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Quiz Advanced
@eon01 published a quiz, 1 day, 22 hours ago
Founder, FAUN.dev

Kubernetes Deep Dive: QoS, Eviction, HPA, Probes, and Sidecars

An advanced 10-question quiz on Kubernetes internals and runtime behavior, aimed at practitioners who run clusters in production. It targets the subtle traps: QoS assignment rules, OOM-kill vs eviction, whether node-pressure eviction honors PodDisruptionBudgets, the exact HPA scaling formula and …

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Kubernetes Deep Dive: QoS, Eviction, HPA, Probes, and Sidecars
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@eon01 published a quiz, 1 day, 22 hours ago
Founder, FAUN.dev

Git Fundamentals: Commits, Branches, Merge, and Rebase

A 10-question quiz on how Git actually works under the hood, escalating from easy to hard. It covers what a commit really stores, branches as pointers, fast-forward vs merge commits, what rebase does to your history, the golden rule of …

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Git Fundamentals: Commits, Branches, Merge, and Rebase
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@eon01 published a quiz, 1 day, 22 hours ago
Founder, FAUN.dev

SRE Fundamentals: SLOs, Error Budgets, and Reliability Practice

A 10-question quiz on core Site Reliability Engineering concepts, escalating from easy to hard. It covers the SLI/SLO/SLA distinction, error budgets, the four golden signals, toil, blameless postmortems, and availability math (the "nines").

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SRE Fundamentals: SLOs, Error Budgets, and Reliability Practice
Quiz Average
@eon01 published a quiz, 1 day, 22 hours ago
Founder, FAUN.dev

Neural Network Fundamentals: From Activations to Gradients

A 10-question quiz on the core mechanics of neural networks, escalating from easy to hard. You will cover activation functions (ReLU, sigmoid, softmax), backpropagation, dropout, the vanishing gradient problem, and training vocabulary like epochs and iterations. Aimed at learners with …

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Neural Network Fundamentals: From Activations to Gradients
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@kala shared a link, 2 days ago
FAUN.dev()

Introducing Claude Sonnet 5

Anthropic launched Claude Sonnet 5, its most agentic Sonnet model, and set it as the default for Free and Pro users... read more  

Introducing Claude Sonnet 5
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@varbear shared a link, 2 days, 10 hours ago
FAUN.dev()

Devin Fusion

Devin Fusion maintains frontier performance at a 35% lower cost on the new FrontierCode benchmark, thanks to its innovative multi-model routing approach. By using both a frontier model and a cost-effective "sidekick" model, Devin Fusion optimizes performance and cost efficiency. The sidekick pattern.. read more  

Devin Fusion
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@varbear shared a link, 2 days, 10 hours ago
FAUN.dev()

Introducing Session Switcher. Swap Burp Sessions with One Click!

Doyensec released Session Switcher, a Burp Suite extension. You can save HTTP sessions under names, then swap cookies and headers inside the request editor... read more  

Introducing Session Switcher. Swap Burp Sessions with One Click!
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@varbear shared a link, 2 days, 10 hours ago
FAUN.dev()

Jobs and Software is Fu*ked

The writer, a software engineer with 10 years of experience, expresses frustration with the current job market, citing difficulties in navigating filters like Coderpad, hackerrank, and AI proctored exams. They feel disadvantaged by these filters and feel like companies are making it more difficult t.. read more  

Jobs and Software is Fu*ked
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@varbear shared a link, 2 days, 10 hours ago
FAUN.dev()

Qwen 3.6 27B is the sweet spot for local development

Qwen 3.6 is a local model that stands out as a general intelligence, offered in two variants: Qwen 3.6 35B A3B and Qwen 3.6 27B. Qwen 3.6 27B has been praised for punching above its weight, making it worth the heat it generates. Running Qwen 3.6 locally with llama.cpp is easier than ever, allowing f.. read more  

Qwen 3.6 27B is the sweet spot for local development
Vertex AI is Google Cloud’s end-to-end machine learning and generative AI platform, designed to help teams build, deploy, and operate AI systems reliably at scale. It unifies data preparation, model training, evaluation, deployment, and monitoring into a single managed environment, reducing operational complexity while supporting advanced AI workloads.

Vertex AI supports both custom models and foundation models, including Google’s Gemini model family. It enables organizations to fine-tune models, run large-scale inference, orchestrate agentic workflows, and integrate AI into production systems with strong security, governance, and observability controls.

The platform includes tools for AutoML, custom training with TensorFlow and PyTorch, managed pipelines, feature stores, vector search, and online and batch prediction. For generative AI use cases, Vertex AI provides APIs for text, image, code, multimodal generation, embeddings, and agent-based systems, including support for Model Context Protocol (MCP) integrations.

Built for enterprise environments, Vertex AI integrates deeply with Google Cloud services such as BigQuery, Cloud Storage, IAM, and VPC, enabling secure data access and compliance. It is widely used across industries like finance, healthcare, retail, and science for applications ranging from recommendation systems and forecasting to autonomous research agents and AI-powered products.