i used vibe coding to create a content generation engine, and here's what i learned.
digital-literacy·2 Apr 2026, 03:13 am·$0.3523
Content
Generated content from each pipeline stage
Summary
Vibe coding is an AI-augmented software development methodology where developers describe features in natural language and AI models generate code. While this is a technical development practice relevant to developer workflows, there's a significant misalignment with digital literacy topics (AI-generated content detection, fact-checking, misinformation). For a digitally-native Singapore audience aged 13-19, the topic could be reframed to focus on how AI content generation tools—like those used in vibe coding—create broader implications for content authenticity, creator accessibility, and the information ecosystem rather than the coding methodology itself.
Key Findings
- Vibe coding is a software development methodology where developers use natural language to describe features and AI models generate the actual code
- Vibe coding represents AI-augmented coding workflows that enable rapid prototyping and development
- The practice has evolved throughout 2025 with new tools and refinements for making AI-generated code more viable for production use
- Vibe coding is fundamentally a technical development practice, not a digital literacy or media literacy framework
- AI capabilities used in vibe coding (like generative models) have broader implications for content creation at scale, which poses potential misinformation risks
- Smaller creators can now bypass traditional media gatekeepers using AI tools similar to those powering vibe coding
- There is a disconnect between vibe coding as a developer tooling practice and topics like AI-generated content detection, fact-checking, and algorithmic manipulation
- For young digitally-native audiences in Singapore, the relevant angle is how AI content generation tools affect information authenticity rather than the coding methodology itself
Citations
- Best AI Tools for Vibe Coding 2025: Rapid Prototyping https://codingscape.com/blog/best-ai-tools-for-vibe-coding-2025-rapid-prototyping
- Vibe Coding in 2025: A Technical Guide https://plausiblefutures.substack.com/p/vibe-coding-in-2025-a-technical-guide
- Prompt, Generate, Ship: The Rise of Vibe Coding in 2025 https://dev.to/byte-sized-news/prompt-generate-ship-the-rise-of-vibe-coding-in-2025-430e
- Vibe Coding Video Resource https://www.youtube.com/watch?v=5851J9-9drE
- A Year in Review: From Vibe Coding to Viable Code https://ainativedev.io/news/a-year-in-review-from-vibe-coding-to-viable-code/
- Recap of Vibe Coding in May 2025 https://www.nemofq.com/p/recap-of-vibe-coding-in-may-2025
Suggested Angles
- Personal learning journey: How using vibe coding to build a content generation engine revealed insights about AI capabilities, limitations, and the democratization of content creation
- The double-edged sword: Lessons from building AI tools that make content creation accessible to anyone—and what that means for content authenticity and misinformation
- Behind the curtain: What creating an AI content engine taught about how synthetic content is made and how to spot it as a consumer
- From code to content: How vibe coding democratizes both software and content creation, and the digital literacy skills young Singaporeans need in this new landscape
- Reframe as a maker story: I built this AI tool using vibe coding—here's what it taught me about the content you consume daily on social media
- The creator's perspective: Using vibe coding revealed how easy it is to generate convincing content at scale and why critical thinking matters more than ever
Agent Logs
15 agent calls · $0.4325 total · 363.4s
| Agent | Model | Tokens In | Tokens Out | Cost | Duration |
|---|---|---|---|---|---|
| sourcer | claude-sonnet-4-5-20250929 | 1,679 | 1,393 | $0.0259 | 30.2s |
| writer | claude-sonnet-4-5-20250929 | 4,456 | 2,160 | $0.0458 | 55.3s |
| editor | claude-sonnet-4-5-20250929 | 5,029 | 2,559 | $0.0535 | 28.7s |
| seo | claude-sonnet-4-5-20250929 | 4,603 | 3,168 | $0.0613 | 41.8s |
| compliance | claude-sonnet-4-5-20250929 | 3,912 | 351 | $0.0170 | 7.4s |
| seo | claude-sonnet-4-5-20250929 | 4,603 | 2,960 | $0.0582 | 36.5s |
| image_gen | claude-haiku-4-5-20251001+gemini-2.5-flash-image | 1,111 | 223 | $0.0018 | 11.9s |
| compliance | claude-sonnet-4-5-20250929 | 3,811 | 1,848 | $0.0392 | 31.7s |
| editor_compliance_fix | claude-sonnet-4-5-20250929 | 6,043 | 2,985 | $0.0629 | 31.5s |
| compliance_recheck | claude-sonnet-4-5-20250929 | 3,795 | 1,516 | $0.0341 | 34.0s |
| image_gen | claude-haiku-4-5-20251001+gemini-2.5-flash-image | 1,129 | 230 | $0.0018 | 11.6s |
| slides_generator | claude-haiku-4-5-20251001 | 4,089 | 1,362 | $0.0087 | 12.3s |
| slides_generator | claude-haiku-4-5-20251001 | 4,149 | 1,643 | $0.0099 | 15.1s |
| repurposer | claude-haiku-4-5-20251001 | 4,468 | 712 | $0.0064 | 7.7s |
| linkedin_repurposer | claude-haiku-4-5-20251001 | 4,126 | 656 | $0.0059 | 7.7s |
Publish History
12 publish attempts
| Destination | Status | URL | Published At | Error |
|---|---|---|---|---|
| LinkedIn Integration | Published | https://www.linkedin.com/feed/update/urn:li:share:7445392665916915712 | 2 Apr 2026, 08:52 am | |
| LinkedIn Integration | Failed | — | — | No user session for LinkedIn publish |
| LinkedIn Integration | Failed | — | — | No user session for LinkedIn publish |
| Melvinseetoh.com (updated) | Published | https://www.melvinseetoh.com/blog/vibe-coding-content-engine-ai-generated-content | 2 Apr 2026, 08:26 am | |
| Melvinseetoh.com (updated) | Published | https://www.melvinseetoh.com/blog/vibe-coding-content-engine-ai-generated-content | 2 Apr 2026, 08:25 am | |
| Melvinseetoh.com (updated) | Published | https://www.melvinseetoh.com/blog/vibe-coding-content-engine-ai-generated-content | 2 Apr 2026, 08:07 am | |
| Melvinseetoh.com (updated) | Published | https://www.melvinseetoh.com/blog/vibe-coding-content-engine-ai-generated-content | 2 Apr 2026, 08:07 am | |
| Melvinseetoh.com (updated) | Published | https://www.melvinseetoh.com/blog/vibe-coding-content-engine-ai-generated-content | 2 Apr 2026, 05:09 am | |
| Melvinseetoh.com (updated) | Published | https://www.melvinseetoh.com/blog/vibe-coding-content-engine-ai-generated-content | 2 Apr 2026, 05:09 am | |
| LinkedIn Integration | Failed | — | — | No user session for LinkedIn publish |
| LinkedIn Integration | Failed | — | — | No user session for LinkedIn publish |
| melvinseetoh.com | Published | https://www.melvinseetoh.com/blog/vibe-coding-content-engine-ai-generated-content | 2 Apr 2026, 03:37 am |
Details
- Run ID
- ccb794f9-20d2-4586-b66f-79abbf1876c2
- Current Stage
- complete
- Started
- 2 Apr 2026, 03:13 am
- Completed
- 2 Apr 2026, 03:31 am
- Skip Research
- No
- Skip Repurpose
- No