GPT-4o, o3 & frontier models
Accessing GPT-4o, o3, and other OpenAI models via API for text generation, code completion, function calling, and multimodal tasks. Widely used as the default LLM backend in AI applications, chatbots, and agent frameworks due to its broad capability and extensive ecosystem support.
Create an account at platform.openai.com and generate an API key from the API Keys page. Install the Python SDK with `pip install openai` or the Node SDK with `npm install openai`, then set your key as the OPENAI_API_KEY environment variable. Pay-as-you-go billing is required with pricing varying by model tier.
$ pip install openai` or the Node SDK with `npm install openai` Case studies
Healthcare technology company
A healthcare tech company was using base GPT-4 for clinical text classification but hitting 67% accuracy — below the 90% threshold required for regulatory compliance.
Fine-tuned GPT-4 on 500k domain-specific clinical examples using OpenAI's fine-tuning API. Iterated on training data curation, prompt formatting, and hyperparameters tracked in W&B.
Task accuracy improved from 67% to 91%, clearing the compliance threshold. Inference cost 40% lower than base GPT-4 at the same throughput due to shorter prompts needed post-fine-tune.
B2B SaaS company, sales development team
An SDR team was sending generic email sequences with a 1.8% reply rate. They had rich prospect data but no scalable way to personalize at the research depth needed to improve replies.
Designed a GPT-4o prompt chain that ingests LinkedIn, company news, and job postings to generate hyper-personalized first lines and value props per prospect. Structured output via function calling feeds directly into their CRM.
Reply rate jumped from 1.8% to 2.9% — a 61% relative increase (34% above their target). Pipeline generated grew 180% in the first quarter of deployment.
Mid-market hedge fund, 500 filings/quarter
An equity research team was manually extracting structured financial metrics, guidance language, and risk factors from SEC filings — $2/document in analyst time, 500+ documents per quarter.
Built a GPT-4 extraction pipeline using function calling to produce structured JSON from 10K/10Q filings. Chunked filings intelligently by section type (MD&A, financials, risk factors) for targeted extraction.
Cost dropped from $2 to $0.003 per document — a 99.85% reduction. Extraction covers 40+ fields per filing with 97% accuracy validated against manual samples. Processing 500 filings now takes 2 hours instead of 3 weeks.
For hire
AI Educator & Consultant @ Data Independent
Runs Data Independent, an AI education and consulting practice. One of the most recognized LangChain educators with tutorials that have millions of views. Created the 'Needle in a Haystack' long-context evaluation methodology that became an industry-standard benchmark.
Independent AI Consultant & Educator @ Parlance Labs
Independent ML engineer with 20+ years of experience, formerly at Airbnb and GitHub where he did early LLM research used by OpenAI for code understanding. Co-teaches 'AI Evals for Engineers and PMs' with 3,000+ students from 500+ companies including OpenAI, Anthropic, and Google. Expert on LLM fine-tuning and evaluation systems for production AI products.
AI/ML Engineer & Community Leader @ Voxel51 (Hacker-in-Residence)
Hacker-in-Residence at Voxel51 building prototypes, open-source tools, and educational content. Host of 'The Artists of Data Science' podcast with 300+ interviews. Mentored 2,500+ aspiring data scientists. Experience at Deci AI, Pachyderm, Bold Commerce. Teaches on LinkedIn Learning and 365 Data Science.
AI Researcher & Author @ Independent
Independent AI researcher and author focused on autonomous AI agents, cognitive architectures, and AI alignment. Creates in-depth YouTube content on building AI agent systems, RAG pipelines, and autonomous reasoning. Author exploring the philosophical and practical implications of advanced AI.
AI Advisor & Investor @ Independent (ex-Amazon Head of ML)
Former Head of Machine Learning at Amazon. Now an independent AI advisor, investor, and one of the most-followed AI voices on LinkedIn with millions of followers. Named to Forbes 30 Under 30 and Inc.'s Female Founders list. Advises Fortune 500 companies on AI strategy and invests in AI startups.
