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Instagram Content Engine for Luxury Brands\n\nA multi-agent AI system built with **CrewAI** that autonomously researches Indian cultural moments, analyses luxury fashion trends, and generates a complete 30-day Instagram content calendar — captions, hashtags, and post strategy included.\n\n---\n\n## What It Does\n\nGiven a target month, four specialised AI agents collaborate in sequence to produce a fully formatted content calendar tailored to an Indian luxury fashion brand:\n\n1. **Cultural Researcher** — Scours the web for Indian festivals, public holidays, wedding seasons, and lifestyle moments relevant to an affluent audience\n2. **Trend Analyst** — Researches luxury fashion trends, competitor activity, and trending hashtags in the Indian market\n3. **Content Strategist** — Maps cultural moments and trends to a strategic 30-day posting plan, balancing Reels, Carousels, Static Images, and Stories\n4. **Caption Writer** — Writes final captions and curated hashtag sets in the brand's 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(GPT-4o-mini / configurable per agent)  \n**Search:** SerperDev API  \n**Output schema:** Pydantic-validated `ContentCalendar` model\n\n---\n\n## Sample Output\n\n```\n# The Aurelian — Content Calendar: May 2026\n\n---\n\n## Day 1 — May 1, 2026\n\n**Post Type:** Carousel\n\n**Theme:** Buddha Purnima: Celebration & Reflection\n\n**Caption:**\nIn stillness, we find enlightenment. As we honour Buddha Purnima, let us\nreflect upon the virtues of peace and spirituality amidst the tapestry of\nluxury. ✨\n\n**Hashtags:** #TheAurelian #BuddhaPurnima #LuxuryLifestyle #SpiritualElegance\n#HeritageFashion #LuxuryIndia #TimelessDesign #CulturalWealth\n\n**Why this day:** Celebrating the enlightened values of Buddha while showcasing\na luxurious collection for spiritual events.\n```\n\n---\n\n## Tech Stack\n\n| Component | Technology |\n|---|---|\n| Agent Framework | [CrewAI](https://crewai.com) |\n| LLM Provider | [OpenRouter](https://openrouter.ai) |\n| Web Search | [SerperDev](https://serper.dev) |\n| Output Validation | Pydantic v2 |\n| Package Manager | uv |\n| Language | Python 3.12 |\n\n---\n\n## Project Structure\n\n```\naureliancalender/\n├── src/\n│   └── aureliancalender/\n│       ├── crew.py          # Agent and task definitions\n│       ├── main.py          # Entry point\n│       └── config/\n│           ├── agents.yaml  # Agent roles, goals, backstories, LLM config\n│           └── tasks.yaml   # Task descriptions, context chaining\n├── output/\n│   └── content_calendar.md  # Generated calendar (git-ignored)\n├── .env                     # API keys (git-ignored)\n├── .gitignore\n└── pyproject.toml\n```\n\n---\n\n## Getting Started\n\n### Prerequisites\n\n- Python 3.12+\n- [uv](https://docs.astral.sh/uv/) installed\n- An [OpenRouter](https://openrouter.ai) API key\n- A [SerperDev](https://serper.dev) API key\n\n### Installation\n\n```bash\n# Clone the repo\ngit clone https://github.com/yourusername/aureliancalender.git\ncd aureliancalender\n\n# Install dependencies\nuv sync\n```\n\n### Configuration\n\nCreate a `.env` file in the project root:\n\n```env\nOPENROUTER_API_KEY=your-openrouter-key-here\nSERPER_API_KEY=your-serper-key-here\n```\n\n### Run\n\n```bash\ncrewai run\n```\n\nThe calendar will be generated at `output/content_calendar.md`.\n\nTo change the target month, edit `main.py`:\n\n```python\ninputs = {\"month\": \"June 2026\"}\n```\n\n---\n\n## Key Design Decisions\n\n**Why sequential process?**\nEach agent's output is the next agent's context. 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