ai-assistant
Large Language Model (LLM) Wrapper (ChaptGPT-5)
The AI/LLM Wrapper is a lightweight, modular interface designed to simplify integration with OpenAI’s GPT-5 API (and other compatible LLMs). It abstracts away repetitive setup, request handling, and error management so developers and enterprises can focus on building high-value applications without getting stuck in boilerplate code.
Table of Contents 📖
- Value Proposition
- Features
- Tech Stack
- Prerequisites
- LLM Enterprise Use Cases
- License
- Contact
- Acknowledgements
Value Proposition 🪙
- Reduce costs – Handle online and mobile customer service requests with ease.
- Ease of Use – Call the model with a few lines of code.
- Scalability – Handle large enterprise workloads with built-in retries, batching, and streaming support.
- Consistency – Enforce standardized prompts, error handling, and output formatting.
- Security – Centralize API key management and ensure compliance with enterprise policies.
- Extensibility – Plug in custom pre-/post-processing (logging, sanitization, analytics).
Features
-Unified API – Single interface for text, embeddings, and chat models.
-Prompt Templates – Standardize prompts across your organization.
-Logging & Analytics – Track usage, latency, and costs.
-Retry & Rate Limit Handling – Automatic exponential backoff for reliability.
-Streaming Support – Stream tokens in real time for chat or UI applications.
-Enterprise-Ready – Built with compliance and governance in mind.
Tech Stack
- Language: Python 3.10+ (with optional TypeScript/Node.js bindings), Swift
- Core Dependencies:
- Optional Integrations:
- Redis / PostgreSQL for caching
- LangChain / LlamaIndex for orchestration
- AWS / GCP / Azure for deployment
Prerequisites
- Python 3.10+
- Xcode
- OpenAI API key (get one here)
- Basic knowledge of Python/REST APIs
- (Optional) Redis/Postgres for advanced caching and observability
LLM Enterprise Use Cases
- Healthcare – Patient engagement assistants (HIPAA-compliant workflows).
- Education – AI tutors, grading automation, and personalized learning.
- Financial Services – Automated investment research, compliance chatbots.
- Legal & Compliance – Contract review, risk summaries, policy drafting.
- Customer Experience – 24/7 multilingual support agents with escalation rules.
License
MIT License Permission is hereby granted, free of charge, to any person obtaining a copy of this software wrapper and the accompanying documentation files, to use, modify, and redistribute the software without restriction.
Additional terms:
Contact
- Name: Abraham Doe
- Email: abrahamdoe@gmail.com
- GitHub: Portfolio
Acknowledgements
- OpenAI for GPT-5 models.
- LangChain and LlamaIndex for orchestration inspiration.
- Open-source contributors who made LLM adoption faster and safer.
- I am grateful. Thank you!