The New Stack Podcast30 Elo 2023

The First Thing to Tell an LLM

In an interview with The New Stack, renowned technologist Adrian Cockcroft discussed the process of fine-tuning Large Language Models (LLMs) through prompt engineering. Cockcroft, known for his roles at Netflix and Amazon Web Services, explained how to obtain tailored programming advice from an LLM. By crafting specific prompts like asking the model to provide code in the style of a certain expert programmer, such as Java's James Gosling, users can guide the AI's output.

Prompt engineering involves setting up conversations to bias the AI's responses. These prompts are becoming more advanced with plugins and loaded information that shape the model's behavior before use. Cockcroft highlighted the concept of fine-tuning, where models are adapted beyond what a prompt can contain. Companies are incorporating vast amounts of their internal data, like wiki pages and corporate documents, to train the model to understand their specific domain and processes.

Cockcroft pointed out the efficacy of ChatGPT within certain tasks, illustrated by his experience using it for data analysis and programming assistance. He also discussed the growing need for improved results from LLMs, which has led to the demand for vector databases. These databases store word meanings as vectors with associated weights, enabling fuzzy matching for enhanced information retrieval from LLMs. In essence, Cockcroft emphasized the multifaceted process of shaping and optimizing LLMs through prompt engineering and fine-tuning, reflecting the evolving landscape of AI-human interactions.

Learn more from The New Stack about LLMs and Prompt Engineering:

Top 5 Large Language Models and How to Use Them Effectively

The Pros (And Con) of Customizing Large Language Models

Prompt Engineering: Get LLMs to Generate the Content You Want

Developer Tips in AI Prompt Engineering

Tämä jakso on lisätty Podme-palveluun avoimen RSS-syötteen kautta eikä se ole Podmen omaa tuotantoa. Siksi jakso saattaa sisältää mainontaa.

Jaksot(300)

Why CPUs still matter in the age of AI agents

As AI evolves from conversational chatbots to autonomous agents, CPUs are becoming an increasingly important part of the infrastructure equation. In this episode, The New Stack speaks with Bhumik Pate...

11 Elo 26min

Why Doist Says Less AI Can Deliver More

Doist CTO Gonçalo Silva says AI is reshaping software development, but success depends on restraint rather than rapid feature expansion. Instead of chasing every AI capability, Doist prioritizes “subt...

31 Heinä 35min

Why your company should (try to) build its own AI SRE

As AI coding agents accelerate software development, they also create new challenges for site reliability engineers (SREs), who are increasingly responsible for debugging systems that no single human ...

30 Heinä 30min

Nvidia

In this episode with The New Stack Agents, Frederic Lardinois, NVIDIA’s Joey Conway says advances in AI over the past year have dramatically improved the capabilities of local models, making them prac...

23 Heinä 32min

Meet Brain, the AI that decides when Azure is officially down

In this episode, Mark Russinovich, CTO of Microsoft Azure revealed Brain, the AI-powered AIOps system that continuously monitors Azure’s health, detects incidents, identifies root causes, and increasi...

14 Heinä 19min

What comes after attention? This startup says it already knows.

Subquadratic is beginning to back up its ambitious claims with benchmarks and third-party validation for its SubQ 1.1 Small model, which uses its proprietary Sparse Attention (SSA) architecture to dra...

7 Heinä 20min

“The harness is where the hard work is”: Harness bets on agents that enterprises can trust in production

Harness has introduced Autonomous Worker Agents, a new capability that allows enterprises to replace rigid CI/CD pipeline scripts with AI agents that can deploy applications, run tests, and perform se...

2 Heinä 19min

Public cloud vs. on-prem: Summit on where each workload belongs

More than two decades after AWS helped usher in the public cloud era, many organizations are reassessing whether a cloud-first strategy still delivers the cost and operational benefits it once promise...

25 Kesä 36min