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@kala shared a link, 2 days, 13 hours ago
FAUN.dev()

Generative Pen-trained Transformer

MeetGPenT, an open-source, wall-mounted polargraph pen plotter with a flair for generative art. It blends custom hardware, Marlin firmware, a Flask web UI running on Raspberry Pi, and Gemini-generated drawing prompts. The stack? Machina + LLM. Prompts go in, JSON drawing commands come out. That driv.. read more  

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@kala shared a link, 2 days, 13 hours ago
FAUN.dev()

Towards self-driving codebases

OpenAI spun up a swarm of GPT-5.x agents - thousands of them. Over a week-long sprint, they cranked out runnable browser code and shipped it nonstop. The system hit 1,000 commits an hour across 10 million tool calls. The architecture? A planner-worker stack. Hierarchical. Recursive. Lean on agent ch.. read more  

Towards self-driving codebases
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@kala shared a link, 2 days, 13 hours ago
FAUN.dev()

Self-Optimizing Football Chatbot Guided by Domain Experts on

Generic LLM judges and static prompts fail to capture domain-specific nuance in football defensive analysis. The architecture for self-optimizing agents built on Databricks Agent Framework allows developers to continuously improve AI quality using MLflow and expert feedback. The agent, such as a DC .. read more  

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@devopslinks shared a link, 2 days, 13 hours ago
FAUN.dev()

Demystifying : Why You Shouldn’t Fear Observability in Traditional Environments

OpenTelemetry is friendly with the past. It now pipesreal-time observability into legacy systems- no code rewrite, no drama. Pull structured metrics straight from raw logs, Windows PDH counters, or SQL Server stats. It doesn’t stop there. Got MQTT-based IoT gear? OTLP export or lightweight adapters .. read more  

Demystifying : Why You Shouldn’t Fear Observability in Traditional Environments
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@devopslinks shared a link, 2 days, 14 hours ago
FAUN.dev()

CloudBees CEO: Why Migration Is a Mirage Costing You Millions

A new CloudBees survey shows 57% of enterprises dropped over $1M on cloud migrations last year. Each effort blew past budget by an average of $315K. The kicker? Many teams still treatmodernization as migration- a shortcut that usually leads to drained budgets, burned-out devs, and delays in shipping.. read more  

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@devopslinks shared a link, 2 days, 14 hours ago
FAUN.dev()

The only Terraform pipeline you will ever need: GitHub Actions for Multi-Environment Deployments

A sharp new GitHub Actions pipeline can now sniff out which Terraform environments changed - anywhere in the repo, no matter how nested - and run them in parallel. Fast, clean, and automatic. It leans onmatrix jobs,Checkovfor static analysis,Workload Identity Federationfor secure cloud access (no ha.. read more  

The only Terraform pipeline you will ever need: GitHub Actions for Multi-Environment Deployments
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@devopslinks shared a link, 2 days, 14 hours ago
FAUN.dev()

Scaling PostgreSQL to power 800 million ChatGPT users

OpenAI pushedPostgreSQLto handle millions of QPS across 800M users. How? Nearly 50 read replicas, heavy read offloading, and serious trimming on write pressure. Writes? Sent elsewhere. Sharded systems likeCosmosDB, lazy writes, and app-level tweaks helped sidestep PostgreSQL’sMVCCwrite amplification.. read more  

Scaling PostgreSQL to power 800 million ChatGPT users
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@devopslinks shared a link, 2 days, 14 hours ago
FAUN.dev()

How GEICO lowered its $300M cloud spend and decoupled security from the network

GEICO's IT infrastructure transformation journey highlights the shift from legacy network-centric security model to a more modern, identity-first approach. By centralizing identity and secrets management using HashiCorp Vault, GEICO improved security, reliability, and compliance across their hybrid .. read more  

Course
@eon01 published a course, 3 days, 4 hours ago
Founder, FAUN.dev

Painless Docker - 2nd Edition

Docker Compose Docker Grype Syft Docker Swarm Go Python

A Comprehensive Guide to Mastering Docker and its Ecosystem

Painless Docker - 2nd Edition
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@laura_garcia shared a post, 3 days, 12 hours ago
Software Developer, RELIANOID

🚀 FinovateEurope 2026

📍 London, UK | 🗓️ 10–11 February 2026 Market-ready innovations. Executive-level networking. Inspiring insights. FinovateEurope brings together banking leaders, fintech innovators, investors, and technology providers to shape the future of financial services at a critical moment for the global fint..

finovate europe 2026 london relianoid
aPurple is a premier startup app development company, offering mobile app, SaaS, MVP, software, and web development services that transform innovative AI startup ideas into market-ready solutions that drive success.

Our dedicated team of 200+ developers excels in various industrial categories, including taxi, logistics, food delivery, beauty services, errand services, e-commerce, grocery services, liquor delivery, telemedicine, and entertainment solutions. At aPurple, we leverage cutting-edge technology and a deep understanding of startup challenges to deliver products that meet and exceed expectations. We pride ourselves on being a one-stop solution for all your app development needs, offering comprehensive services from design and development to custom-built applications.

As the world’s first agency focused solely on Startups and Entrepreneurs, we serve clients in India and the USA, Canada, Saudi Arabia, Australia, Hong Kong, and beyond, ensuring that startups worldwide have access to our innovative solutions and expertise.

Key Services:
- Startup Consulting Services
- SaaS Development Services
- MVP Development Services
- eCommerce Development
- Agile Development
- Custom Mobile App Development
- Software Product Development Services
- Website Design & Development
- Branding & UX/UI Design Services
- Hire Dedicated Developer Teams

We understand the unique challenges faced by startups and are committed to helping them succeed. Our commitment to excellence is reflected in our track record of successful projects and satisfied clients.

We have a proven history of delivering high-quality solutions on time and within budget, ensuring that our clients can focus on their core business while we handle the technical aspects.

Partner with aPurple to bring your startup vision to life with innovative solutions that drive growth and ensure your success in a competitive market.