Before you install or upgrade, learn supported installation methods on RHEL and OpenShift and how to upgrade from Ansible Automation Platform 2.6 Read more ›
Mellum2 is JetBrains' open-weight LLM) for AI workflows, released open source under Apache 2.0 in June 2026. It is the successor to Mellum: where the original focused on code completion, Mellum2 handles both natural language and code. JetBrains positions it as engineered for the hard parts of produc Read more ›
AI Gives a venture capital take of Anything anywhere delivery via Space rocket. 1hr global TAM for 2k lb / 5.6m³ container • Core TAM: $50B to 100B slice of ~$250B air cargo + $300B express for time-critical high-value goods (pharma, electronics, auto/aero parts, medical). • Expansion opportunity True global JIT slashes inventory costs across ... Read more Read more ›
Hey dev community, If you are running programmatic SEO networks, web scrapers, or scaling data pipelines for LLM ingestion, you are probably relying heavily on Rotating Proxies. The pitch from proxy vendors is always the same: "We give you millions of residential IPs, and we rotate them automatically on every request so you never get blocked." Sounds perfect, right? But last month, while auditing our Django-based scraping manager, I noticed a painful anomaly: our proxy bill was creeping up by... Read more ›
Back in 2022 and 2023 there were two big branches of machine learning happening at Meta1. The LLM work that led to Llama was a clean, smooth stack of repeated Transformer modules; the recommendatio… Read more ›
Selecting a web automation framework in 2026 is a strategic decision that impacts team velocity, budget, and long-term project success. Evaluating architecture, performance, and Total Cost of Ownership (TCO) helps identify the right fit. Read more ›
EverGreen, founded by ex-Nvidia execs like Greg Estes, supports AI startups through investment and mentorship, leveraging Nvidia alumni networks. Read more ›
How vLLM, Function Calling, and World Models actually work Read more ›
Discover how deep tech startups are using venture debt to survive government delays and protect equity. Read the growth strategies here. Read more ›
Service desk automation combines AI, workflows and self-service tools to reduce IT costs, improve resolution times and scale support. Read more ›
Series — Fine-Tuning, Smallest to Largest: QLoRA (7B) ← you are here In , LoRA let me fine-tune a 1.5B model by freezing it and training tiny adapters. But the frozen base still sat in memory in 16-bit (~3GB). Now I wanted to go to Qwen2.5-7B — and hit a wall that LoRA alone doesn't solve. The problem A 7B model is ~15GB in 16-bit precision. A free-tier T4 GPU has 16GB. It would barely load, with no room left to actually train. The QLoRA insight QLoRA asks the question that naturally follows ... Read more ›
The rep who closes everything is the biggest risk on your cap table Read more ›
The ScyllaDB Cloud Terraform provider gives you infrastructure-as-code control over your clusters. Read more ›
Learn how to securely deploy DeepSeek R1 on a dedicated server using vLLM. Step-by-step hardware guide, Docker setup, Nginx reverse proxy, and enterprise security. Read more ›
Funding this year has already surpassed 2025 total as soaring valuations fuel fears of a hype cycle Read more ›
An MCP server generator for Ansible. Reflects every installed module from ansible-doc into typed, LLM-callable MCP tools. - msradam/rocannon Read more ›
If you trace the timeline of how LLMs went from a technologist's dream to early text-generation toys, to the world-shifting launch of ChatGPT, and finally to the daily drivers of modern programming (Sonnet, Opus), it has taken less than a decade. It’s a thrilling, almost unbelievable tale. Read more ›
DevOps has always evolved with technology. Cloud changed how teams manage infrastructure. Containers changed how applications are deployed. CI/CD changed how software is released. Observability changed how teams monitor systems. Now AI is starting to change DevOps again. The next stage of DevOps is not only automation. It is intelligence. *DevOps Was Built on Automation * Automation is one of the strongest foundations of DevOps. DevOps teams automate: • Builds • Tests • Deployments • Infrastr... Read more ›
Go’s IPO — Japan’s biggest so far this year — has done more than provide a much-needed boost to the country’s languishing listing season. It has also supplied the taxi-hailing app with the capital required to address an existential issue: Japan’s shortage of drivers. Go, which went public Tuesday, plans to use the ¥88.6 billion […] Read more ›