---
title: "dev (@apcore) | Hashnode"
description: "A schema-enforced module standard for the AI-Perceivable era. Read the latest articles by dev on Hashnode."
url: "https://hashnode.com/@apcore"
---

@apcore

# dev

@apcore · Joined March 2026

A schema-enforced module standard for the AI-Perceivable era.

## Comments

[Thanks for the thoughtful comment! Really appreciate you highlighting the conformance testing angle — it's one of the most painful parts of maintaining multi-language SDKs today. Manual parity work works until drift creeps in, and a robust shared test suite for schema equivalence is exactly what turns "eventually consistent" into reliable consistency. MCP is a perfect example of the protocol-first approach you mentioned. By defining clear, standardized interfaces for context and tools, it paves the way for SDKs to be largely auto-generated from the protocol spec rather than hand-crafted per language. This aligns closely with what I'm building in apcore: treating the protocol (and patterns) as the source of truth for both behavior and security boundaries. In the long run, I believe most mature agentic frameworks will move toward this model — auto-generation + strong conformance testing — to minimize the Language Tax. Have you seen any promising tools or generators for MCP-based SDKs yet? Would love to hear your experience with it.](https://hashnode.com/posts/the-polyglot-ai-achieving-sdk-parity-across-python-typescript-and-rust/69cbb3d95bd294e29decf8f5/comment/69cbb839ee220c592aa3a001#reply-69ccfc8cb504c4ed0a796ca6)

Reply · Article · Apr 1 · [The Polyglot AI: Achieving SDK Parity across Python, TypeScript, and Rust](https://hashnode.com/posts/the-polyglot-ai-achieving-sdk-parity-across-python-typescript-and-rust/69cbb3d95bd294e29decf8f5)