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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: v1 pipeline foundation shipped (analyze · go-no-go · develop · deploy · judge · introspect · self-improve). v4 master plan locked, awaiting operator G-checks before implementation begins.

Submission deadline: 2026-06-11, 14:00 PT. Credit redeem deadline: 2026-06-04 (D-24).

Canonical execution plan

📋 Master Plan v4 (rendered HTML) — PDD on Runtime · mechanically gated · 13 sub-agents · 7 hook points · 9 GCP × 5 Phoenix features · projected 91–97 / 100 score · ~90 % target probability of top-3 in Arize track. Cost: ~$10 of $100 credit (10 %, 90 % margin).

Document hierarchy

Doc Purpose When to read
Master Plan v4 Canonical execution plan First read for execution
Master Plan v3 Verification baseline Reference for what was verified, when
v2 Architecture Deep technical reference Detailed contract specs
v2 Overview Team brief Quick share to new collaborators
Hackathon Audit Submission-readiness scorecard Pre-submission checklist
Run gallery 26 advocate previews from design phase Design provenance

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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