2 more templates

Author: Tom Gotsman

assets/reflex_build_template_images/ml_service_admin_console.png

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+---
+
+title: ml_service_admin_console
+description: "Give data-science teams one place to log experiment runs, inspect model quality visually, and push the top performer to production in a single click."
+author: "Reflex"
+image: "ml_service_admin_console.png"
+demo: "https://ml-model-dashboard-cyan-ocean.reflex.run/"
+
+
+meta: [
+{"name": "keywords", "content": "MLOps dashboard, experiment tracking, model registry, attention maps, confusion matrix, machine-learning tooling, Reflex app, AI analytics"}
+]
+tags: ["MLOps", "Dashboard", "AI", "Analytics"]
+---
+
+# ML-Service Admin Console
+
+Every model experiment, metric, and promotion—on a single screen.
+The console captures new runs, renders heat-maps or confusion matrices for instant insight, and lets teams push the top performer to **production** with one click.
+
+---
+
+**Industry**
+Technology · Machine Learning · AI Infrastructure
+
+**End users**
+ML Engineers · Data Scientists · MLOps · Engineering Leadership
+
+**Components**
+Metrics Cards · Heat-Map Canvas · Confusion-Matrix Grid · Bar and Area Charts · Data Table · Promote Buttons · Role Guards
+
+---
+
+### What you can build
+
+* **Experiment Dashboard** – sortable table of runs with owner, tags, and every metric your team cares about.
+* **Run Registration Form** – upload artifacts, hyper-parameters, and metrics straight into Postgres; auto-refreshes the dashboard.
+* **Visual Diagnostics** – overlay attention maps on images or draw confusion matrices for classification tasks, all rendered client-side.
+* **Best-Model Ribbon** – automatically highlights the run with the highest key metric (default *accuracy*).
+* **One-Click Promotion** – “Promote to Prod” moves the chosen model to the **production** stage and archives the previous one.
+* **Role-Based Access** – **Admins** can upload and promote; **Viewers** get read-only insight.
+
+Under the hood it’s pure Python with Reflex—swap the mock endpoints for MLflow, WandB, or S3 storage, wire promotions to your CI/CD, and you have a production-ready MLOps control tower in minutes.

assets/reflex_build_template_images/requirement_management_platform.png

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+---
+
+title: requirement_management_platform
+description: "A lightweight, Polarion-inspired hub for writing, linking, and approving engineering requirements—all in your browser."
+author: "Reflex"
+image: "requirement_management_platform.png"
+demo: "https://polarian.reflex.run/"
+
+meta: [
+{"name": "keywords", "content": "requirement management software, spec traceability, compliance documentation, linked requirements, Polarion alternative, Reflex app"},
+]
+tags: ["Productivity", "Manufacturing", "Compliance", "Documentation"]
+---
+
+# Player EAN – Requirement Management & Traceability
+
+Writing specs is easy; keeping them consistent as designs evolve is the hard part.
+Player EAN gives hardware and product teams a single workspace to draft requirements, link dependencies, and flag anything that might break downstream—all without leaving a clean dark-mode editor.
+
+---
+
+**Industry**
+Automotive · Manufacturing · Medical Devices · Aerospace · Robotics
+
+**End users**
+Systems Engineers · Compliance Teams · Product Managers · Quality Assurance · R&D Leads
+
+**Components**
+Sidebar Tree · Rich-Text Markdown Editor · Linked-Spec Graph · Status Pills (Draft / Approved / Suspect) · Version Timeline · Auth & Role Controls
+
+---
+
+### What you can build
+
+* **Single-Source Requirements Docs** – create structured specs with IDs like `BRAKE-001` and render them in Markdown or HTML.
+* **Live Traceability Links** – connect specs in seconds; if a parent changes, children are auto-flagged as *Suspect* until reviewed.
+* **Approval Workflow** – move items from *Draft* → *Approved* with one click, and clear suspect flags when validations pass.
+* **Private Workspaces** – every logged-in user sees only their documents; guests explore sandbox demos without changing prod data.
+* **Health Snapshot Panel** – at a glance, see counts of Draft, Approved, Suspect, and Unlinked specs for any document.
+* **Version History & Diff** – step back through edits or compare two versions to spot wording changes (plug in Git or your DB of choice).
+* **Export & API Hooks** – shoot requirements to JSON, CSV, or downstream validation pipelines with a simple REST call.
+
+Behind the scenes, everything is pure Python with Reflex—swap the SQLite stub for Postgres, add SSO, or stream diff events to Jira, and you’ve got a production-ready requirements cockpit in minutes.