* Scheduling : Scheduler service enqueues job to message broker with publish timestamp and target social connectors.
* Publishing: Worker picks up job, calls social API with proper rate-limit handling and retries, logs response.
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* Monitoring & Analytics : Publisher returns post-id; analytics pipeline ingests impressions/likes/comments via webhooks or polling; stored in OLAP for dashboards.
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* Feedback loop : Engagement metrics feed the recommendation models (which suggest better times, copy variants, or creative). Data used for periodic model retraining.
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* Audit & Compliance: All content, approvals, and publish events stored for audit/GDPR/record-keeping.
3) AI models & technologies (by capability) Content generation (text)
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* Models: GPT-4 / GPT-4o (OpenAI) or Hugging Face Transformer models (Llama2, Mistral, T5 derivatives) for on-prem / fine-tuned workloads.
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* Libraries & infra: OpenAI API for managed LLMs; Hugging Face Transformers (PyTorch/TensorFlow) for self-hosted.
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* Models: GPT-4 / GPT-4o (OpenAI) or Gemini(vertexAI) for image/text generation and sentiment analysis.
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* Libraries & infra: OpenAI API for managed LLMs; VertexAI APIs for gemini.
* Tech notes: Use RAG (retrieval-augmented generation) when injecting brand guidelines or user history into prompts.
* **What makes it innovative?**
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Our Social Media Manager goes beyond simple scheduling by combining generative AI (GPT-4, Hugging Face models) with computer vision (OpenCV, CLIP, YOLO) and predictive analytics. It not only creates brand-safe captions, hashtags, and visuals but also learns from engagement data to recommend the best posting times and formats. This closed-loop system of AI-driven creativity, moderation, scheduling, and performance forecasting makes it an end-to-end intelligent solution — not just a tool, but a creative and strategic partner.
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Our Social Media Manager goes beyond simple scheduling by combining generative AI (GPT-4, Gemini) with computer vision (OpenCV, CLIP, YOLO) and predictive analytics. It not only creates brand-safe captions, hashtags, and visuals but also learns from engagement data to recommend the best posting times and formats. This closed-loop system of AI-driven creativity, moderation, scheduling, and performance forecasting makes it an end-to-end intelligent solution — not just a tool, but a creative and strategic partner.
## Technology Stack
* **AI/ML Models:** OpenAI API, gemini-2.5-flash, etc.