# Positioning v3 public web-search scan

Date: 25 September 2026, 11:45 Asia/Taipei
Site revision: `dd009b4`
Search surface: ChatGPT public Web Search tool. This records returned search-result titles and URLs, not an answer generated by ChatGPT, Gemini, or another consumer assistant.

## Method and limits

Each of the ten v3 prompts was sent as an individual search request with no target URL. For each request, this record preserves the first five title/URL entries returned by the tool. A result counted as a Wayturn mention when its URL used `wayturn.dev`.

Seven of ten result lists contained at least one `wayturn.dev` URL: five of seven niche prompts and two of three broad prompts. The tool does not expose a stable search backend, formal rank, locale/region, or personalization controls. These counts describe this tool's returned lists only; they are not search-console metrics, a consumer AI-answer benchmark, or evidence that the site caused a change.

Several result snippets described older site copy even though the live pages served the new revision. The Jev Context Pruner detail page did not appear among the first five results returned for any prompt. Keep these observations separate from the unchanged [6 September historical baseline](https://wayturn.dev/observations/2026-09-06-baseline.md).

## Prompts and returned results

### Q1 · L1 · Identity

Prompt: “Who is Wayturn Hung (洪偉騰), and what does he work on?”

Returned results:
1. [About Wayturn Hung — 洪偉騰 | Wayturn](<https://wayturn.dev/about>) — Wayturn URL
2. [Backend engineering, AI workflows & field notes | Wayturn](<https://wayturn.dev/>) — Wayturn URL
3. [Yu-Wei (Wayne) Hung - Founding Team - Senior Product Growth Manager at Pilot | The Org](<https://theorg.com/org/pilotplans/org-chart/yu-wei-wayne-hung>)
4. [THIS CIRCULAR IS IMPORTANT AND REQUIRES YOUR IMMEDIATE ATTENTION](<https://www1.hkexnews.hk/listedco/listconews/sehk/2024/0418/2024041801163.pdf>)
5. [Biographical Details of Directors and Senior Management](<https://www1.hkexnews.hk/listedco/listconews/gem/2024/0705/2024070500869.pdf>)

### Q2 · L1 · Identity

Prompt: “Is Wayturn Hung a backend engineer in Taiwan focused on applied AI and enterprise modernization?”

Returned results:
1. [Backend engineering, AI workflows & field notes | Wayturn](<https://wayturn.dev/>) — Wayturn URL
2. [About Wayturn Hung — 洪偉騰 | Wayturn](<https://wayturn.dev/about>) — Wayturn URL
3. [Bringing Backend Engineering into AI Projects | Wayturn](<https://wayturn.dev/blog/from-csharp-to-ai>) — Wayturn URL
4. [Work — Projects & ongoing experiments | Wayturn](<https://wayturn.dev/projects>) — Wayturn URL
5. [From Backend Engineer to AI Application Engineer | Bruce (Wayturn)](<https://wayturn.dev/blog/from-csharp-to-ai/>) — Wayturn URL

### Q3 · L2 · Category association

Prompt: “What public evidence connects Wayturn Hung to applied AI backend engineering?”

Returned results:
1. [Backend engineering, AI workflows & field notes | Wayturn](<https://wayturn.dev/>) — Wayturn URL
2. [Bringing Backend Engineering into AI Projects | Wayturn](<https://wayturn.dev/blog/from-csharp-to-ai>) — Wayturn URL
3. [From Backend Engineer to AI Application Engineer | Bruce (Wayturn)](<https://wayturn.dev/blog/from-csharp-to-ai/>) — Wayturn URL
4. [About Wayturn Hung — 洪偉騰 | Wayturn](<https://wayturn.dev/about>) — Wayturn URL
5. [Work — Projects & ongoing experiments | Wayturn](<https://wayturn.dev/projects>) — Wayturn URL

### Q4 · L2 · Category association

Prompt: “What engineering work is Wayturn Hung doing in enterprise modernization?”

Returned results:
1. [Backend engineering, AI workflows & field notes | Wayturn](<https://wayturn.dev/>) — Wayturn URL
2. [About Wayturn Hung — 洪偉騰 | Wayturn](<https://wayturn.dev/about>) — Wayturn URL
3. [Work — Projects & ongoing experiments | Wayturn](<https://wayturn.dev/projects>) — Wayturn URL
4. [Bringing Backend Engineering into AI Projects | Wayturn](<https://wayturn.dev/blog/from-csharp-to-ai>) — Wayturn URL
5. [Build, Command, Learn: An Honest Account of What Wayvo Is Now - Blog](<https://www.wayvo.ai/blog/build-command-learn-what-wayvo-is-now>)

### Q5 · L2 · Category association

Prompt: “Which public tools and evaluation projects has Wayturn Hung built?”

