Notes from shipping production systems.
Engineering patterns for blockchain, AI automation, and trading reliability.
Recent posts
Short notes on production engineering.
2024-06-10
Shipping Solana programs safely: testing + release playbooks
How we structure Anchor tests, environments, and release steps to avoid production surprises.
2024-06-02
LLM guardrails that stick in production
Evals, fallbacks, and rollout controls we use for AI agents and automation.
2024-05-20
Telemetry that trading teams actually use
Dashboards, alerts, and SLOs that keep trading systems observable during volatility.
2024-05-10
Wallet auth patterns for Web3 apps
Session management, RBAC, and safety checks for wallet-based onboarding.
2024-04-28
Data pipelines without drift
Contract tests, monitors, and runbooks to keep data + model pipelines healthy.
2024-04-14
Token launch ops: claims, liquidity, and observability
Practical steps to make token launches predictable with monitoring and anti-abuse.
2024-03-30
Guardrails for market making systems
Limits, hedging hooks, and reporting we standardize for liquidity builds.
2024-03-18
Building reliable Telegram bots for ops + trading
Retry logic, approvals, and audit logs for bots that actually run.
2024-03-02
Security checklists before mainnet
Threat models, secrets management, and monitoring steps before launch.
2024-02-20
A delivery process that keeps shipping
Lightweight rituals we use to keep momentum without losing quality.