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mohammad shafiullah
mohammad shafiullah

Posted on Originally published at loxiaflow.com

Feature-by-Feature AI Execution Across Your Full Stack: Meet LoxiaFlow

#ai #programming #devtools #productivity

When building multi-layer systems (Frontend, Backend API, Mobile client), running raw AI coding prompts often leads to architecture drift—an API client subtly changes while the backend endpoint remains on the old contract.

LoxiaFlow is a local-first desktop workspace that structures feature development into reproducible, layer-aware workflows.

Once your initial layers and architecture are defined, anyone can pick up a feature workflow, run the AI implementation, and validate it step-by-step across the stack.

How It Works: From Idea to Verified Feature

  • 📝 Docs & Mockups: Write PRDs and specs in Markdown with inline SVG/draw.io diagrams, or generate live HTML/CSS screen mockups from plain-text descriptions using 30+ built-in templates.
  • 🏗️ Layers Define the Stack: Register your architectural layers once (Frontend, Backend API, Mobile, DB, etc.) with setup instructions per layer. Every workflow, test run, and AI prompt is scoped to a specific layer.
  • ⚡ AI Workflows, Step by Step: Turn a mockup plus your docs into a full set of implementation workflows in one AI call—UI shell first, then one workflow per feature, each ending in "Wire Up" and "Integration Build & Fix" steps. Run one step at a time or chain the whole thing with live streaming output.
  • 🧪 Testing & Security, Built In: Auto-generates and runs tests across Flutter, JS/TS, Python, .NET, Java, Go, and Ruby, parsing pass/fail counts automatically. Run per-layer security scans and track results over time.
  • 🗂️ Issues That AI Can Batch-Fix: Track bugs and features per layer, then run the Issue Runner to fix multiple open issues in sequence with live terminal-style output.

Local by Default

Every project lives in a local SQLite database on your machine. No account, no cloud dependency—unless you choose to connect one.

  • 🆓 Free, fully local: Run everything against Ollama models on your own hardware. No token costs, nothing leaves your machine.
  • ⚡ Optional cloud models: Connect Claude, Gemini, or any OpenAI-compatible API, plus subscription CLI coding agents, when you want more horsepower—assign different models to different pages (fast model for chat, stronger model for code generation).

Get Early Access

Early access builds are available for Windows, macOS, and Linux. The first 50 founding members get a full unrestricted license in exchange for feedback.

👉 Check it out: https://www.loxiaflow.com/

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