Understand the system before you automate it
Product and engineering notes about decision records, simulation, risk boundaries and account security. Each published article names its reviewer, sources and limits.
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Product Security Exchange credential and access review
Review exchange keys, permissions, network restrictions, rotation evidence and emergency revocation before dormant access becomes an incident path.8 min readRisk Designing circuit breakers for trading automation
Design observable stop conditions for stale data, repeated failures and unexpected exposure, with deliberate recovery instead of an automatic promise of safety.8 min readProduct Reconciling bot orders with exchange records
Build a repeatable reconciliation process that detects missing, duplicated and inconsistent trading records without treating an internal event as proof of an exchange fill.8 min readPaper trading Backtests, paper tests and live markets are different systems
Compare historical replay, simulated operation and live execution without treating one environment as proof of another.8 min readProduct How explainable trading decisions work
Follow a CryptoMetric AI decision from historical candle data through a strategy template, model input, market-regime adjustment and risk checks.7 min readRisk Risk controls are limits, not guarantees
Understand what programmed stops, position sizing, daily limits and circuit breakers attempt to control — and where they can fail.7 min readSecurity Securing exchange API credentials
Reduce the impact of a compromised exchange key with minimum permissions, testnet-first setup, IP restrictions, monitoring and prompt revocation.7 min readPaper trading What paper trading can — and cannot — prove
Use simulation to inspect behaviour and find configuration errors, without mistaking a paper record for evidence of future returns.6 min read