---
title: "Agentic Code Quality Cycle 2 — Entity Accounting"
section: "queries"
type: "query"
created: "2026-08-27"
updated: "2026-08-27"
confidence: "high"
tags: ["evaluation", "agents", "retrospective"]
canonical: "https://pyweb.dev/wiki/agentic-code-quality-cycle-2-entity-accounting"
---
# Agentic Code Quality Cycle 2 — Entity Accounting

This document records the accounting and disposition of authors and organizations across all sources ingested in Cycle 2.

## Entity Dispositions

| Entity | Disposition | Target File | Justification / Reason |
|---|---|---|---|
| **Simon Willison** | Update | `entities/simon-willison.md` | Cataloged core agentic engineering patterns & proof-of-work doctrine. |
| **Addy Osmani** | Update | `entities/addy-osmani.md` | Author of Loop Engineering, Outer Loop, and Autonomy Levels canon. |
| **Kent Beck** | Create | `entities/kent-beck.md` | Pioneer of XP/TDD; framed TDD as agent governor & test-deletion anti-pattern. |
| **Martin Fowler** | Create | `entities/martin-fowler.md` | Software architecture authority; framed TDD as human comprehension anchor. |
| **Gergely Orosz** | Create | `entities/gergely-orosz.md` | Author of The Pragmatic Engineer; documented agent workflows with Beck/Cherny. |
| **Boris Cherny** | Create | `entities/boris-cherny.md` | Creator of Claude Code; verification-first harness & attacks-become-evals pattern. |
| **Armin Ronacher** | Update | `entities/armin-ronacher.md` | Evaluated agent SDK abstractions & identified testing/evals as hardest problem. |
| **Stripe** | Create | `entities/stripe.md` | Built Stripe Integration Benchmark; identified false-victory failure mode. |
| **Airbnb** | Create | `entities/airbnb.md` | Pioneered industrial Eval-Driven Development (EDD) & 3-layer eval funnel. |
| **Anthropic** | Update | `entities/anthropic.md` | Published Demystifying Evals for AI Agents & Claude Code harness. |
| **OpenAI** | Update | `entities/openai.md` | Published evaluation best practices & reference coding agent SDK harness. |
| **GitHub** | Create | `entities/github.md` | Published Spec-Driven Development toolkit for AI agents. |
| **Hamel Husain** | Update | `entities/hamel-husain.md` | Authority on AI Evals FAQ & evals-skills framework. |
| **Shreya Shankar** | Update | `entities/shreya-shankar.md` | Co-author of evals-skills & evaluator alignment research. |
| **Rohit Girme** | Skip | — | Lead author on Airbnb EDD article; represented via [airbnb](/wiki/airbnb) organization entity. |
| **Dan Miller** | Skip | — | Co-author on Airbnb EDD article; represented via [airbnb](/wiki/airbnb). |
| **Carol Liang** | Skip | — | Author on Stripe benchmark; represented via [stripe](/wiki/stripe). |
| **Kevin Ho** | Skip | — | Author on Stripe benchmark; represented via [stripe](/wiki/stripe). |
| **Zixiao Zhao** | Skip | — | Lead author on arXiv:2604.16790; single citation below threshold. |

## Related
- [agentic code quality](/wiki/agentic-code-quality)
- [agentic quality evidence](/wiki/agentic-quality-evidence)
- [eval driven development](/wiki/eval-driven-development)
- [agentic engineering patterns](/wiki/agentic-engineering-patterns)

---

## Agent Navigation

cluster: person (170 pages) | betweenness: 8

### References (outbound)
- [Airbnb](https://pyweb.dev/wiki/airbnb.md)
- [Stripe](https://pyweb.dev/wiki/stripe.md)
- [Agentic Code Quality](https://pyweb.dev/wiki/agentic-code-quality.md)
- [Agentic Code Quality — Evidence Map](https://pyweb.dev/wiki/agentic-quality-evidence.md)
- [Eval-Driven Development](https://pyweb.dev/wiki/eval-driven-development.md)
- [Agentic Engineering Patterns](https://pyweb.dev/wiki/agentic-engineering-patterns.md)

