---
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.

### [APFlow: Orchestration That AI Agents Can Discover, Invoke, and Operate](https://blog.aiperceivable.com/apflow-orchestration-that-ai-agents-can-discover-invoke-and-operate?utm_source=hashnode&utm_medium=feed)

A closer look at APFlow's architecture: durable Runs, explicit recovery, shared token budgets, and a common capability contract across MCP, A2A, REST, and CLI. Consider a research workflow that gather

6 min read · [blog.aiperceivable.com](https://blog.aiperceivable.com/apflow-orchestration-that-ai-agents-can-discover-invoke-and-operate?utm_source=hashnode&utm_medium=feed)

[Oct 25](https://hashnode.com/posts/apflow-orchestration-that-ai-agents-can-discover-invoke-and-operate/6add7024dd2f4668d2269f42)

### [apexe: Run Your Tools. Enforce Your Rules.](https://blog.aiperceivable.com/apexe-run-your-tools-enforce-your-rules?utm_source=hashnode&utm_medium=feed)

Give humans and AI agents a shared execution layer for existing CLI tools and HTTP APIs, with typed contracts, configured access rules, and auditing.

12 min read · [blog.aiperceivable.com](https://blog.aiperceivable.com/apexe-run-your-tools-enforce-your-rules?utm_source=hashnode&utm_medium=feed)

[Oct 16](https://hashnode.com/posts/apexe-run-your-tools-enforce-your-rules/6ad213d9ef7cb9dac78e9bb9)

### [Beyond the Scaffold: Why Your Agent Harness Needs a Standard Kernel](https://blog.aiperceivable.com/beyond-the-scaffold-why-your-agent-harness-needs-a-standard-kernel?utm_source=hashnode&utm_medium=feed)

By now, every developer building with Large Language Models (LLMs) has realized a hard truth: a raw LLM is just a token predictor. To transform it into a reliable, autonomous Agent capable of finishin

4 min read · [blog.aiperceivable.com](https://blog.aiperceivable.com/beyond-the-scaffold-why-your-agent-harness-needs-a-standard-kernel?utm_source=hashnode&utm_medium=feed)

[May 3](https://hashnode.com/posts/beyond-the-scaffold-why-your-agent-harness-needs-a-standard-kernel/69f6f6d30ab374db99896e4b)

### [The apcore Manifesto](https://blog.aiperceivable.com/the-apcore-manifesto?utm_source=hashnode&utm_medium=feed)

A standard for software that AI agents can actually use. The cognitive tax Picture the agent you shipped last Friday. It has access to fifty tools — internal microservices, third-party APIs, a billing

6 min read · [blog.aiperceivable.com](https://blog.aiperceivable.com/the-apcore-manifesto?utm_source=hashnode&utm_medium=feed)

[Apr 30](https://hashnode.com/posts/the-apcore-manifesto/69f31864909e64ad0793c07a)

### [The Polyglot AI: Achieving SDK Parity across Python, TypeScript, and Rust](https://blog.aiperceivable.com/the-polyglot-ai-achieving-sdk-parity-across-python-typescript-and-rust?utm_source=hashnode&utm_medium=feed)

In the rapidly evolving landscape of Agentic AI, developers often face a "Language Tax." You might prototype an AI tool in Python, but your production web backend runs on TypeScript, and your high-per

4 min read · [blog.aiperceivable.com](https://blog.aiperceivable.com/the-polyglot-ai-achieving-sdk-parity-across-python-typescript-and-rust?utm_source=hashnode&utm_medium=feed)

[Apr 2](https://hashnode.com/posts/the-polyglot-ai-achieving-sdk-parity-across-python-typescript-and-rust/69ce4bdc0ff860b6de9f9dab)