Most ingestion systems treat validation, analytics, and interoperability as separate, expensive passes. In building Forge-Core, I wanted to prove that all three could happen simultaneously inside a SIMD-powered pipeline.

The Problem: The Ingestion Bottleneck

I started with a simple goal: process 50M rows of financial data. The initial bottleneck wasn't the CPU—it was the Memory Wall. Standard I/O buffer copying was killing throughput before the C kernels even touched the data.

The Baseline: mmap & Scalar Parsing

By implementing mmap for zero-copy ingestion, I removed the kernel-to-user space transition overhead. This moved the baseline from "slow" to "limited by scalar logic."

The Evolution: SIMD + Orchestration

To break the scalar limit, I integrated AVX2 intrinsics, processing data in 32-byte chunks. But speed created a new problem: Orchestration Overhead.

To solve this, I moved to a multi-threaded orchestrator using pthreads.…