### Referenced by (inbound)
- [Agentic Code Quality](https://pyweb.dev/wiki/agentic-code-quality.md)

### Evidence (verified primary sources)
- [simon-willison-agentic-engineering-patterns-2026](https://pyweb.dev/wiki/raw/articles/simon-willison-agentic-engineering-patterns-2026.md) | origin: https://simonwillison.net/guides/agentic-engineering-patterns/ | ingested: 2026-08-27 | sha256: f0fba6d5e10f26597d2b3fbe053cf17a297bbb041dae4b05f49a22ddea494e4c
- [simon-willison-code-proven-to-work-2025](https://pyweb.dev/wiki/raw/articles/simon-willison-code-proven-to-work-2025.md) | origin: https://simonwillison.net/2025/Dec/18/code-proven-to-work/ | ingested: 2026-08-27 | sha256: 7c2bf07e112fdaeac880fdc6dec02a30c0992e0d996162c31fe623f8dbb58ae5
- [addy-osmani-practical-loop-engineering-2026](https://pyweb.dev/wiki/raw/articles/addy-osmani-practical-loop-engineering-2026.md) | origin: https://addyosmani.com/blog/practical-loop-engineering/ | ingested: 2026-08-27 | sha256: 293f5d50e3ff15ae29c1f9c2d9e31f5255a7d874ec170ee97dc8b5b83cb007da
- [addy-osmani-loop-engineering-2026](https://pyweb.dev/wiki/raw/articles/addy-osmani-loop-engineering-2026.md) | origin: https://addyosmani.com/blog/loop-engineering/ | ingested: 2026-08-27 | sha256: e1dda92b345de5bc380fd468b6c280807a49cf7aab7dcda7c80f8938d6dc2874
- [addy-osmani-agentic-code-review-2026](https://pyweb.dev/wiki/raw/articles/addy-osmani-agentic-code-review-2026.md) | origin: https://addyosmani.com/blog/agentic-code-review/ | ingested: 2026-08-27 | sha256: 29c683772620e8015703cccc0c219fbae2966ab2906aff387fd36fbfdd0669eb
- [addy-osmani-human-judgment-software-factory-2026](https://pyweb.dev/wiki/raw/articles/addy-osmani-human-judgment-software-factory-2026.md) | origin: https://addyosmani.com/blog/human-judgment-doesnt-leave-the-software/ | ingested: 2026-08-27 | sha256: 3573d9ce5335cd81dae6b1571ceaf0faa6598cc91e9efc80e05b4f8d3c69a798
- [addy-osmani-own-the-outer-loop-2026](https://pyweb.dev/wiki/raw/articles/addy-osmani-own-the-outer-loop-2026.md) | origin: https://addyosmani.com/blog/own-the-outer-loop/ | ingested: 2026-08-27 | sha256: 3f948a41d3869adfccf1093ca53e9a6abc576eab1448fb0bfce6af9bf420a91d
- [addy-osmani-agentic-autonomy-levels-2026](https://pyweb.dev/wiki/raw/articles/addy-osmani-agentic-autonomy-levels-2026.md) | origin: https://addyosmani.com/blog/agentic-autonomy-levels/ | ingested: 2026-08-27 | sha256: bf365ff64dfc529fbd83c50a7bcc9f87a18d326a3ddc249f48bcb61e7cf474f1
- [kent-beck-gergely-orosz-tdd-ai-agents-2025](https://pyweb.dev/wiki/raw/articles/kent-beck-gergely-orosz-tdd-ai-agents-2025.md) | origin: https://newsletter.pragmaticengineer.com/p/tdd-ai-agents-and-coding-with-kent | ingested: 2026-08-27 | sha256: 15b8fadfccc749c4cdf08351a4c72d217339214a1f2648aa6a124825ee00b312
- [martin-fowler-fragments-2026-01-08](https://pyweb.dev/wiki/raw/articles/martin-fowler-fragments-2026-01-08.md) | origin: https://martinfowler.com/fragments/2026-01-08.html | ingested: 2026-08-27 | sha256: d8fd9cb6ce8112cce355888fbfd72a1a0e219690e3e172eebea8ab2af91f93f3
- [boris-cherny-gergely-orosz-building-claude-code-2026](https://pyweb.dev/wiki/raw/articles/boris-cherny-gergely-orosz-building-claude-code-2026.md) | origin: https://newsletter.pragmaticengineer.com/p/building-claude-code-with-boris-cherny | ingested: 2026-08-27 | sha256: 569f43e4a99caf5189751a266d8106c49afe6d0b3eb61c93e332240a7aba67cf
- [boris-cherny-how-boris-uses-claude-code-2026](https://pyweb.dev/wiki/raw/articles/boris-cherny-how-boris-uses-claude-code-2026.md) | origin: https://howborisusesclaudecode.com/ | ingested: 2026-08-27 | sha256: e62a22b875a3d4fb30fc21d2f883aa02d536bbe6e14d1a124aedc024dd5c4e25
