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You can install and run Deepseek V4 Flash fully local on a dual H100 96 GB server. The model uses FP4 and FP8 mixed precision, so loading the 284B parameters takes about 140 to 150 GB of VRAM, and 192 GB across two GPUs is enough to load it and get responses. Install vLLM and … Read more
DeepSeek V4 is a new family of models built around compressed sparse attention and hierarchical compressed attention that deliver million token context at roughly 27 percent of the compute cost. In practice it holds huge code bases and very long conversations in active context while staying fast and memory efficient, and its pro variant at … Read more
Claude Code is powerful for small tasks, but it skips the professional steps needed for complex SaaS work. Supercloud fixes this by adding a clear workflow with 16 commands and 9 plus personas that force proper planning, analysis, QA, security, performance work, and deployment steps before code generation. You install Supercloud, add key MCP servers, … Read more
You can 20x your results with Claude Code by installing the extension in VS Code, initializing your project to generate a claude.md project doc, and enforcing spec driven planning before any edits. Run features in Plan mode, let Claude use tools like web research and web fetch, review the task plan and edits. Then switch … Read more
The fix is simple. Give Claude Code real browser access using a Playwright MCP server, so it can actually open your app, navigate, click, scroll, fill forms, resize the viewport, take screenshots, and read both console and network logs to verify changes against requirements. Looking only at console logs and the codebase is not enough … Read more
Claude Code on the web lets me connect a GitHub repo, analyze the codebase with a single /init command, auto generate a claude.md guide and a README with Mermaid diagrams, then prepare a branch and pull request in minutes. I can move the same session to my local machine through Open in CLI, continue the … Read more
Claude Skills are worth using because they excel at specific, repeatable tasks, save context automatically, and are easy to share and reuse across projects and sub agents. They sit inside your Claude agent configuration with core system prompts, equipped skills, and MCP servers, then run in an agent virtual machine that has access to languages … Read more
Auto Claude is a desktop GUI for Claude Code that lets me run full spec development in a Kanban board, track tasks across planning, implementation, and QA, run multiple agents in parallel, and manage branches, pull requests, work trees, MCP servers, and terminals in one place. Install the stable build for your OS, open or … Read more
To turn a plain Claude Code terminal into a rich status bar that shows your model, a live context usage bar, accurate token counts, and theming, install jq, run the Status Line setup, then apply the generated command and restart Claude Code. You will see the model name, context percent used, tokens consumed in the … Read more
GSD is an open source spec driven development framework that orchestrates multiple sub agents to take a rough idea to a production ready application. The direct answer is this: use GSD to split planning, research, implementation, and verification into dedicated sub agents, each with a fresh context window, then run phases sequentially for higher accuracy … Read more