6.3 KiB
| slug | title | author | status | created | updated | published_p1 | published_url_p1 | content_type | primary_keyword | secondary_keywords | assets_folder | ||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| beyond-vibe-coding | Beyond Vibe Coding: Professional AI Development Methodologies | henry-technical | published-part1 | 2026-01-22 | 2026-02-02 | 2026-02-02 | https://dev.to/h1gbosn/what-is-vibe-coding-in-2026-one-year-from-karpathys-tweet-5f43 | explainer | ai coding methodologies |
|
assets/beyond-vibe-coding/ |
Idea
Source: Perplexity research on AI-assisted development terminology (Jan 2026)
Concept: Overview article covering AI coding methodologies landscape. Position vibe coding (Collins Word of Year 2025) as entry point, then survey professional approaches: Spec-Driven Development, Agentic Coding, AI Pair Programming, HITL, TDD+AI.
Goal: Establish Henry's expertise in AI-assisted development. Second article for Dev.to account warmup.
Angle: Survey + practitioner perspective (via interview with Oleg)
Brief
See brief.md
Quick Summary:
- Goal: Fight "AI is for juniors" stigma with data-backed professional methodologies survey
- Angle: Seniors use AI MORE than juniors — methodology separates pros from beginners
- Format: Survey of 6 methodologies with credentials, practitioner insights
- Target: 2,500-3,500 words, thought leadership + long-tail SEO
Outline
See outline.md
Tone: "Here's what exists and here's what I actually do" — landscape survey through practitioner's lens, not prescriptive guide
Validation Results
Validated: 2026-01-23 Validator: @validator Verdict: PASS (after revisions)
Summary:
- 4 claims fully verified: Senior/junior AI usage, 76% adoption, 27% bans, Ralph Loop virality
- Security vulnerabilities claim updated with source citations
- Removed false claims: "359x growth" for SDD, "90% Fortune 100 Copilot adoption"
- Minor stat correction: "33%" → "about a third"
Text
Format: 3-part series for dev.to
| Part | File | Title | Status |
|---|---|---|---|
| 1 | text-p1.md | What Is Vibe Coding in 2026? One Year From Karpathy's Tweet | Published dev.to |
| 2 | text-p2.md | AI Pair Programming vs Agentic Coding | Ready |
| 3 | text-p3.md | Human-in-the-Loop + TDD + AI | Ready |
Reference: text.md — original monolithic version before split
Russian version: text-rus.md
SEO Optimization
See seo-metadata.md (pending completion)
Strategy (from @seo research):
| Keyword | Volume | Notes |
|---|---|---|
| vibe coding | 90,500 | Primary umbrella |
| 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 |
Publication timing: Part 1 on Feb 2, 2026 — exact 1-year anniversary of Karpathy's tweet.
Image Specs
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
See log-chat.md for complete history.
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 | Oleg's practitioner insights — source for Henry's voice |
| ai-usage-statistics.md | Statistical research for claims |
| ai-adoption-statistics.md | LaTeX-formatted stats for infographics |
| research-index.md | Source verification index |
Methodology specs: