--- 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) for complete strategic context, target reader analysis, content requirements, and success criteria. **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) for complete article structure. **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 **Validated:** 2026-01-23 **Validator:** @validator **Verdict:** REVISE → COMPLETE ✅ See [validation-results.md](assets/beyond-vibe-coding/validation-results.md) for complete validation report. **Summary:** - ✅ **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] - ✅ **Removed false claims:** "359x growth" for SDD, "90% Fortune 100 Copilot adoption" - ✅ **Minor stat correction:** "33%" → "about a third" for senior developers **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 All working files for this article: ## Core Files | File | Purpose | Status | |------|---------|--------| | [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 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) Consider adding a fourth part to the series 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 | **Rationale:** These approaches represent common patterns not covered in Parts 1-3: - Architecture-First — enterprise/complex systems angle - Prompt-Driven — bridges gap between vibe coding and spec-driven - Copy-pasting — the "default" many developers start with, important baseline **Next steps:** 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 --- # Activity Log See [log-chat.md](assets/beyond-vibe-coding/log-chat.md) **Latest:** @writer completed draft (2026-01-24). 2,650 words, 8 image placeholders for @image agent. No code snippets per user request.