Raw LLM Responses
Inspect the exact model output for any coded comment.
Look up by comment ID
Random samples — click to inspect
G
The issue is for AI to be conscious .. then it needs to be able to show the abil…
ytc_UgybJN1bE…
G
My company has switched some operations to AI, and it's been a disaster. AI is n…
ytc_UgwTX-oSz…
G
Many people doesn't understand the truth, what is exactly mean by wisdom.. ai ne…
ytc_UgyMWmk1H…
G
I could, theoretically imagine a point where "AI" (actual AI, not what corporate…
ytc_UgyKuPqqp…
G
@KenLevine-h4g Photoshop used to be a scare. The term "photoshopped" meant fake …
ytr_UgwXPreiS…
G
Web crawlers are creepy in nature because they access good and bad sites.
If yo…
ytc_UgxZeMbco…
G
In considering this we must think tactically about our own existence. I hope th…
ytc_Ugyc2Ir-5…
G
The lady should retrain as a plumber. Suppose I have a water leak under my house…
ytc_Ugyiys1zt…
Comment
0:00 🤨 Author is skeptical of AI hype but aims to objectively test coding tools in 2026.
0:19 📈 Notices respected developers like Linus Torvalds finding AI tools useful.
0:32 🎯 Goal is to honestly evaluate if AI tools make a meaningful difference over time.
0:50 💡 Believes understanding software concepts is now more important than ever.
1:03 🔍 Shares learnings after giving AI coding (OpenAI Codex agent) a fair chance.
1:13 ⚙️ Starts test with a greenfield project (BJJ gym management app) using Spring Boot & React Native.
1:41 😅 Admits many projects fail due to time spent on basics like auth; hopes AI can help.
2:29 ❓ Agent asks clarifying questions about security (JWT) and database (Postgres).
2:48 ⏳ Compares waiting for AI generation to waiting for Java compilation as a junior dev.
3:08 ✅ Backend scaffolding is good, follows standard Spring Boot patterns (Controllers, Services, Repositories).
3:40 ⚠️ Notes AI doesn't truly understand code; it's a black box guessing word combinations.
4:24 ❌ Test fails: Agent creates a custom status endpoint instead of suggesting Spring Actuator.
5:02 🔄 Rejects AI's overcomplicated solutions for adding a deployment timestamp.
5:41 ⚠️ Main takeaway: Using AI without understanding the code creates maintenance debt.
6:08 📱 React Native scaffolding is worse: a single 1000-line file with duplicated code.
7:22 🔧 Spends much time refactoring and explicitly prompting for reusable components and UI fixes.
7:50 🏁 After ~20 hours, has a usable app, concluding that bad software is better than no software.
8:22 💭 A duct-taped app shipped fast beats perfect architecture that takes months.
8:41 👨💻 Developers aren't going anywhere; knowledge is more crucial than ever.
8:59 💸 Questions financial scalability: current cost is low, but future pricing could change the calculus.
youtube
AI Jobs
2026-01-25T13:0…
Coding Result
| Dimension | Value |
|---|---|
| Responsibility | none |
| Reasoning | consequentialist |
| Policy | none |
| Emotion | indifference |
| Coded at | 2026-04-27T06:24:59.937377 |
Raw LLM Response
[
{"id":"ytc_UgzjuolDWDfeCeLcifl4AaABAg","responsibility":"user","reasoning":"virtue","policy":"none","emotion":"approval"},
{"id":"ytc_UgyyY5y-N_QFaQgvloZ4AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"indifference"},
{"id":"ytc_UgyTYvhCheaAkdP_Dx14AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"indifference"},
{"id":"ytc_Ugy5ubYiisFHT7J4dhp4AaABAg","responsibility":"ai_itself","reasoning":"deontological","policy":"liability","emotion":"outrage"},
{"id":"ytc_Ugwr7Dqewl-aPKP0FfV4AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"resignation"},
{"id":"ytc_Ugx-CfyipgtvRlr8mHJ4AaABAg","responsibility":"none","reasoning":"virtue","policy":"none","emotion":"approval"},
{"id":"ytc_UgyMQ-TzNLOMPfbXSAd4AaABAg","responsibility":"company","reasoning":"consequentialist","policy":"regulate","emotion":"indifference"},
{"id":"ytc_Ugz0xuMPJpAiqCTjTQ54AaABAg","responsibility":"user","reasoning":"virtue","policy":"none","emotion":"approval"},
{"id":"ytc_Ugw_6B9Lt5jSxVnbT0p4AaABAg","responsibility":"none","reasoning":"consequentialist","policy":"none","emotion":"resignation"},
{"id":"ytc_UgwAmozXCx0fOArs1bl4AaABAg","responsibility":"none","reasoning":"virtue","policy":"none","emotion":"approval"}
]