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Structured engineering curriculums.

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Blockchain Fundamentals DeFi & MEV Fundamentals Linux Fundamentals Linux Performance Security Fundamentals Sovereign Systems System Design Trading Infrastructure

New Research • May 2026

Sovereign infrastructure for AI agents handling capital: a practitioner's reference

What production-grade infrastructure for autonomous agents that move money actually requires: human-oversight controls, attestation, deterministic safety nets, and the Article 14 deadline.

19 min read 3,724 words

Linux Infrastructure Deep Dives

Curriculum • 14 Modules

Part 1 Dec 2024

Linux Defaults That Cost You Latency

vm.swappiness, THP compaction, and C-states all add latency by default. Kernel internals, measured latency impact, and the exact settings to change on a trading server.

Part 1 Dec 2024

The Sub-50µs Cloud Lie How to Actually Get Deterministic Latency on AWS

Why cloud providers' latency claims don't match production, and the exact kernel bypass techniques that get you to deterministic sub-50µs RTT on c6i.metal instances.

Part 2 Dec 2024

PTP or Die Hardware Timestamping for Regulatory-Grade Time Sync

Why NTP is insufficient for HFT compliance, and how to implement IEEE 1588 PTPv2 with hardware timestamping to achieve sub-100ns accuracy.

Part 3 Dec 2024

CPU Isolation for HFT The isolcpus Lie and What Actually Works

Why the standard 'isolcpus' kernel parameter doesn't fully isolate your critical threads, and the combination of settings required for true deterministic scheduling.

Part 4 Dec 2024

Memory Tuning for Low-Latency The THP Trap and HugePage Mastery

How Transparent Huge Pages cause unpredictable latency spikes, and the explicit HugePage reservation strategy that eliminates memory stalls.

Part 5 Dec 2024

Network Optimization Kernel Bypass and the Art of Busy Polling

How the Linux network stack adds latency, and the interrupt coalescing, busy polling, and AF_XDP techniques that reduce it.

Part 5 Oct 2024

I/O Schedulers Why the Kernel Reorders Your Writes

Linux I/O schedulers reorder writes to optimize throughput, adding latency jitter. How Direct I/O, io_uring, and EBS tuning bypass the block layer for sub-millisecond storage access.

Part 6 Nov 2024

Trading Infrastructure First Principles That Scale

Architecture decisions that determine your latency ceiling. AWS, Kubernetes, monitoring, and security patterns for crypto trading systems.

Part 7 Jan 2025

Kubernetes StatefulSets Why Trading Systems Need State

StatefulSets give pods stable network identities and ordered startup, critical for OMS and position stores that can't cold-start. PersistentVolume patterns and graceful shutdown for trading services.

Part 8 Jan 2025

Trading Metrics What SRE Dashboards Miss

Fill latency, position drift, market data staleness. The SLOs that prevent losses, not just track uptime. Prometheus, Grafana, and alerting patterns.

Part 9 Dec 2024

eBPF Profiling Nanoseconds Without Adding Any

eBPF and bpftrace attach to live kernel paths with under 100ns overhead. How to measure latency at nanosecond precision, on the exact system under load, without perturbing it.

Part 10 Jan 2025

Market Data Infrastructure WebSocket Patterns That Scale

WebSocket sequence gaps, snapshot+delta race conditions, and reconnect jitter: the multi-exchange market data reliability problems that production systems hit but benchmarks miss.

Part 11 Jan 2025

The Nanosecond Economy HFT Infrastructure Fundamentals

FPGA feed handlers, kernel bypass, and the physics of sub-3µs trading. Why infrastructure is the edge in high-frequency markets.

Part 11 Dec 2024

Measuring Latency in the Browser A Meta Demo

The RTT badge on this site measures real latency. Here's how, using the Performance API, Cloudflare edge, and the same principles that apply to trading.

On-Chain Infrastructure: DeFi

Curriculum • 4 Modules

Part 1 Dec 2024

Zero-Trust Wallet Architecture for Institutional DeFi

How to replace air-gapped cold storage with a policy-driven MPC signing pipeline, achieving fast deployment cycles without compromising cryptographic guarantees.

Part 2 Dec 2024

Building a Crypto Exchange on AWS The Architecture of Liquidity

Reference architecture for a high-performance crypto exchange on AWS, covering the Matching Engine (LMAX pattern), Market Data Ingest, and MPC Custody integration.

Part 3 Dec 2024

Defense in Depth Security Architecture for High-Stakes Trading

Zero Trust networking with Teleport, supply chain security with Sigstore, and real-time risk engines with Chainalysis. How to secure an exchange from the inside out.

Part 4 Jan 2025

Defense in Depth Engineering DeFi Protocols That Don't Get Hacked

Security architecture for DeFi protocols: enclave signing, rate limiters, circuit breakers, and the incident response playbook.

On-Chain Infrastructure: MEV

Curriculum • 4 Modules

Part 1 Dec 2024

The 100ms Tax Why Most Block Builders Lose Before They Start

A first-principles breakdown of why infrastructure latency, simulation failure rates, and observability gaps eat block builder margin - and how to fix it.

Part 2 Dec 2024

Antifragile MEV How We Profit When the Network Breaks

Reorgs are profit opportunities if your searcher holds positions on both chains. Multi-builder hedging is arbitrage. How antifragility principles change MEV infrastructure design.

Part 3 Dec 2024

The Insider Threat Securing Order Flow When Your Own Infrastructure is the Enemy

In MEV infrastructure, rogue employees and compromised builders are a larger threat than external attackers. Enclave signing, OPA policy firewalls, and compliance logging without alpha leakage.

Part 4 Jan 2025

The 12-Second Window Engineering Blockchain Nodes for Competitive Execution

Why your Geth node is 200ms behind the network, and the exact tuning required to achieve state freshness for MEV. The physics of io_uring, NVMe namespaces, and P2P topology.