Origin
Problem-to-Solution Engine exists for a class of user who is regularly underserved by software tooling: the domain expert who understands a problem in depth but cannot translate it into the shape software demands. Generic AI assistants will produce code on request, but the user is not asking for code — they are asking for the bridge between problem and solution that lets them see whether the solution is worth building at all. P2S Engine produces that bridge: a structured problem brief, a recommended solution direction, an architecture summary, an MVP design, a build workflow, an interactive prototype the user can touch, and a deployable build pack the user can hand to a developer or run themselves.
Design
A user enters a freeform problem description. Nine engines convert that input into structured outputs in sequence. The Problem Intake Engine produces a brief. The Solution Framing Engine proposes a direction. The Architecture Summary Engine defines the system in bounded terms. The MVP Design Engine sizes a buildable first version. The Build Workflow Engine produces staged implementation prompts. The Solution Snapshot Engine builds an immediate first-screen summary visible in seconds. Progressive Disclosure reveals deeper sections as the user explores. The Working Solution Generator produces a sandboxed React prototype rendered in an iframe inside the application. The Deployable Build Pack Generator produces a multi-file Vite React starter with a non-technical README.
Structure
The pipeline is bounded end-to-end. Each engine has a defined input shape, a defined output shape, and a defined relationship to the engines upstream and downstream. Stage 8 — the prototype and build-pack generation — operates only on validated outputs from Stages 1 through 7; it does not invent missing structure. Multi-provider model support routes Stages 1 through 7 to a primary provider with automatic fallback to a secondary, so availability does not depend on a single vendor's uptime. Stage 8 surfaces model selection to the user explicitly. Visible trust labeling appears at every stage — the user sees what level of confidence the engine has and what assumptions it surfaced. Minimum viable snapshot enforcement guarantees that the first-screen output meets a structural threshold before the user is shown a partial or degraded result.
Defense
The defensibility claim is that the pipeline does not silently invent structure. Each stage has declared inputs, declared outputs, and a visible trust label that surfaces assumptions. When the system has to infer — and it often does — it labels the inference rather than presenting it as established fact.
The Solution Framing Engine does not pretend to know the user's market constraints; it proposes a direction and names what it assumed. The MVP Design Engine does not pretend to know the user's engineering capacity; it sizes a demo-scale first version and names what was bounded out. The prototype is sandboxed; the build pack is deployable but explicitly minimal. The non-technical README explains in plain language what the build pack is, what it is not, and what the user needs to know before handing it to a developer. The user is not impressed into trusting the output. The user is shown the output and the structure that produced it, and decides for themselves.
Status
Active. Nine-engine pipeline operational. Stage 8 Live Prototype rendering via sandboxed iframe. Stage 8 Build Pack generation producing deployable Vite React starter applications. Multi-provider fallback live for Stages 1 through 7. First-place finish at the Codefi Vibeathon during Springfield Tech Week.
