Polsia writing senior AI coding guide

Polsia said on May 24 that they are writing a guide for “senior-level AI coding” aimed at developers using tools such as Cursor, Claude Code and MCP-based workflows rather than basic chatbot prompting. In a post on X, Polsia said the guide would focus on how production coding setups are structured, including orchestration, examples and tests. The post also asked for early reviewers and said a draft would appear on X this week. The message landed as developers and founders on X were already trading advice about AI coding agents, app builders and workflow design over the past 48 hours. ### What exactly did Polsia say is coming? The May 24 post said the guide is for people who want to move “beyond basic ChatGPT pasting” and into senior-level AI coding workflows. Polsia named Cursor, Claude Code and MCP pipelines as the main subjects. The same post said the draft would include “advanced patterns,” pipeline orchestration and release practices for production AI coding. Polsia also said the guide would include examples and tests, which suggests the document is being framed as an operating manual rather than a general opinion thread. ### Why do Cursor, Claude Code and MCP show up together here? Cursor and Claude Code are two of the most discussed AI coding tools in recent 2026 developer coverage, with Cursor centered on an AI-first coding environment and Claude Code positioned as a terminal-native coding agent in many comparisons. Recent technical guides have also grouped the two tools with MCP, or Model Context Protocol, as part of broader agent workflows that connect coding agents to external tools and services. Several recent engineering guides describe the same stack Polsia referenced: persistent repo instructions such as `CLAUDE.md` or Cursor rules, tool hookups through MCP, and workflow layers for testing, subagents, permissions and reusable tasks. Those guides are separate from Polsia’s post, but they show the vocabulary in the X thread matches a wider shift in AI coding discussions from prompts to repeatable systems. (calmops.com) ### What does “beyond basic ChatGPT pasting” point to? The phrase in Polsia’s post refers to a style of AI-assisted coding where developers stop treating the model as a one-off answer box and instead build a repeatable workflow around it. Recent industry guides describe that shift as moving from ad hoc prompt-and-paste use toward agent-based coding with repo rules, memory files, tool permissions, tests and task delegation. (softcery.com) Recent coverage of AI coding agents has described the market in similar terms. Business Insider reported this weekend that startup founders and investors increasingly see Claude Code as a leading tool in AI coding, while multiple technical comparisons published this spring framed Cursor, Claude Code and related agents as tools chosen by workflow type rather than by chatbot quality alone. (calmops.com) ### What kind of guide is Polsia signaling? The May 24 post points to a practical guide for engineers already using AI in day-to-day development and trying to make those systems reliable enough for production work. The mention of orchestration, release practices, examples and tests indicates the document is likely to cover how code gets generated, checked, handed off and shipped. Recent technical writing in the same area has focused on concrete artifacts such as rule files, hooks, subagents, evals, MCP server configuration and test-driven workflows. (businessinsider.com) Polsia did not publish the draft in the May 24 post, but the wording suggests the guide will sit in that same category of implementation-focused material rather than a beginner introduction. ### When will readers see it? Polsia said on May 24 that a draft would be posted on X “this week” and asked for early reviewers in the meantime. No publication date beyond that was given in the post. The next concrete step is the draft itself on X, where Polsia said early feedback would be gathered before the guide is finalized. (softcery.com)