chore: vibe-coding

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Oleg Proskurin 2026-02-02 23:11:51 +07:00
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# Brief # Brief
See [brief.md](assets/beyond-vibe-coding/brief.md) for complete strategic context, target reader analysis, content requirements, and success criteria. See [brief.md](assets/beyond-vibe-coding/brief.md)
**Quick Summary:** **Quick Summary:**
- **Goal:** Fight "AI is for juniors" stigma with data-backed professional methodologies survey - **Goal:** Fight "AI is for juniors" stigma with data-backed professional methodologies survey
@ -39,120 +39,137 @@ See [brief.md](assets/beyond-vibe-coding/brief.md) for complete strategic contex
# Outline # Outline
See [outline.md](assets/beyond-vibe-coding/outline.md) for complete article structure. See [outline.md](assets/beyond-vibe-coding/outline.md)
**Tone:** "Here's what exists and here's what I actually do" — landscape survey through practitioner's lens, not prescriptive guide **Tone:** "Here's what exists and here's what I actually do" — landscape survey through practitioner's lens, not prescriptive guide
**Structure:**
- Introduction (400w) — Hook with vibe coding, establish legitimacy question
- 6 Methodology sections (400-500w each) — Credentials block, description, Henry's experience (integrated naturally)
- Conclusion (450w) — Landscape overview, legitimacy validation with stats, what I use, community invitation
**Total:** ~2,800 words
**Code examples:** 3 (CLAUDE.md spec, .claude/settings.json, TDD test)
--- ---
# Validation Status # Validation Results
**Validated:** 2026-01-23 **Validated:** 2026-01-23
**Validator:** @validator **Validator:** @validator
**Verdict:** REVISE → COMPLETE ✅ **Verdict:** PASS (after revisions)
See [validation-results.md](assets/beyond-vibe-coding/validation-results.md) for complete validation report. See [validation-results.md](assets/beyond-vibe-coding/validation-results.md)
**Summary:** **Summary:**
- ✅ **4 claims fully verified:** Senior/junior AI usage, 76% adoption, 27% bans, Ralph Loop virality - 4 claims fully verified: Senior/junior AI usage, 76% adoption, 27% bans, Ralph Loop virality
- ✅ **Security vulnerabilities claim updated:** Added source citations [1][2][3] - Security vulnerabilities claim updated with source citations
- ✅ **Removed false claims:** "359x growth" for SDD, "90% Fortune 100 Copilot adoption" - Removed false claims: "359x growth" for SDD, "90% Fortune 100 Copilot adoption"
- ✅ **Minor stat correction:** "33%" → "about a third" for senior developers - Minor stat correction: "33%" → "about a third"
**Revisions Applied by @architect:**
1. Removed Claim 4 (90% Fortune 100) from Conclusion section
2. Removed Claim 6 (359x growth) from Spec-Driven credentials, replaced with qualitative description
3. Added source citations for Claim 3 (security vulnerabilities): Georgetown CSET, Veracode, industry reports
4. Updated Claim 1 to "about a third" instead of "33%" in Introduction and Conclusion
**Next Step:** Ready for @writer to create Draft
--- ---
# Assets Index # Text
All working files for this article: **Format:** 3-part series for dev.to
## Core Files | Part | File | Title | Status |
|------|------|-------|--------|
| 1 | [text-p1.md](assets/beyond-vibe-coding/text-p1.md) | What Is Vibe Coding in 2026? One Year From Karpathy's Tweet | **Published** [dev.to](https://dev.to/h1gbosn/what-is-vibe-coding-in-2026-one-year-from-karpathys-tweet-5f43) |
| 2 | [text-p2.md](assets/beyond-vibe-coding/text-p2.md) | AI Pair Programming vs Agentic Coding | Ready |
| 3 | [text-p3.md](assets/beyond-vibe-coding/text-p3.md) | Human-in-the-Loop + TDD + AI | Ready |
| File | Purpose | Status | **Reference:** [text.md](assets/beyond-vibe-coding/text.md) — original monolithic version before split
|------|---------|--------|
| [brief.md](assets/beyond-vibe-coding/brief.md) | Complete Brief: strategic context, target reader, requirements, success criteria | ✅ Complete |
