What "Built It Solo" Actually Means When You Work With AI
Ellen Hermance developed PlantCareAI, a personalized AI plant care advisor, after being laid off in August 2025, using AI tools to build the application largely on her own. She describes her role as both product owner and technical director, emphasizing that while AI wrote much of the code, she guided all decisions and maintained quality control. The project highlights a new model of solo development where humans direct AI as a team member rather than coding entirely from scratch.
- ▪PlantCareAI provides personalized plant care advice using live weather data and user input, with features for both free and signed-in users.
- ▪The app was built using Python/Flask, PostgreSQL via Supabase, Tailwind CSS, JavaScript, and deployed on Render with Anthropic's Claude Haiku as the primary LLM.
- ▪Hermance used Claude Code as a developer-like collaborator, reviewing all AI-generated code and making final decisions on architecture, features, and quality.
- ▪A key technical feature is the AI fallback chain: Claude Haiku is used first, then Google Gemini, followed by hardcoded responses if both fail.
- ▪The application includes email-based authentication, Stripe payments, WCAG 2.1 AA accessibility compliance, and PWA support.
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Record
| Original publisher | DEV.to (Top) |
| Canonical URL | https://dev.to/ehermance/what-built-it-solo-actually-means-when-you-work-with-ai-52ih |
| Publication time | Sun, 17 May 2026 00:41:04 +0000 |
| Retrieval time | 2026-05-17T01:10:19.091Z |
| Last seen | 2026-05-17T01:10:19.091Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | rjK3WUyf1Pvk · 2 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
try { if(localStorage) { let currentUser = localStorage.getItem('current_user'); if (currentUser) { currentUser = JSON.parse(currentUser); if (currentUser.id === 3935465) { document.getElementById('article-show-container').classList.add('current-user-is-article-author'); } } } } catch (e) { console.error(e); } Ellen Hermance Posted on May 17 • Originally published at ehermance.com What "Built It Solo" Actually Means When You Work With AI #ai #python #flask #webdev PlantCareAI is a weather and context-aware AI plant advisor that gives personalized care guidance based on each plant's history and live local weather data. I built it solo after getting laid off in August 2025. Here's what I actually learned about building with AI when no one else is on the team.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at DEV.to (Top).
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