calmdownoscar

A multi-agent software engineering methodology: voice ideation → feasibility benchmarks → pre-mortem analysis → backend architecture → UI/UX mockups → security audits & post-mortems.

01 · Voice Capture & Vault Ingestion

Ideas are spoken directly into the Unli Rice iOS capture app and transcribed to markdown text. Notes automatically sync to the local Unli Rice vault as ground-truth memory accessible by connected MCP agents.

02 · Feasibility & Market Research

Gemini Spark ingests the raw vault text, analyzes technical feasibility, and benchmarks existing market solutions to evaluate whether the concept solves a genuine operational gap.

03 · Pre-Mortem & Evals Injection

Claude performs a pre-mortem failure analysis, adding context rules, guardrails, and evals. Once approved, Claude generates a handoff prompt for Codex to build backend schemas and core logic, returning for verification.

04 · UI/UX Assembly & Security Audit

Antigravity builds UI/UX mockups and frontend components (with Figma/Higgsfield over MCP). Near completion, Claude runs a security audit for exploit vectors and encryption, followed by a Codex post-mortem before Vercel proxy & App Store release. Post-release, Unli Disk frees storage by deleting simulators and dead-end repos.

Visual map of the multi-agent pipeline: from voice capture to pre-mortems, backend architecture, security audits, and post-mortems — featuring automated return verification loops at every stage.

Unli Rice Voice Capture (iOS) Unli Rice Vault (Notes) Gemini Spark (Feasibility & Market) Claude (Pre-Mortem & Evals) Unli Rice / MCP Vault Sync Codex (Backend Architecture) Antigravity (UI/UX Frontend) Figma / MCP Media Claude (Security Audit & Encryption) Codex (Post-Mortem & Regression) Vercel Proxy & App Store Release Unli Disk (Frees storage by deleting simulators & dead end repos) Verification Return Hardening Loop Regression Check