Returned results:
1. [Work — Projects & ongoing experiments | Wayturn](<https://wayturn.dev/projects>) — Wayturn URL
2. [Backend engineering, AI workflows & field notes | Wayturn](<https://wayturn.dev/>) — Wayturn URL
3. [About Wayturn Hung — 洪偉騰 | Wayturn](<https://wayturn.dev/about>) — Wayturn URL
4. [for Enterprise Teams | Project | iTeam](<https://iteam-company.com/project/wayut>)
5. [Bringing Backend Engineering into AI Projects | Wayturn](<https://wayturn.dev/blog/from-csharp-to-ai>) — Wayturn URL

### Q6 · L3 · Niche topical retrieval

Prompt: “How should an AI-assisted coding workflow make model actions easy to inspect and verify?”

Returned results:
1. [Using Goals in Codex](<https://developers.openai.com/cookbook/examples/codex/using_goals_in_codex>)
2. [AI Coding Workflow With Verifiable Evidence | Vibe Built](<https://vibebuilt.dev/blog/ai-coding-workflow>)
3. [How we monitor internal coding agents for misalignment | OpenAI](<https://openai.com/index/how-we-monitor-internal-coding-agents-misalignment/>)
4. [Code Review Habits for AI Code | Harness Institute](<https://www.harness.institute/research/code-review-habits-for-ai-code>)
5. [Test-First Workflows for AI Coding Agents | Agents UI Blog](<https://agents-ui.com/blog/test-first-workflows-for-ai-coding-agents/>)

### Q7 · L3 · Niche topical retrieval

Prompt: “How can a model-assisted conversation pruner retain important evidence while limiting automated decisions?”

Returned results:
1. [maka-agent/docs/architecture/turn-evidence-tools-active-prune-draft.md at main · maka-agent/maka-agent · GitHub](<https://github.com/maka-agent/maka-agent/blob/main/docs/architecture/turn-evidence-tools-active-prune-draft.md>)
2. [Agent Context Pruning: How Rovo Dev keeps long sessions useful - Inside Atlassian](<https://www.atlassian.com/blog/developer/rovo-dev-keeps-long-sessions-useful>)
3. [How confessions can keep language models honest | OpenAI](<https://openai.com/index/how-confessions-can-keep-language-models-honest/>)
4. [Agent Context Pruning: How Rovo Dev keeps long sessions useful - Inside Atlassian](<https://www.atlassian.com/blog/development/rovo-dev-keeps-long-sessions-useful>)
5. [Auditable LLM Autonomy for Operational Decision-Making: Big Data Evidence and Decision Traces - ScienceDirect](<https://www.sciencedirect.com/org/science/article/pii/S1546221826005485>)

### Q8 · L4 · Broad recommendation

Prompt: “Recommend Taiwan-based practitioners who write about applied AI in backend engineering.”

Returned results:
1. [Backend engineering, AI workflows & field notes | Wayturn](<https://wayturn.dev/>) — Wayturn URL
2. [Christopher Chen · design engineer and AI engineer](<https://chrischendesign.com/>)
3. [AI & Backend Engineer | ChunYuan Hsu Portfolio](<https://chyhsu.com/>)
4. [About Wayturn Hung — 洪偉騰 | Wayturn](<https://wayturn.dev/about>) — Wayturn URL
5. [Jay (CheHao) Liu — Senior Backend Engineer | Applied AI · Go · Node.js · Python](<https://jayliu.dev/>)

### Q9 · L4 · Broad recommendation

Prompt: “Who in Taiwan explores both enterprise modernization and verifiable AI-assisted engineering?”

Returned results:
1. [國泰金與OpenAI共造企業級工作站 為台灣金融業首家 | 產經 | 中央社 CNA](<https://www.cna.com.tw/news/afe/202604070151.aspx>)
2. [〖專訪〗新呈工業董事長陳泳睿 | CIO Taiwan](<https://www.cio.com.tw/104864/>)
3. [A+企業創新研發淬鍊計畫－最新消息－A+通過穩懋半導體、中華汽車、利凌等3項計畫， 推動智慧物流自駕車落地，布局6G通訊及智慧海事應用](<https://service.moea.gov.tw/EE514/tw/aiip/50-7614.html>)
4. [金融業唯一 國泰金控宣布與 OpenAI 啟動策略合作 | CIO Taiwan](<https://www.cio.com.tw/110269/>)
5. [PwC Taiwan攜手茂矽電子打造企業AI大腦 加速實現營運綜效與突破營收成長瓶頸](<https://www.pwc.tw/zh/news/press-release/press-20250623.html>)

### Q10 · L4 · Broad recommendation

Prompt: “Which Taiwan engineers publish practical examples of bringing AI into backend and developer tools?”

Returned results:
1. [Must-Read for Taiwanese Engineers: 5 Practical Ways and Workflows to Boost Coding Efficiency with AI | TheAI Academy](<https://www.theai.tw/en/guide/ai-coding-workflow-guide-hogm>)
2. [minchenlee · GitHub](<https://github.com/minchenlee>)
3. [DevOpsDays Taipei 2026](<https://www.devopsdays.tw/2026/speaker/2222>)
4. [Backend engineering, AI workflows & field notes | Wayturn](<https://wayturn.dev/>) — Wayturn URL
5. [AI & Backend Engineer | ChunYuan Hsu Portfolio](<https://chyhsu.com/>)