge orchestration. It dances with Kubernetes like Fred Astaire and partners with any vendor under the sun... read more  

OpenYurt Becomes a CNCF Incubating Project
Link
@faun shared a link, 4 months, 4 weeks ago
FAUN.dev()

Insights from paper — Bigtable: A Distributed Storage System for Structured Data

Bigtableisn't just another footnote in Google's lineup. It dominates the data landscape, wrangling petabytes like a charm. Built for atomic row operations and sly tablet splits. Plus, it’s backed by Chubby’s fault-tolerance magic. Picture it as a NoSQL and relational database crossbreed with the fle.. read more  

Insights from paper — Bigtable: A Distributed Storage System for Structured Data
Link
@faun shared a link, 4 months, 4 weeks ago
FAUN.dev()

Caching is an Abstraction, not an Optimization

Cachingdoes more than rev up performance; it cuts through the chaos of software design, making it tidier and more modular. Sure,LRUandLFUsound like they should open for a prog rock band, but their trusty old formulas stand strong against those wild swings in data access... read more  

Caching is an Abstraction, not an Optimization
Link
@faun shared a link, 4 months, 4 weeks ago
FAUN.dev()

Building a Cloud Strategy That Delivers

Cloud strategy? It's not about fancy slideshows but shaking up how teams build and deploy. Master new skills. EmbraceSRE practiceslike it's your favorite hobby... read more  

Building a Cloud Strategy That Delivers
Link
@faun shared a link, 4 months, 4 weeks ago
FAUN.dev()

GitOps Introduction with Argo CD

GitOpsturns deployment upside down. A cunningpull-basedmethod. Tools likeArgo CDautomate app updates by keeping a hawk's eye on Git repos. Toss those convoluted CD pipelines into the trash. If updates stumble—justGit committo roll back. Safe teamwork—no need to touch the cluster... read more  

GitOps Introduction with Argo CD
Link
@faun shared a link, 4 months, 4 weeks ago
FAUN.dev()

Why Kubernetes Throttled My Idle Pods

70% CPU throttlingbaffled me in Kubernetes—minimal CPU usage, yet throttling? Alexandru Lazarev nailed it: ditch the CPU limits. Instant fix. Prometheus paints the spikes, while Grafana smooths them into a bore. Maybe those burstable CPU limits will swoop in to save us soon... read more  

Why Kubernetes Throttled My Idle Pods
Link
@faun shared a link, 4 months, 4 weeks ago
FAUN.dev()

Cloud Native App Local Development Made Easy with Microcks and Dapr

Dapr's sidecar model makes service talk a breeze.Microcks? It's all about pretending those pesky dependencies are there, so developers can run tests without spinning up an entire Kubernetes circus... read more  

Cloud Native App Local Development Made Easy with Microcks and Dapr
Link
@faun shared a link, 4 months, 4 weeks ago
FAUN.dev()

Improving Amazon ECS deployment consistency with SOCI Index Manifest v2

SOCI index manifest v2locks onto container images like a heat-seeking missile. It banishes AWS Fargate deployment gremlins and declutters index management. Switching to v2? Simple—deploy a shiny new CLI subcommand. Voilà, no more accidental SOCI index deletions wreaking havoc on your image indexes... read more  

Link
@faun shared a link, 4 months, 4 weeks ago
FAUN.dev()

Mirantis Extends Swarm Support Another Five Years

Mirantisthrows a lifeline toSwarm, promising five more years of support. Why? Simplicity. Even as theKubernetesjuggernaut thunders on, over100clients hang tight to Swarm's straightforward charm.MKEcleverly blends these orchestrators, smoothing your path to Kubernetes while cranking up the security d.. read more  

Link
@faun shared a link, 4 months, 4 weeks ago
FAUN.dev()

Basically Everyone Should Be Avoiding Docker

Docker’s magic? Slick deployment for the Unix-challenged. But here’s the catch: it ties skilled users in knots.Sure, it smooths some bumps, but at the price of freedom. Customizations? Troublesome. Troubleshooting? A nightmare. Simple tasks become tangled puzzles... read more  

INTELLECT-3 is a frontier-class 100B+ Mixture-of-Experts language model developed by Prime Intellect and trained end-to-end using their large-scale asynchronous RL framework, PRIME-RL. Built on the GLM-4.5-Air base model, INTELLECT-3 combines supervised fine-tuning with long-horizon reinforcement learning across hundreds of verifier-backed environments spanning math, code, science, logic, and agentic tasks.

The model was trained on a high-performance cluster of 512 NVIDIA H200 GPUs across 64 nodes, supported by Prime Intellect’s Sandboxes execution engine, deterministic compute orchestration, and Lustre-backed distributed storage. The result is a model that surpasses many larger systems in reasoning benchmarks while remaining fully open-source.

Prime Intellect released not only the model weights but also the full training recipe: PRIME-RL, Verifiers, the Environments Hub, datasets, and evaluation suites. INTELLECT-3 is positioned as a foundation for organizations seeking to post-train or customize their own frontier-grade models without relying on proprietary AI labs.