World's First 4x Kaggle Grandmaster @ Vespa.ai (ex-Hugging Face, Boost.ai)
World's first Quadruple Kaggle Grandmaster — achieving Grandmaster rank across all four Kaggle categories (Competitions, Notebooks, Datasets, Discussions). Author of 'Approaching (Almost) Any Machine Learning Problem.' Former ML engineer at Hugging Face. Created AutoXGB and other open-source ML tools. Teaches through YouTube and open-source projects.
AI Consultant & NLP Expert @ Opinosis Analytics
Founder of Opinosis Analytics, specializing in AI consulting for healthcare, pharma, and enterprise. Published peer-reviewed research in medical AI and collaborates with medical institutions. Author and educator on practical NLP applications. Helps organizations unlock value from unstructured text data.
AI Developer & Google Developer Expert @ Red Dragon AI
Co-founder of Red Dragon AI and Google Developer Expert for Machine Learning. Creates in-depth YouTube tutorials on building with Google Gemini, LangChain, and other AI frameworks. One of the earliest and most thorough educators on Google's AI tools, from PaLM to Gemini.
AI Automation Expert @ Independent
AI automation expert who builds workflows that save businesses 10-30+ hours per employee per week. Expert-Vetted and Top 1% with 250+ delivered projects and 100% Job Success. Specializes in n8n, Make.com, Zapier, AI chatbots, document processing, and API integrations.
AI Engineer @ Independent ()
AI engineer specializing in LLMs and machine learning with extensive experience in healthcare, finance, spatial analytics, and advertising. -vetted freelancer. Built robust clinical note generation pipelines, automated LLM evaluation testing on AWS Batch, and fine-tuned models for domain-specific tasks.
Senior Data Scientist & AI Consultant @ Independent ()
Senior data scientist on with extensive experience in predictive modeling, data visualization, and LLM evaluation. Developed internal tools for prompt prototyping at scale. Architected methods for evaluating LLM responses across closed-source and open-source models. Manages complex data science projects with small, agile teams.
AI/ML Developer @ Independent ( Top 1%)
Top 1% AI Developer with 13+ years in tech, delivering 50+ AI projects across Machine Learning, NLP, Computer Vision, and predictive analytics. Specializes in building AI-driven multi-tenant SaaS systems and RAG applications.
Generative AI Developer @ Independent ()
Artificial Intelligence & Generative AI Developer on with 12+ years of experience. Specializes in GPT-4, OpenAI, RAG systems, and building AI-powered applications. Delivers end-to-end AI solutions from prototyping to production deployment.
Expert-Vetted AI (LLM) Engineer @ Independent
6+ years delivering value with NLP, LLM, and chatbot technology. Started using Large Language Models when HuggingFace was still called 'pytorch-pretrained-bert'. Featured in industry fireside chat series as an Expert NLP Engineer.
Certified Prompt Engineer & AI Engineer | CEO, ArcanEdge.ai @ Independent
Over 120 projects on (many long-term, all five-star). Designs prompt stacks and evaluation frameworks, assembles LLM workflows, and manages AI MVPs — from tax-review assistants and ingredient advisors to master data management tools. Journey from oil rigs to AI innovation. Featured in customer success stories.
Full-Stack Machine Learning Engineer @ Independent
Full-stack ML engineer working on projects driven by smart algorithms and data. Designed ML systems for accounting document recognition using deep learning. Doubled accuracy of an AI corrosion detection model. Builds highly scalable backend services with Python, FastAPI, Celery, Redis, and MongoDB.
AI Consultant | RAG Chatbot & Voice Agent Specialist @ Independent
Earned $50,000+ on long-term AI consultancy projects helping clients implement LLM-powered systems and intelligent chatbots. 1000+ hours of consultation for optimizing conversational AI workflows. Expertise spans LLMs, vector search, voice cloning, custom voice model training, and real-time voice transformation using ElevenLabs.
Prompt Engineer | OpenAI, Anthropic, Google & Open-Source Models @ Independent
Started out winning prompt engineering hackathons, now a top-rated freelancer creating prompts for OpenAI, Anthropic, Google, and open-source models with precision that meets client goals. Known for making AI models 'do things you didn't know were possible.'
AI Engineer | Prompt Engineer | Computer Vision & Rapid Prototyping @ Independent
Top-Rated contractor who has curated 30+ prompt templates for clinical applications, developed RAG pipelines using Pinecone, and optimized social media agents. Built production-ready solutions including a chatbot that reached 10,000+ visits.
