Binary file format visualization representing GGUF and Safetensors tensor data

Build a Pure-Python GGUF and Safetensors Weight Loader

A hands-on guide to building a pure-Python gguf and safetensors weight loader from scratch. Parse binary headers, memory-map tensor data, and convert to numpy arrays for inference — with real runnable code and a roadmap to production-grade.

September 15, 2026 · 15 min · 3186 words · martinuke0
eBPF bytecode attaching to kernel functions for performance tracing

Deep Dive into eBPF: Tracing Kernel Functions for Performance Analysis

A practical deep dive into eBPF kernel tracing, covering function hooking, map-based data collection, and real-world performance profiling patterns.

September 9, 2026 · 6 min · 1190 words · martinuke0
eBPF program execution flow showing user-space and kernel-space interaction

Inside eBPF: Extending the Linux Kernel with User-Space Efficiency

eBPF lets you run sandboxed programs inside the kernel without modifying source code or loading kernel modules. This post explores its architecture, verification pipeline, and how teams use it for observability, networking, and security at scale.

September 8, 2026 · 9 min · 1890 words · martinuke0
Layered diagram of kernel submission and completion rings for async I/O.

Mastering io_uring vs epoll: A Deep Dive into Linux Async I/O Architectures

Compare Linux’s two dominant async I/O architectures, io_uring and epoll, with kernel internals, real benchmarks, and patterns drawn from production systems.

September 2, 2026 · 11 min · 2193 words · martinuke0
Illustration of overlapping threads and memory epochs.

The Thread Safety Tradeoffs of Epoch Based Reclamation

A deep dive into epoch based reclamation, its thread‑safety model, performance trade‑offs, and how it stacks up against alternative reclamation schemes.

May 17, 2026 · 9 min · 1832 words · martinuke0
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