- [armin-ronacher-agent-design-is-still-hard-2025](https://pyweb.dev/wiki/raw/articles/armin-ronacher-agent-design-is-still-hard-2025.md) | origin: https://lucumr.pocoo.org/2025/11/21/agents-are-hard/ | ingested: 2026-08-27 | sha256: 736e31be887a518e7d10deaa6a476a8dd4161be8ca09ab07525b3a822331d88d
- [stripe-can-ai-agents-build-real-stripe-integrations-2026](https://pyweb.dev/wiki/raw/articles/stripe-can-ai-agents-build-real-stripe-integrations-2026.md) | origin: https://stripe.com/blog/can-ai-agents-build-real-stripe-integrations | ingested: 2026-08-27 | sha256: 3d30b4fb0d9bff438404d975b683b8ccba4ee0f626b36d10f70bf8eaf8bd025d
- [stripe-you-cant-whisper-at-an-ai-agent-2026](https://pyweb.dev/wiki/raw/articles/stripe-you-cant-whisper-at-an-ai-agent-2026.md) | origin: https://stripe.dev/blog/ai-steering-experiments | ingested: 2026-08-27 | sha256: c6f4eaf70484e0af801fce4fda637ef2057244784149369a7b2b9da121fc7399
- [airbnb-eval-driven-development-2026](https://pyweb.dev/wiki/raw/articles/airbnb-eval-driven-development-2026.md) | origin: https://medium.com/airbnb-engineering/eval-driven-development-lessons-from-evaluating-genai-at-scale-e817e5ae5788 | ingested: 2026-08-27 | sha256: 94414a24787cabca4537e9a34113139762e66eb17d3996269377298569a51b0c
- [anthropic-demystifying-evals-for-ai-agents-2026](https://pyweb.dev/wiki/raw/articles/anthropic-demystifying-evals-for-ai-agents-2026.md) | origin: https://www.anthropic.com/engineering/demystifying-evals-for-ai-agents | ingested: 2026-08-27 | sha256: 0be1b99962fe19cbf994e5975425fcf6d7c9b898f31a75d883cb7a36d7db5ff9
- [openai-evaluation-best-practices-2026](https://pyweb.dev/wiki/raw/articles/openai-evaluation-best-practices-2026.md) | origin: https://developers.openai.com/api/docs/guides/evaluation-best-practices | ingested: 2026-08-27 | sha256: 5529f24f0c320d3e9e12bdb40a807d212a79ac922fb67b6447182c000206eed1
- [openai-build-a-coding-agent-gpt-5-1-2025](https://pyweb.dev/wiki/raw/articles/openai-build-a-coding-agent-gpt-5-1-2025.md) | origin: https://developers.openai.com/cookbook/examples/build_a_coding_agent_with_gpt-5.1 | ingested: 2026-08-27 | sha256: 5405849943d3435811436bceb35451d0962d46e4e057fbdd77380fab65c9abe8
- [github-spec-driven-development-ai-2025](https://pyweb.dev/wiki/raw/articles/github-spec-driven-development-ai-2025.md) | origin: https://github.blog/ai-and-ml/generative-ai/spec-driven-development-with-ai-get-started-with-a-new-open-source-toolkit/ | ingested: 2026-08-27 | sha256: efac995e17bb4e0cc6e7811f4c5d89f9f98e9e4bb34308bcbee17149208fb759
- [hamel-husain-ai-evals-faq-2026](https://pyweb.dev/wiki/raw/articles/hamel-husain-ai-evals-faq-2026.md) | origin: https://hamel.dev/blog/posts/evals-faq/ | ingested: 2026-08-27 | sha256: fe8dd2419e8d96756f494a707be985227ae5724da945c9c4dcede5ca03f89154
- [hamel-husain-shreya-shankar-evals-skills-2026](https://pyweb.dev/wiki/raw/articles/hamel-husain-shreya-shankar-evals-skills-2026.md) | origin: https://hamel.dev/blog/posts/evals-skills/ | ingested: 2026-08-27 | sha256: c4fc84c125acf75690e6f51dcf104f5c29eff8e6619d2bd33e8f9aee3642008b
- raw/papers/bias-in-the-loop-llm-judge-se-2026.md (internal workspace doc)
- [hn-practitioner-postmortems-agentic-code-quality-2026](https://pyweb.dev/wiki/raw/articles/hn-practitioner-postmortems-agentic-code-quality-2026.md) | origin: https://news.ycombinator.com/item?id=47161209 | ingested: 2026-08-27 | sha256: 09a7378bca615d637897af2be52ec9ebba4206ce03fe9b6d37b88271e3671eae

### Machine endpoints
- Knowledge graph: https://pyweb.dev/api/graph.json
- Graph analysis: https://pyweb.dev/api/graph-analysis.json
- Context index: https://pyweb.dev/llms.txt