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WhyC

While they hire, we ship.

WhyC is the satirical counter-product for funded teams that take six months to deploy what an agent ships in a day. Paste a job-posting URL — get a hosted, working preview in under 24 hours, with a self-improvement loop that climbs spec-fit until the deployed app actually matches the pitch it claims to be.

This repository is the design phase for a submission to the Google Cloud Rapid Agent Hackathon — Arize track. Production code lands here as it's built.


What WhyC does

[paste job-posting URL]
       ↓
●  analyzing posting              ✓ 12s
●  extracting product hypothesis  ✓ 31s
●  generating Next.js scaffold    ▓▓▓ 9m
●  deploying to Cloud Run         ✓
●  first deploy live              spec-fit 71%

   ↻ self-improvement loop running…
   iter  3   spec-fit  84% ▲
   iter  7   spec-fit  92% ▲
   iter 11   spec-fit  96%  — converged

A multi-agent pipeline reads the posting, infers the product hypothesis, generates a Next.js front-end with a working API or two, deploys to Cloud Run, then sits in a self-improvement loop: Phoenix MCP queries the agent's own OpenInference traces, an LLM-as-judge scores whether the deployed preview matches the extracted spec, and only the under-spec flows are regenerated until convergence.

The headline claim is "1 day vs 6 months." The technical claim is observable, measurable spec-fit improvement on every iteration.


Stack (hackathon-locked)

Layer Choice
Model Gemini (Vertex AI / Agent Platform SDK)
Agent runtime Code-owned via Google ADK + Cloud Run
Orchestration Google Cloud Agent Builder
Observability Arize Phoenix MCP + OpenInference auto-instrumentation
Front-end Next.js (web platform)
Deploy Cloud Run + Secret Manager

Per hackathon rules, no AWS / OpenAI / Anthropic APIs serve as the agent backbone, and all code in this repository is created on or after 2026-05-05 (contest start).


Repository layout

.
├── hackathon/        — captured originals from rapid-agent.devpost.com
│   ├── 01-overview.md
│   ├── 02-rules.md
│   ├── 03-resources.md
│   ├── 04-arize-track.md
│   ├── 05-elastic-track.md
│   ├── 06-fivetran-track.md
│   └── SUMMARY.md
├── runs/<run-id>/    — PreviewForge design run (26 advocate previews, 4-panel votes,
│                       mitigation checklist, gallery, locked spec). The actual product
│                       code is built using these artifacts as input, not the artifacts
│                       themselves.
├── .claude/          — workspace permissions for the pf design tool
├── LICENSE           — Apache-2.0 (OSI-approved, hackathon-required)
└── README.md

Once SpecDD locks the OpenAPI / Prisma schema and engineering scaffolds the Cloud Run service, source will land in apps/api/, apps/web/, packages/sdk/ — separate from the design artifacts in runs/.


Status

Phase: PreviewDD complete (26 advocate previews + 4-panel meta-tally + mitigation checklist). Awaiting Gate H1 (final preview lock) before SpecDD opens.

Submission deadline: 2026-06-11, 14:00 PT.


Brand & legal posture

The aggressive YC-mocking framing ("WHILE YC HIRES, WE SHIP") is intentional and structural — it's a categorical critique of post-Demo-Day delivery patterns observable on public job boards, not a targeting of any specific company. The 3-minute submission video uses anonymised or synthetic job postings only; no third-party trademarks, names, or logos appear in any submission artifact. Live deploys generated by WhyC use signed, expiring URLs with noindex headers and 24-hour TTLs, and ship with a public takedown channel.


Team

Two-person team operating as Two Weeks Team. Designated representative for hackathon submission: Sejun Kim (centisgood@gmail.com).


License

Licensed under the Apache License 2.0 — OSI-approved, commercial use permitted, patent grant included. Required for hackathon Stage-1 pass.

About

While they hire, we ship. A satirical 1-day-MVP agent for the Google Cloud Rapid Agent Hackathon (Arize track).

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