Category Reorganization, Smart Filtering, and Enhanced Discovery

October 13, 2025

This release completes the Builder Framework migration — a comprehensive reorganization of how builders are categorized, discovered, and displayed. All 29 builders have been regrouped into 11 meaningful categories (replacing the old flat structure), each with a unique color and enhanced metadata.

A new dual-filter system lets you find builders by what you want to create (specialty) and how you want to create it (methodology). The stats dashboard has been expanded, builder tips are now managed from a single source, and a model selector flickering issue has been resolved.

New Features

• 11 semantic builder categories — Builders are now organized into categories that reflect how you actually use them: Analysis & Research, Business Strategy, Compliance & Governance, Learning & Teaching, Prompt Engineering, Specialized Industries, Technical & Code, Thinking & Reasoning, Workflows & Automation, and Writing & Content. Each category has a unique color (cyan, purple, amber, emerald, indigo, and more) that appears on cards, badges, and a subtle bottom stripe for instant visual recognition.
• Specialty filtering — A new Specialty dropdown lets you filter builders by what you want to create: articles and long-form content, business and startup materials, technical development assets, marketing and advertising copy, and 14 more specialty areas. This answers the question “I need to create X — which builder should I use?”
• Methodology filtering — A separate Methodology dropdown filters by how builders operate: AI prompt engineering, data analytics, structured frameworks, strategic planning, and 8 more approaches. This answers “I want to use a particular approach — which builders support it?”
• Combined filtering — Specialty and Methodology filters work together (AND logic), so you can narrow down to exactly the right builder. For example, filter by “technical-development” specialty and “structured-framework” methodology to find builders optimized for creating structured technical documentation.
• Enhanced search — The search bar now searches across builder names, descriptions, categories, specialties, tags, and best-for descriptions, so you’re more likely to find what you’re looking for regardless of how you describe it.
• Expanded stats dashboard — The builders page now shows five stat cards instead of three: Total Builders, Categories, Specialties, Total Outputs, and Pinned Builders. All stats update dynamically and use color-coded cards for quick scanning.
• Human-readable difficulty labels — Builder cards now display difficulty as Beginner, Intermediate, Advanced, Expert, or Master instead of “Level 1–5,” making it immediately clear what experience level each builder targets.
• Output count badges — Each builder card now shows how many outputs it produces (e.g., “15 outputs”), helping you compare builders at a glance without opening each one.

Improvements

• Single source of truth for builder tips — Builder tips are now read directly from each builder’s configuration file instead of being duplicated in code. This means updating a tip requires changing only one file, and every builder’s tip stays consistent between the browsing page and the detail page.
• Smart reset button — A Reset button appears in the filter area only when you have active filters, keeping the interface clean when you’re browsing without filters.
• Client-side filtering — All filtering (category, specialty, methodology, search) happens instantly on the client without a page refresh, making the browsing experience feel fast and responsive.
• Responsive stats layout — The stats dashboard adapts from two columns on mobile to three on tablet to five on desktop, making efficient use of available screen space.
• Cleaner builder cards — Time estimates and specialty badges have been removed from cards in favor of the more useful difficulty label and output count, reducing visual noise.

Bug Fixes

• Fixed model selector flickering and excessive API calls — The AI model selector was triggering dozens of redundant API calls and causing visible flickering when changing selections. A debounce mechanism now ensures a single API call per filter change, dropdown controls are disabled during loading to prevent rapid clicks, and a fixed-height container eliminates layout jumping. The result is smooth, flicker-free model selection.