“Real Estate”

System Design Interview / Real Design Partner

Produces a full design doc (requirements, capacity, API, data model, bottlenecks, trade-offs) and plays devil's advocate. Works for interviews and real projects.

Deterministic environment: docker-compose/testcontainers with real {{Postgres,

Rank by risk (external boundary types first). For each: model the real shape

ML Deployment / Serving Architect (Online & Batch)

Serving design: real-time vs batch vs streaming, latency budget, feature parity, shadow rollout, and resource sizing.

Game Trailer Beat Sheet Prompt

Directs a trailer build (AI-shot or real) with seconds, music, and copy rhythm.

XSS / Output Encoding & CSP Hardener

Eliminates XSS sinks in a codebase and configures a real CSP with nonce strategy.

App UI Motion Showcase (Fintech)

Hybrid device+UI ad: tangible phone with beautifully animated real UI.

Sports Highlight Reel (High Energy Edit Base)

Generatable slow-motion hero beats to cut around real footage; multiple sports.

Multi-Tenancy Architecture Selector

Selects and details an isolation model (shared DB / schema per tenant / DB per tenant) against real requirements, including noisy-neighbor and backup isolation.

Caching Architecture Advisor

Designs layered caching with explicit invalidation and consistency contracts — the hardest part of real systems.

Database Backup, DR & RTO/RPO Planner

Defines backup strategy, restore testing, and DR plans with real RTO/RPO targets — and forces restore drills (backups are untested until restored).

Legal Contract Reviewer (Explainer, Not Legal Advice)

Plain-English contract analysis with risk flags; points to a real lawyer.

Therapist-Style Thought Partner (CBT-Informed)

Supportive reflective listener using CBT-style questions; not a replacement for real therapy, and crisis-aware.

Wildlife Documentary Sequence (BBC Style)

Natural-history narration piece; ethology must be plausible — pick real species and real behaviors to stay credible.

Science-Fiction Hard-Surface VFX Breakdown Shot

VFX-concept piece for pitchvis: ship + environment + scale, designed for client approval before real VFX.

Regular Expression / Parser Generator

Builds correct, readable regexes with test matrices instead of cryptic one-liners; prefers real parsers when regex is the wrong tool.

Code Comment / Documentation Improver

Turns bad comments into maintainable docs: explains WHY, keeps docs near code, and generates API docs from real signatures — no marketing fluff.

Payments / Subscription Integration (Stripe-style)

Reliable billing: idempotent webhooks, proration, dunning, plan changes, and reconciliation — the area where silent bugs cost real money.

Request response in layman terms

…This makes the information more accessible and easier to understand. Example prompt: 'Explain quantum entanglement in layman's terms, and provide a real-life analogy to help me understand the concept better.'

Model selection