Blog
Explore thought pieces from our researchers and engineers. We share quantitative findings, platform improvements, and perspectives on the evolving landscape of digital assets.
Latest Posts
From Notebook to Policy: Encoding Discipline Before the Market Opens
Paper rules vanish under pressure; encode limits as policies-as-code enforced before orders leave.
Stress Testing Beyond 2008: Designing Your Own Disaster Drills
Historical replays aren’t enough—blend past crises with bespoke shocks to make stress budgets real and enforceable.
Capacity Isn’t Just Liquidity: When Your Edge Runs Out of Room
Alpha rarely scales linearly—understand how your own footprint erodes edge and set participation guardrails before costs explode.
From Backtest to Broker: Shipping a Strategy Without Getting Burned
Step-by-step path to take a model from research to live execution with LiquidityAI's checks and telemetry.
When Markets Get Loud: Emotion, Decisions, and How LiquidityAI Helps You Stay Systematic
How emotion distorts trading and how LiquidityAI keeps decisions systematic.
Execution Quality 101: Your Signal Is Only as Good as Your Fill
Execution costs, benchmarks, and routing best practices, plus how LiquidityAI enforces policies to protect edge.
Paper Trading That Teaches (Not Tricks)
How naive simulators mislead and how LiquidityAI's read-only live mirrors production for realistic rehearsal.
Designing a Risk Budget That Survives Real Markets
Translate risk tolerance into policies-as-code—vol targeting, VaR/CVaR, exposure caps, drawdown guards, and automatic cool-offs.
Latency Budgeting: When Milliseconds Decide P&L
Why planning for latency matters in automated trading.
Broker Selection for Quants: Checklist Not Coffee Chats
A structured approach to choose brokers based on execution quality.
Alpha Degradation: Edge Decays Faster Than You Backtest
Tracking signal decay and refreshing models.
Regime Protocols: Plan the Switch Before the Market Forces It
Using predefined playbooks to handle regime changes.
Order Queuing Discipline: Small Delays, Big Differences
Why queued orders without policy become accidental market orders.
The Cost of Cancel: Free Isn't Free
Counting hidden fees when churn is high.
Overnight Risk: The Gap That Breaks Your Stop
Framework to manage exposure when markets close.
API Versioning: Your Infrastructure Has an Expiry Date
Avoiding silent breaks when vendors upgrade.
Slippage Tracking: Measure It or Watch It Grow
Continuous monitoring to keep execution honest.
Synthetic Spread: Building Edge from Two Mediocre Legs
How cross-venue spreads require full-stack monitoring.
Kill Switches: Better a Hard Stop Than a Hard Lesson
Automated circuit breakers to prevent blow-ups.
Variance Drain: Chasing Volatility Burns Capital
Understanding volatility drag in levered strategies.
Automation Audit: Trust Code, Verify Logs
Routine audits to ensure automation behaves.
Pre-Trade Checks: Fast Enough to Matter
Why checking limits must happen before send.
Crypto Liquidity Isn't Stock Liquidity
Differences in market structure and risk.
Record Keeping: Your Best Defense After the Fact
Maintaining detailed logs to support decisions.
Portfolio Crowding: Everyone in the Same Trade
Recognizing and avoiding crowded positions.
Diversification Myths: Many Symbols, One Risk
Why apparent diversification can mislead.
Infrastructure Limits Are Risk Limits
Hardware and network constraints define capacity.
Liquidity Scenarios: Planning for Thin Air
Stress testing fills when volume vanishes.
Metrics Fatigue: Too Many Screens, Too Little Insight
Focus on actionable metrics, drop the noise.
Execution Simulator: Practice Before Paying Tuition
Use simulators to test strategies without bleeding capital.
Failover Testing: Chaos Drills for Trading Systems
Regular drills to ensure redundancy works.
Fair Value Drift: When Your Quote Gets Old Fast
Monitoring delay between fair value updates and execution.
Beta Neutrality: Flat Isn't Risk-Free
Understanding hidden exposures in neutral portfolios.
News Latency: Information Travels, So Should You
Managing how fast news flow hits your models.
Order Tagging: Metadata Saves Investigations
Tag orders with intent to debug and audit.
SPAN Margin: Not Just a Number from the Broker
Interpreting SPAN requirements for derivatives.
Rolling Stats Beat Static Targets
Using rolling windows for adaptive risk limits.
Post-Trade Review: Learn in Minutes, Not at Month-End
Daily reviews to close feedback loops.
Topics We Cover
- Market microstructure and liquidity studies.
- Product announcements and release notes.
- Educational articles on algorithm design and risk management.
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