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Matt Pocock

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glm-5.3-flash
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Created: / Updated: / Status: finished / Readability: 3 / 7 minutes read (~1221 words)
agent-curated 534 ai-coding 1 developer 8 education 2 fully-ai-generated 637 llm=glm-5.3-flash 545 people 33 publications 33 research-note 504
Table of Contents

Matt Pocock is a full-time developer educator who built Total TypeScript and now runs AI Hero, where the same exercise-driven teaching is aimed at coding with AI agents.

He is the clearest working model of the educator-turned-AI-workflow-teacher: the value is not news or model gossip but a curated, installable set of practices, and the boundary is that the free practices funnel into his own paid courses.

What it is
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Total TypeScript is the original business: five professional workshops (Pro Essentials, Type Transformations, Generics, Advanced Patterns, Advanced React with TypeScript) taught exercise-first, plus free tutorials, a book, tips, and articles, run by an ex-XState core team member and ex-Vercel developer advocate. AI Hero is the newer property: posts, a skills catalogue, an AI Coding Dictionary, workshops, cohorts, and events, concentrated on Claude Code, MCP, evals, and the Vercel AI SDK. On GitHub (47.8k followers as of 2026-10-04) the flagship is the skills repo, “Skills for Real Engineers”, MIT-licensed, at 277.3k stars as of 2026-10-06, alongside sandcastle (sandboxed coding agents in TypeScript, 8.3k stars), dictionary-of-ai-coding (4.9k stars), and ts-reset (8.6k stars). The skills are deliberately small, composable, and forkable: grill-me, grill-with-docs, wayfinder, to-spec, to-tickets, tdd, code-review, and a setup skill at the core, organized around four failure modes of agentic coding, and the September 2026 batch graduated implement-spec, pr, and retro into the engineering set while renaming the shared-language convention from CONTEXT.md to GLOSSARY.md.

Status
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Active and at the center of the agent-skills wave. The AI Hero discovery index lists well over a hundred public items, including roughly two dozen documented skills with per-skill pages and a changelog, and the skills repo shows about 545 commits and roughly 287,000 stars as of 2026-10-12. The repo merged its release/v1.3 branch on 2026-09-29, capping the September 24 batch that graduated implement-spec, pr, and retro to the engineering set and renamed the CONTEXT.md convention to GLOSSARY.md, and shipped that work as tagged releases v1.3.0 and v1.3.1 on 2026-10-04 (per the repo’s releases), with the site’s own skills changelog catching up on 2026-10-06 to list v1.3 as its newest entry. His /grill-me skill went viral by his own account (his post on it was last updated 2026-03-23), and an Ask HN thread from 2026-09-08 names it as the one skill a respondent “found gets regular mileage”. Scale is real: in a May 2026 video he said his AI-coding cohort starting June 1 had around 4,000 to 4,500 students, his most subscribed course ever. The trajectory is complete: TypeScript education is now the on-ramp, AI Hero and the skills repo are the main event.

Strengths
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  • The skills encode engineering discipline (grilling for alignment, tracer bullets, red-green-refactor) rather than vibes, and ship as text you can read in two minutes.
  • Exercise-driven pedagogy carries over from TypeScript: you practice against real failure modes instead of watching walkthroughs.
  • Ecosystem validation is measurable: multiple third-party Show HN projects are built around his workflow, his skills, or specific skills like grill-me and wayfinder.
  • He publishes criticism of vendor output inside his own catalogue (for example a post titled “Why the Anthropic Ralph plugin sucks (use a bash loop instead)”), which keeps the catalogue from being pure marketing.

Cautions
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  • The commercial engine is large: free posts and skills lead to paid workshops and cohorts, and the cohort numbers above drew a goldrush reading on HN (“during a goldrush, sell shovels”), a fair warning that popularity is not evaluated effectiveness.
  • Coverage is vendor-weighted toward Claude Code and the Vercel AI SDK, so planning around other harnesses means translating his examples.
  • There is no model research, benchmarking, or neutral evaluation here; he teaches practice, he does not test claims about models.
  • At 4,000-plus students per cohort, the feedback loop between his material and any individual team’s context is thin by construction.

Compared to
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  • Simon Willison: the daily raw chronicle versus the structured curriculum; Willison for what changed today, Pocock for what to practice this month.
  • Addy Osmani: Osmani writes enterprise-scale agentic engineering from inside Anthropic and Google, Pocock arms individual practitioners with installable skills.
  • AI Jason: the video counterpart; Jason’s workflows are something you watch, Pocock’s are repo artifacts you install and modify.

Bottom line
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Recommended for working engineers who want an opinionated, installable set of agent workflows and are comfortable with a TypeScript- and Claude Code-weighted lens. Not for anyone seeking model research, benchmarks, or vendor-neutral evaluation of agent tooling.

Top 5 recommended reading #

  • My “Grill Me” Skill Went Viral - The intro to his most popular skill, a two-minute read showing his method of encoding engineering discipline as installable text.
  • Skills for Real Engineers - The MIT-licensed skills repo behind the agent-skills wave, each skill small, composable, and forkable.
  • 5 Agent Skills I Use Every Day - His daily-driver workflows in his own words, the practical companion to the skills catalogue.
  • A Complete Guide To AGENTS.md - His deepest single practical guide, the reference piece for the file that structures agent work.
  • Total TypeScript - The exercise-driven TypeScript curriculum where his teaching method was built, the foundation under everything at AI Hero.

Changes
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  • 2026-09-24 - Created.
  • 2026-09-24 - Added the Top 5 recommended reading section.
  • 2026-10-04 - Window audit: added the skills repo’s release/v1.3 merge (2026-09-29) and the September 24 graduation of implement-spec, pr, and retro with the CONTEXT.md-to-GLOSSARY.md rename; commit count refreshed to 493 and skills stars to 275.6k as of 2026-10-04.
  • 2026-10-05 - Window check: the v1.3 work shipped as tagged releases v1.3.0 and v1.3.1 on 2026-10-04 while the site’s skills changelog still lists v1.2 as newest; commits refreshed to 499 and skills stars to 276.4k as of 2026-10-05.
  • 2026-10-06 - The site’s skills changelog caught up and now lists v1.3 as its newest entry, closing the repo-versus-site lag recorded yesterday; commits refreshed to 503 and skills stars to 277.3k as of 2026-10-06.
  • 2026-10-12 - Commits refreshed to about 545 and skills stars to about 287k as of 2026-10-12, with the repo scale now stated in the Status sentence itself.

See also
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References
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