NDA
- DEX / AMM, MEV and market-structure risk
Case studies
Case Studies
Proof across different product contexts where
engineering decisions carry real responsibility.
engineering decisions carry real responsibility.
Each context comes with different constraints, risks,
and decision patterns. Choose the one closest to your product.
and decision patterns. Choose the one closest to your product.
01
Web3 & Crypto Products
Products operating under irreversible financial and security risk. Architecture directly affects custody, liquidity mechanics, and user trust.
CPay
- Custodial wallet, custody responsibility boundary
Panther Wallet
- Crypto payments, user-facing irreversible transaction risk
03
eCommerce & Retail Platforms
Commerce platforms facing growth limits, replatforming decisions, and performance risk under revenue pressure. Ownership and release discipline define operational cost.
Phased replatforming
- Phased replatforming without downtime
SEO preservation
- SEO preservation during platform change
Checkout stabilization
- Checkout stabilization under revenue risks
02
AI / SaaS Products
AI-driven products where the challenge is moving from experimentation to reliable production systems. Evaluation, observability, rollout and ownership define whether AI is shippable.
Thin slice to production
- Production AI, acceptance criteria + rollout/rollback
RAG in production
- RAG system, retrieval failure modes under latency budgets
LLM evaluation
- Production AI, eval harness and regression gates
How to use these
case studies
•Case studies describe constraints, decisions, and responsibility boundaries
•The goal is to make trade-offs visible, not to claim outcomes
•Pick a context hub to see the full set and deep dives