The Future of Multimodal AI: What's Next After GPT-4 Vision
Each modality is handled separately, then combined. This works, but has latency and integration challenges.
36 articles
Each modality is handled separately, then combined. This works, but has latency and integration challenges.
Microsoft has been rapidly expanding Azure OpenAI capabilities. We can expect: New model deployments : Potentially GPT 4 improvements or new multimodal…
While the AI community anticipates Claude 3's tiered model approach, it's worth examining how to right-size your AI workloads today. Understanding when to…
With Claude 3 expected soon, now is a good time to compare the current state of play between Claude 2.1 and GPT-4. Let's dive into a technical comparison of…
Anthropic has been signaling that Claude 3 is on the horizon, and the AI community is buzzing with anticipation. Based on Anthropic's track record and hints…
Anthropic has hinted at Claude 3 coming soon, which promises even better performance across benchmarks. Meanwhile, OpenAI continues to iterate on GPT-4. The…
I spent time comparing Gemini and GPT in enterprise settings; below are the practical differences that should influence model choice.
GPT 4 Turbo brings several improvements that matter for production: Feature GPT 4 GPT 4 Turbo Context Window 8K/32K 128K Input Cost $0.03/1K $0.01/1K Output…
2023 will be talked about for a long time in AI circles — the year foundation models moved from research labs into the backbone of enterprise software. From…
Parallel function calling in GPT-4 Turbo is the DevDay improvement to function calling that changes what's architecturally practical with AI agents.…
The seed parameter introduced in GPT-4 Turbo at DevDay 2023 is a useful addition for testing and debugging, but it's important to understand what…
JSON mode in GPT-4 Turbo (gpt-4-1106-preview) is a simple addition that solves a real, persistent annoyance in LLM application development: the model…
OpenAI DevDay happened on November 6, 2023 in San Francisco — the first developer conference from a company that, two years ago, didn't exist as a…
GPT-4 has been available since March 2023 and the gap between practitioners who've put in real work with it and those still writing prompts by intuition is…
Learn effective strategies for working within GPT-4's context window limits and processing large documents with Azure OpenAI Service.
Function calling patterns enable sophisticated AI agents. Tomorrow, I will cover building AI agents in more depth.
Function calling transforms GPT models into powerful agents that can interact with the real world. Tomorrow, I will cover Azure AI Studio in more detail.
Azure OpenAI is becoming the enterprise-grade platform for building generative AI applications. Tomorrow, I will cover building plugins for ChatGPT.
Bing Chat represents the future of search: not just finding links, but synthesizing answers from the web with AI understanding.
Commit messages: {commitsstr} {f'Related issues: {issuesstr}' if issuesstr else ''} response = await self.client.chatcompletion( model="gpt-4"…
Map-reduce transforms complex LLM tasks into manageable, parallelizable operations. Master these patterns for processing data at any scale.
Recursive summarization enables processing of documents of any length while maintaining quality through iterative refinement.
Effective summarization adapts to document type, size, and audience needs. These patterns provide a foundation for production-ready summarization systems.
The 32K model costs 2x more per token. Use it strategically. Effective context management balances quality, cost, and capability. Master these patterns to…
Output tokens cost 2x input tokens. This changes optimization strategy. With systematic token optimization, you can reduce GPT-4 costs by 50-70% while…
GPT-4's training data ends in September 2021. It doesn't know about recent events, technologies, or updates.
GPT-4's writing capabilities go far beyond autocomplete. With proper prompting and structure, it becomes a powerful writing partner for technical content…
GPT-4 transforms data analysis from technical SQL writing to conversational exploration. The ability to interpret results and generate insights makes data…
Provide 3 possible completions. Return ONLY the code to insert, no explanation. Format as JSON: ["completion1", "completion2", "completion3"]"""
The revelation that landed with GPT-4's launch wasn't just the capability improvement—it was learning that Microsoft's new Bing Chat had been running on…
GPT-4's cost (~$0.10 per analysis) is negligible compared to time savings. GPT-4 enables automation of knowledge work that was previously too complex for…
Stay updated through Azure OpenAI documentation and Microsoft announcements.
GPT-4 Vision opens new categories of applications. Start planning your use cases now so you're ready when access becomes available.
After the first day of GPT-4 access, my comparison methodology was deliberately practical rather than benchmark-focused: I ran the same set of prompts—tasks…
This isn't just incremental improvement - it's a capability threshold crossing. The AI capability curve just jumped. Time to adapt.
On March 13, 2023—the day before OpenAI announced GPT-4—the AI practitioner community was in an unusual state: highly confident that something significant…