Templates for Human + Agent Pairing
Jumpstart your brainstorm with pre-structured spatial topologies. Each template is pre-seeded with SQL entity tables, geometric decision shapes, authentic tech vector logos, and WebMCP agent prompts.
Agentic RAG & Hybrid Vector Search
Production RAG pipeline with semantic caching, query rewriting, hybrid dense/sparse retrieval, cross-encoder reranker, and reasoning synthesis.
"Analyze this RAG pipeline for cold-start latency bottlenecks and propose a multi-query expansion sub-graph."
Multi-Agent Autonomous Swarm (WebMCP)
Collaborative agent collective where specialized agents (Code, Research, Verification) communicate via shared memory and execute live browser tools.
"Review the tool invocation loop and add a specialized security compliance agent to inspect generated terminal scripts."
Local AI & Edge Inference Pipeline
Air-gapped on-device AI architecture running Ollama, ChromaDB, and local WebMCP tools with zero telemetry or cloud egress.
"Identify any performance bottlenecks between on-device quantized model inference and SQLite vector search."
High-Scale Event-Driven Cloud Microservices
Distributed microservices architecture with Cloudflare edge, AWS API Gateway, Apache Kafka event backbone, and read/write database segregation.
"Simulate a sudden 10x traffic spike on the Order Service and verify Kafka consumer group backpressure dynamics."
Modern Next.js 15 Fullstack SaaS Blueprint
The golden standard tech stack for 2026 SaaS: Next.js App Router, Clerk Auth, Stripe Webhooks, Supabase PostgreSQL, Upstash Redis, and Resend.
"Examine our billing webhook flow and add an automated email sequence trigger for card expiration warnings."
Real-Time Collaborative Whiteboard Infrastructure
Figma/Miro-grade multi-cursor spatial whiteboard architecture with WebSocket gateway, Redis Pub/Sub, CRDT conflict resolution, and S3 snapshotting.
"Calculate the maximum concurrent active users per room before Redis Pub/Sub saturation, and propose an OT/CRDT compaction schedule."
B2B SaaS Multi-Tenant Database Schema
Production PostgreSQL relational model for multi-tenant B2B apps featuring organizations, users, roles, subscriptions, projects, and security audit logs.
"Review the foreign key cascade behaviors and verify GDPR user data deletion isolation across all child tables."
E-Commerce Marketplace Relational Schema
High-throughput marketplace database design with merchants, catalog products, inventory locking, checkout orders, and payment records.
"Analyze this schema for concurrency lock contention during flash sale events on the inventory table."
Stripe Subscription Lifecycle & Dunning State Machine
Complete state machine mapping user trial, activation, failed invoice dunning retries, grace period, and churn recovery offers.
"Propose automated win-back discount promotions for customers who enter the Canceled state."
Startup GTM & Launch Engine
Structure your value proposition, customer ICP, acquisition channels, and compounding growth loops.
"Read my GTM board, stress-test the acquisition channels against our target persona, and add 3 high-leverage referral mechanics."
YC Pitch Deck & Investment Memo
The standard Y Combinator narrative structure: Problem, Solution, Moat, Traction, TAM, and The Ask.
"Evaluate this pitch narrative from an investor lens, identify any unsupported claims, and suggest 3 defensive moat notes."
Fintech Double-Entry Ledger & Razorpay Settlement Database
Immutable double-entry accounting schema with ledger accounts, journal entries, postings, Razorpay gateway transactions, merchant settlements, and audit balance constraints.
"Verify that the sum of debit postings equals credit postings for every journal entry, and generate a materialized view for real-time account balances."
Social Content Graph & Activity Relational Schema
Scalable relational schema for social platforms with users, creator profiles, posts, media assets, comments, reactions, follower graphs, and notification dispatch.
"Review the follower graph relationship for high-fanout timeline generation and suggest a Redis cache layer for user feeds."
Healthcare Clinical EHR & Appointment Scheduling Database
HIPAA-compliant clinical schema modeling patients, licensed practitioners, clinical encounters, diagnostic codes, prescription orders, and insurance billing claims.
"Audit this EHR model for HIPAA compliance, audit logging fields, and verify encrypted patient health information (PHI) columns."
Frontier LLM Guardrails & RAG Triad Evaluation Pipeline
Multi-stage LLM evaluation topology with NeMo Guardrails, prompt injection detection, vector retrieval grounding, RAG Triad evaluators, and automated synthetic test bench.
"Trace how a prompt injection attempt is intercepted by the input guardrail before reaching the primary reasoning model."
Enterprise Zero-Trust Cloud Security & Identity Architecture
Defense-in-depth zero-trust topology featuring Cloudflare WAF, Okta OIDC SSO, Envoy Service Mesh mTLS, HashiCorp Vault dynamic secrets, and CloudTrail immutability.
"Evaluate the credential rotation policy and verify least-privilege IAM roles for inter-service communication."
Cloud-Native GitOps & Multi-Cluster Kubernetes Deployment
Declarative GitOps release engine utilizing GitHub monorepos, automated container builds, ArgoCD continuous delivery, automated canary testing, and multi-region K8s clusters.
"Simulate an automated canary rollback triggered by a 2% increase in HTTP 500 error rates."
Razorpay Global Multi-Currency Payment Gateway Flow
End-to-end multi-currency payment flow supporting INR (₹) for Indian customers and USD ($) internationally, featuring order creation, signature verification, and instant license key delivery.
"Test the HMAC-SHA256 signature verification routine for a captured Razorpay test payment."
Viral Growth Engine & Two-Sided Referral Flywheel
Self-reinforcing viral customer acquisition flywheel: in-app aha moment trigger, unique shareable referral link, recipient signup bonus, double-sided reward unlock, and K-factor viral tracking.
"Model the viral coefficient (K-factor) assuming each user invites 3 teammates with a 35% conversion rate."