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This is Part 1 of our Claude Code Architecture Deep Dive series.
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The longest cut of the AI Stack material.
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Same first-principles framework as the 15-minute video — LLM talks, program walks — but with deeper exploration of each layer and the seams between them.
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Episode Summary This is the extended version of Episode 1.
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Episode Summary LLM.
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LLM, Token, Agent — They're All the Same Thing.
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There’s an impulse, when someone first learns about consistency models in distributed systems, to want to classify the taxonomy into neat drawers.
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LLM.
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gRPC interceptors are the middleware pattern, specialized for gRPC.
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Go 1.18 shipped generics in March 2022.
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Go’s performance culture has a ritual quality.
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sync.Pool is one of those Go features that shows up prominently in “how to write fast Go” blog posts and then gets applied to everything.
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It’s 2 AM.
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Episode Summary Fail fast is widely accepted as a best practice in software engineering.
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A team I worked with once migrated an order-placement path from gRPC to NATS because “it’s decoupled and faster.”
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The number of times I’ve watched a team pick a message system based on “Company X uses it” is depressing.
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“A Docker container is basically a lightweight VM, right?”
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I worked with a team that rewrote a critical service from Go to Rust because “performance.”
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I’ve reviewed enough Go backend test suites to notice a pattern.
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A team I worked with tried to build their billing system on top of their tracing pipeline.
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The bug was alive for three weeks.
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For a while, I thought channels were Go’s way of doing message passing.
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In the last post I walked through the four concurrency pillars — shared memory + locks, CSP, actors, STM — and argued that real systems mix them on purpose.
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Most working engineers have spent ninety percent of their concurrent-programming life in one model: shared memory protected by locks.
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Somewhere around 40,000 concurrent connections, your Java service falls over.
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The single most consequential transition in x86: 16-bit real mode → 32-bit protected mode.
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The full pipeline for someone who wants to debug ARM64 kernel code without sinking weeks into toolchain setup: Yocto for the build, QEMU as the target, GDB attached over the QEMU GDB stub.
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A walkthrough of SentinelEdge — the project where I bring eBPF, kernel-level tracing, and production-style observability together into one framework.
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Two languages, same hardware, different machine code.
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Two ways to attach an eBPF program to a kernel function: kprobe (old, INT3-based, more overhead) and fentry (newer, BPF trampoline, lower overhead).
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Same C code, two architectures, two different observable behaviors. x86-64’s TSO model hides store→load reordering most of the time; ARM64’s weaker model lets you see it directly.
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Same code, different cache layout, 10× performance gap.
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The x86_64 counterpart to the ARM64 walkthrough.
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When CS changes mid-execution — for example, a far jump from your bootloader’s load address into your second-stage code — GDB’s symbol resolution silently breaks.
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Real reverse engineers know: every x86 conditional jump is decided by EFLAGS bits — ZF, SF, CF, OF — not by what your source code looked like.
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🦀 Rust vs C Assembly Performance Analysis: Panic or Segfault?
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This is not GRUB.
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Legacy Compatibility Lab: My Full Stack for Reviving Dead Software “Fix software that shouldn’t be running anymore — and make it run again.”
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Placed 2nd at BSides Vancouver 2025 Blue Team CTF – With Just ChatGPT and Stubbornness Summary I placed 2nd at the BSides Vancouver 2025 Blue Team CTF using nothing but ChatGPT and sheer persistence.
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About This Video In this lab tour, I share my personal journey through computing history and security evolution.
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Secured VLAN: Enterprise-Grade Network Segmentation & Security 1.
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Video Presentation Why This Video is Worth Your Time This extensive tutorial presents a complete enterprise network security design and implementation using Cisco Packet Tracer.
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Why This Video Is Worth Watching This is one of the clearest and most intuitive explanations of buffer overflow attacks I’ve seen.
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StegoSafe: Securing Your Bitcoin Keys Using Advanced Steganography Executive Summary StegoSafe represents a breakthrough in digital asset security, combining ancient steganographic principles with cutting-edge cryptography to create an innovative solution…
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LegacyOps™ — Fixing What Others Fear to Touch Legacy systems are everywhere.
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QuantumVault: A Bootloader-Level Demo of Cold Storage Control 1.