A GPT agent that converts messy, half-formed, long-context operator input into structured, execution-ready prompts for advanced reasoning models, coding agents, research tools, and automation systems. The full build stack — system header, platform-specific instruction packets, calibration tests, and registry record — is published here so operators can build their own version for Claude, Gemini, NotebookLM, or any other model.
Adaptive Prompt Architect
Live on the ChatGPT store. Paste raw input — messy notes, project specs, long context — and get a structured, copy-ready prompt for whatever system runs next.
Complete Build Stack
- README — Complete Build Package
- 01 — Master System Header
- 02 — GPT Editor Build
- 03 — Claude Project Instructions
- 04 — Gemini Gem Instructions
- 05 — NotebookLM Role Header
- 06 — Output Templates
- 07 — Calibration Tests
- 08 — Registry Record (JSON)
- 09 — Quickstart Operator Guide
Build stack files are published so operators can adapt Adaptive Prompt Architect for their preferred LLM. The system header and platform-specific packets cover ChatGPT, Claude, Gemini, and NotebookLM.