How to write production-quality code with AI
☰ A note from the author What this document is — and what it is not PAAD is a set of skills for AI coding assistants, built on one idea: engineering-driven AI, not AI-driven engineering. The engineer makes the decisions, and sees each one while there is still time to change it. Technical debt is where the difference appears: PAAD's review gates make specification-driven development more rigorous, so debt accumulates more slowly, and agentic-architecture later gives an experienced developer a way to manage the debt that does accumulate — a step AI-led engineering does not include.
- ▪☰ A note from the author What this document is — and what it is not PAAD is a set of skills for AI coding assistants, built on one idea: engineering-driven AI, not AI-driven engineering.
- ▪The engineer makes the decisions, and sees each one while there is still time to change it.
- ▪Technical debt is where the difference appears: PAAD's review gates make specification-driven development more rigorous, so debt accumulates more slowly, and agentic-architecture later gives an experienced developer a way to manage the debt
2 outlets in our directory ran this story, first to last over 26 hours. All of the coverage we found sits in one bucket: centre. That one-sidedness is itself worth noticing.
- ▪ I Still Write Code by Hand and How AI Is Helping Me — Sem Sinchenko
Hacker News (AI / LLM) files mainly under ai. We currently carry 4,115 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
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Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | Curtispoe |
| Canonical URL | https://curtispoe.org/paad/ |
| Publication time | Sat, 08 Aug 2026 20:50:42 +0000 |
| Retrieval time | 2026-08-08T21:00:47.713Z |
| Last seen | 2026-08-08T21:00:47.713Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | q2yzw0-KInp6 · 2 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
☰ A note from the author What this document is — and what it is not PAAD is a set of skills for AI coding assistants, built on one idea: engineering-driven AI, not AI-driven engineering. The engineer makes the decisions, and sees each one while there is still time to change it. Technical debt is where the difference appears: PAAD's review gates make specification-driven development more rigorous, so debt accumulates more slowly, and agentic-architecture later gives an experienced developer a way to manage the debt that does accumulate — a step AI-led engineering does not include. Everything you need to run PAAD is in this course: what each skill does, why it is designed the way it is, and the evidence behind it.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at Curtispoe.