Matt Pocock: Agent Skills and Engineering Workflows
Can Cursor's HARDCORE Review Skill Stop The Slop?
Seven videos on grilling, prototyping, planning, review, and software quality
A reviewed seven-video route through Matt Pocock’s agent-skills and engineering-workflow uploads from May 25 to August 19, 2026. Six tutorials cover Grill Me interviews, anti-slop review, repository-aware implementation, throwaway prototypes, Wayfinder decision maps, agent-facing writing, deterministic setup, and collaborator questionnaires. In a conversation hosted by Pocock, Uncle Bob Martin argues for deterministic quality gates, specialized agents, and modular architecture. The demonstrations and productivity claims are practitioner evidence, not controlled comparisons.
In this collection Browse 7 summaries 6 of 7
Matt Pocock tests Cursor's thermonuclear code-quality-review skill against recent changes in his Sandcastle repository. He values its willingness to challenge structure beyond the diff, while rejecting several findings and arguing that the prompt needs clearer attention to tests and feedback loops.
Key Points Covered
- Review can challenge surrounding architecture: The skill looks beyond the submitted diff for maintainability, modularity, simpler abstractions, and wider codebase health 01:03–03:12(opens in a new tab).
- Concrete structural criteria improve the report: Large files, nested special cases, unclear type boundaries, duplicated helpers, and needless sequential work become explicit review targets rather than vague quality concerns 03:12–05:18(opens in a new tab).
- Prioritize consequential findings: The generated report places structural regressions above smaller legibility concerns and applies an approve-or-reject bar 07:12–08:08(opens in a new tab).
- Human codebase knowledge remains necessary: Pocock accepts suggestions about decomposition, swallowed errors, and hard-coded dependencies, but rejects findings based on an inaccurate system reading or duplication that is intentional 08:08–12:06(opens in a new tab).
- Broad review trades precision for discovery: Pocock accepts additional false positives to surface options that narrow review might miss, but the demonstration does not implement the proposals or compare defect and maintenance outcomes 12:06–13:04(opens in a new tab).
Full video: https://www.youtube.com/watch?v=mh5XZ-L5SFQ(opens in a new tab)