| [outline.md](assets/beyond-vibe-coding/outline.md) | Article structure with word budgets | ✅ Revised & Complete |
| [text.md](assets/beyond-vibe-coding/text.md) | Article draft (English) | ✅ Draft complete |
| [text-rus.md](assets/beyond-vibe-coding/text-rus.md) | Article draft (Russian) | ✅ Complete |
| [interview.md](assets/beyond-vibe-coding/interview.md) | Oleg's practitioner insights — source for Henry's voice | ✅ Complete |
| [log-chat.md](assets/beyond-vibe-coding/log-chat.md) | Activity log and agent comments | ⏳ Active |
| [seo-metadata.md](assets/beyond-vibe-coding/seo-metadata.md) | SEO title, description, keywords | ⏳ Pending @seo |
## Methodology Specs **Russian version:** [text-rus.md](assets/beyond-vibe-coding/text-rus.md)
Detailed research for each methodology — use for expanding credentials in text.md:
| File | Methodology | Key Sources |
|------|-------------|-------------|
| [spec-driven-dev.md](assets/beyond-vibe-coding/spec-driven-dev.md) | Spec-Driven Development | GitHub Spec Kit, AWS Kiro, Tessl, Martin Fowler |
| [agentic-coding.md](assets/beyond-vibe-coding/agentic-coding.md) | Agentic Coding + Ralph Loop | arXiv papers, Geoffrey Huntley, Cursor 2.0, GitHub Copilot Agent Mode |
| [ai-pair-programming.md](assets/beyond-vibe-coding/ai-pair-programming.md) | AI Pair Programming | GitHub Copilot official, Microsoft Learn, Cursor, Windsurf |
| [ai-aided-test-first.md](assets/beyond-vibe-coding/ai-aided-test-first.md) | TDD + AI | Thoughtworks Radar, Kent Beck, DORA Report 2025, Builder.io |
## Statistics & Research
| File | Purpose | Status |
|------|---------|--------|
| [ai-usage-statistics.md](assets/beyond-vibe-coding/ai-usage-statistics.md) | Statistical research: AI adoption by seniority, company policies, security concerns | ✅ Complete |
| [ai-adoption-statistics.md](assets/beyond-vibe-coding/ai-adoption-statistics.md) | LaTeX-formatted statistics for infographics (2024-2026 data) | ✅ Complete |
| [research-index.md](assets/beyond-vibe-coding/research-index.md) | Methodology clusters, verified sources, interview questions | ⏳ Needs update |
| [validation-results.md](assets/beyond-vibe-coding/validation-results.md) | Fact-checking results for all statistical claims | ✅ Complete |
## Images
| Folder | Contents | Status |
|--------|----------|--------|
| [images/comic/](assets/beyond-vibe-coding/images/comic/) | 8 comic illustrations, uploaded to CDN | ✅ Ready |
| [images/infographic/](assets/beyond-vibe-coding/images/infographic/) | Infographics (based on ai-adoption-statistics.md) | ⏳ In progress |
| [images/comic/cdn-urls.md](assets/beyond-vibe-coding/images/comic/cdn-urls.md) | CDN URLs for all comic images | ✅ Complete |
## External Research
| File | Purpose |
|------|---------|
| [perplexity-chats/AI-Assisted Development_...](research/perplexity-chats/) | Original Perplexity research on terminology |
--- ---
# TODO: Part 4 (Potential Future Addition) # SEO Optimization
Consider adding a fourth part to the series covering additional methodologies: See [seo-metadata.md](assets/beyond-vibe-coding/seo-metadata.md) (pending completion)
| Methodology | Description | Status | **Strategy (from @seo research):**
|-------------|-------------|--------|
| Architecture-First AI Development | Design patterns and system architecture before AI implementation | ⏳ Needs research |
| Prompt-Driven Development | Structured prompt engineering as development methodology | ⏳ Needs research |
| Copy-pasting from AI chatbot | Manual workflow — baseline to compare other methods against | ⏳ Needs research |
**Rationale:** These approaches represent common patterns not covered in Parts 1-3: | Keyword | Volume | Notes |
- Architecture-First — enterprise/complex systems angle |---------|--------|-------|
- Prompt-Driven — bridges gap between vibe coding and spec-driven | vibe coding | 90,500 | Primary umbrella |
- Copy-pasting — the "default" many developers start with, important baseline | what is vibe coding | 40,500 | Part 1 hook |
