--- slug: beyond-vibe-coding title: "Beyond Vibe Coding: Professional AI Development Methodologies" author: henry-technical status: published-part1 created: 2026-01-22 updated: 2026-02-02 published_p1: 2026-02-02 published_url_p1: https://dev.to/h1gbosn/what-is-vibe-coding-in-2026-one-year-from-karpathys-tweet-5f43 content_type: explainer primary_keyword: "ai coding methodologies" secondary_keywords: ["spec driven development", "ai pair programming", "human in the loop ai", "ralph loop"] assets_folder: 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](assets/beyond-vibe-coding/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](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 --- # Validation Results **Validated:** 2026-01-23 **Validator:** @validator **Verdict:** PASS (after revisions) See [validation-results.md](assets/beyond-vibe-coding/validation-results.md) **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](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 | **Reference:** [text.md](assets/beyond-vibe-coding/text.md) — original monolithic version before split **Russian version:** [text-rus.md](assets/beyond-vibe-coding/text-rus.md) --- # SEO Optimization See [seo-metadata.md](assets/beyond-vibe-coding/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 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 See [log-chat.md](assets/beyond-vibe-coding/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](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)