Expert AI Engineer | OpenAI, RAG, LangChain | AI Agents & Agentic AI | MCP @ Independent
Expert AI Engineer specializing in OpenAI, RAG, and LangChain with AI Agents and Agentic AI. Experienced with the Model Context Protocol (MCP) for building connected AI systems.
Senior AI Engineer @ Independent
Former Senior AI Engineer at GitHub and Microsoft. Now independent consultant and educator with 22k+ YouTube following teaching practical AI engineering. Publishes rate guides and strategy content for AI freelancers. Built career from intern to Senior Engineer in 4 years.
Thought leaders
Follow for insights, tutorials, and thought leadership
LangChain
CEO and co-founder of LangChain, the most widely-used framework for building LLM-powered applications. Legendary for his deep presence in the developer community, paying close attention to developer problems and shipping solutions rapidly. Built the orchestration layer that powers thousands of AI applications in production.
LlamaIndex
CEO and co-founder of LlamaIndex, the leading framework for building document agents and RAG systems. Previously held roles at Apple, Quora, Two Sigma, and Uber. Under his leadership, LlamaIndex crossed 600,000+ monthly downloads and raised $8.5M from Greylock. Teaches advanced RAG courses on DeepLearning.AI.
Aurelio AI
Founder of Aurelio AI and ex-Pinecone developer advocate. One of the most prominent AI educators on YouTube, known for breaking down complex AI concepts with practical code walkthroughs. Co-authored the LangChain AI Handbook and created the comprehensive 5-hour LangChain Mastery course covering agentic systems, LangSmith, and LCEL.
Independent
British programmer, co-creator of the Django web framework, and one of the best-known software engineers experimenting with LLMs to boost productivity. Runs simonwillison.net, an influential blog offering practical analysis of LLM advancements. Built 77+ HTML/JS apps and 6+ Python apps entirely by prompting LLMs. Created the LLM command-line tool for running prompts from the terminal.
Eureka Labs
Founding member of OpenAI and former Director of AI at Tesla where he led the Autopilot computer vision team. PhD from Stanford under Fei-Fei Li. Created Stanford's CS 231n course which grew from 150 to 750 students. Founded Eureka Labs for AI education. Released nanoGPT and nanochat as open-source educational tools. One of the most influential AI educators, with his Neural Networks: Zero to Hero series widely considered the gold standard.
Latent Space / Smol AI
Editor of Latent Space, the leading AI engineering newsletter and podcast. Popularized the term 'AI Engineer.' Previously led developer tooling at AWS, Two Sigma, and three devtool unicorns (Netlify, Temporal, Airbyte). Former currency options trader. Curates the AI Engineer Summit, the top conference for AI Engineers. Founded Smol AI for LLM data pipelines.
Stanford NLP / Databricks
Creator of DSPy, the framework for programming—not prompting—language models. PhD from Stanford NLP, advised by Matei Zaharia and Christopher Potts. Research Scientist at Databricks. DSPy has been adopted by both ML engineers and non-ML software engineers for building modular AI systems with automatic prompt optimization.
CrewAI
Co-founder and CEO of CrewAI, the open-source framework for building and orchestrating multi-agent systems. What began as a side project in late 2023 grew into one of the most widely used agent platforms, powering 475M+ automations per month across nearly half of Fortune 500 companies. Teaches multi-agent systems courses on DeepLearning.AI.
Aider AI
Creator of Aider, the leading open-source AI pair programming tool with 20,000+ GitHub stars. Previously CTO at Groupon and VP of Engineering at Geomagical Labs (acquired by IKEA in 2021) where he developed computer vision for AR applications. BS from Dalhousie, MS from University of Washington, PhD-level research at UC Berkeley.
Independent / 567 Labs
Creator of Instructor, the most popular Python library for structured data extraction from LLMs with 3M+ monthly downloads and 11k+ GitHub stars. Former Staff ML Engineer at Stitch Fix. Instructor was cited by OpenAI as inspiration for their structured output feature. Works as a freelancer solving business problems using structured LLM outputs.
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