| spec driven development | 1,300 | Explosive growth |
| ai pair programming | 720 | Part 2 target |
| human in the loop ai | 880 | Part 3 target |
**Next steps:** **Publication timing:** Part 1 on Feb 2, 2026 — exact 1-year anniversary of Karpathy's tweet.
1. Research each methodology for credentials and sources
2. Conduct interview with Oleg for Henry's perspective ---
3. Assess if volume/interest justifies a Part 4
# Image Specs
See [images/comic/cdn-urls.md](assets/beyond-vibe-coding/images/comic/cdn-urls.md)
**Status:** 8 comics + 2 infographics uploaded to CDN
| Type | Count | Location |
|------|-------|----------|
| Comics | 8 | images/comic/ |
| Infographics | 2 | images/infographic/ |
| Hero | 1 | images/hero-image.jpeg |
**Pending:** robots-flesh-bag-comic (HITL section)
---
# Review Chat
## 2026-02-02 @user + @editor — Part 1 Publication
**Published:** https://dev.to/h1gbosn/what-is-vibe-coding-in-2026-one-year-from-karpathys-tweet-5f43
**Human edits before publication:**
- Removed H1 title (dev.to handles separately)
- "started it all" → "started it" (more measured)
- Removed "(or 'vibecoding' as some write it)"
- Added infographic: "Vibe Coding DO and DON'T"
**Voice concern:** Article became more formal after SEO optimization. Need to restore Henry's personal voice in Parts 2-3.
--- ---
# Activity Log # Activity Log
See [log-chat.md](assets/beyond-vibe-coding/log-chat.md) See [log-chat.md](assets/beyond-vibe-coding/log-chat.md) for complete history.
**Latest:** @writer completed draft (2026-01-24). 2,650 words, 8 image placeholders for @image agent. No code snippets per user request. **Key milestones:**
| Date | Agent | Action |
|------|-------|--------|
| 2026-01-22 | @strategist | Initial setup, research, interview |
| 2026-01-22 | @strategist | Keyword research, Brief creation |
| 2026-01-23 | @strategist | Brief refinements (impostor syndrome angle) |
| 2026-01-23 | @architect | Outline creation |
| 2026-01-23 | @validator | Fact-checking, removed false claims |
| 2026-01-24 | @writer | Draft creation (text.md) |
| 2026-01-31 | @seo | Series split (3 parts), keyword optimization |
| 2026-02-01 | @writer | Split into text-p1/p2/p3.md, expanded credentials |
| 2026-02-02 | @user | Part 1 published on dev.to |
---
# TODO: Part 4 (Future)
Consider adding a fourth part covering additional methodologies:
| Methodology | Description | Status |
|-------------|-------------|--------|
| Architecture-First AI Development | Design patterns and system architecture before AI implementation | Needs research |
| Prompt-Driven Development | Structured prompt engineering as development methodology | Needs research |
| Copy-pasting from AI chatbot | Manual workflow — baseline to compare other methods against | Needs research |
---
# Research Files
| File | Purpose |
|------|---------|
| [interview.md](assets/beyond-vibe-coding/interview.md) | Oleg's practitioner insights — source for Henry's voice |
| [ai-usage-statistics.md](assets/beyond-vibe-coding/ai-usage-statistics.md) | Statistical research for claims |
| [ai-adoption-statistics.md](assets/beyond-vibe-coding/ai-adoption-statistics.md) | LaTeX-formatted stats for infographics |
| [research-index.md](assets/beyond-vibe-coding/research-index.md) | Source verification index |
**Methodology specs:**
- [spec-driven-dev.md](assets/beyond-vibe-coding/spec-driven-dev.md)
- [agentic-coding.md](assets/beyond-vibe-coding/agentic-coding.md)
- [ai-pair-programming.md](assets/beyond-vibe-coding/ai-pair-programming.md)
- [ai-aided-test-first.md](assets/beyond-vibe-coding/ai-aided-test-first.md)