Join us

ContentCurated links by FAUN.dev
Link
@kala shared a link, 6 months ago
FAUN.dev()

Optimizing document AI and structured outputs by fine-tuning Amazon Nova Models and on-demand inference

Amazon rolled out fine-tuning and distillation forVision LLMslike Nova Lite viaBedrockandSageMaker. Translation: better doc parsing—think messy tax forms, receipts, invoices. Developers get two tuning paths:PEFTor full fine-tune. Then choose how to ship:on-demand inference (ODI)orProvisioned Through.. read more  

Optimizing document AI and structured outputs by fine-tuning Amazon Nova Models and on-demand inference
Dev Swag
@ByteVibe shared a product

Electronic Circuit Mouse pad - Developer / Programmer / Coder / Software Engineer / DevOps

#developer  #merchandise  #swag 

👨‍🚀 ByteVibe, a space out of space 👨‍🚀 ─ ✅ Rectangular shape ✅ Durable color ✅ Durable material ✅ High-density foam ✅ Ultra-thin rubber base ✅ Stylish and comfortable ✅ Smooth mouse sliding action ✅ U...

Link
@kala shared a link, 6 months ago
FAUN.dev()

Post-Training Generative Recommenders with Advantage-Weighted Supervised Finetuning

Generative recommender systems need more than just observed user behavior to make accurate recommendations. Introducing A-SFT algorithm improves alignment between pre-trained models and reward models for more effective post-training... read more  

Link
@devopslinks shared a link, 6 months ago
FAUN.dev()

A FinOps Guide to Comparing Containers and Serverless Functions for Compute

AWS dropped a new cost-performance playbook pittingAmazon ECSagainstAWS Lambda. It's not just a tech choice - it’s a workload strategy. Go containers when you’ve got steady traffic, high CPU or memory needs, or sticky app state. Go serverless for spiky, event-driven bursts that don’t need a long lea.. read more  

A FinOps Guide to Comparing Containers and Serverless Functions for Compute
Link
@devopslinks shared a link, 6 months ago
FAUN.dev()

Jump Starting Quantum Computing on Azure

Microsoft just pulled off full-stack quantum teleportation withAzure Quantum, wiring up Qiskit and Quantinuum’s simulator in the process. Entanglement? Check. Hadamard and CNOT gates set the stage. Classical control logic wrangles the flow. Validation lands cleanly on the backend... read more  

Link
@devopslinks shared a link, 6 months ago
FAUN.dev()

How and Why Netflix Built a Real-Time Distributed Graph -  Ingesting and Processing Data Streams at Internet Scale

Netflix built a Real-Time Distributed Graph (RDG) to connect member interactions across different devices instantly. Using Apache Flink and Kafka, they process up to1 millionmessages per second for node and edge updates. Scaling Flink jobs individually reduced operational headaches and allowed for s.. read more  

Link
@devopslinks shared a link, 6 months ago
FAUN.dev()

What is autonomous validation? The future of CI/CD in the AI era

CircleCI droppedautonomous validation, a smarter CI/CD that thinks on its feet. It scans your code, predicts breakage, runs only the tests that matter - and fixes the easy stuff on its own. If things get messy, it hands off full context so you’re not digging through logs. Bonus: it keeps learning fr.. read more  

What is autonomous validation? The future of CI/CD in the AI era
Link
@varbear shared a link, 6 months, 1 week ago
FAUN.dev()

GitHub MCP Registry: The fastest way to discover AI tools

GitHub rolled out theMCP Registry—a hub for findingModel Context Protocol (MCP) serverswithout hunting through scattered corners of the internet. No more siloed lists or mystery URLs. It's all in one place now. The goal? Cleaner access to AI agent tools, plus a path towardself-publishing, thanks to .. read more  

GitHub MCP Registry: The fastest way to discover AI tools
Link
@varbear shared a link, 6 months, 1 week ago
FAUN.dev()

Nine HTTP Edge Cases Every API Developer Should Understand

Last February, CVE-2024-26141 punched a nasty hole inRack's Range header parsing. All versions since 1.3.0 are exposed. The bug let attackers blow up memory usage and responses—classic denial-of-service—just by crafting bloated Range headers. The trick? Custom file download handlers. They skip the u.. read more  

Nine HTTP Edge Cases Every API Developer Should Understand
Link
@varbear shared a link, 6 months, 1 week ago
FAUN.dev()

A stateful browser agent using self-healing DOM maps

A stateful browser agent using self-healing DOM maps is now available. Users describe tasks, Agent4 performs them, creates reusable workflows from interactions, and executes instantly on subsequent requests. Under the hood, it checks for known maps in a vector DB, patches them if needed, and self-he.. read more  

Link
@varbear shared a link, 6 months, 1 week ago
FAUN.dev()

Python 3.14 Is Here. How Fast Is It?

Python 3.14 lands with a ~27% speed jump over 3.13, keeping the post-3.11 momentum alive. The big news: the newfree-threading interpreter—no GIL—now hits up to3.1x fasterthan regular CPython in multi-threaded, CPU-heavy benchmarks. That’s up from 2.2x in 3.13. Less shiny: theJIT interpreterstill can.. read more  

Python 3.14 Is Here. How Fast Is It?