The AI revelation: unlocking simpler, superior LLMs
AI Today12 Elo 2025

The AI revelation: unlocking simpler, superior LLMs

Wrestling with the 'Wild West' of Large Language Models (LLMs)?

While LLMs are poised to redefine business, the crucial 'secret sauce' of reinforcement learning (RL) has become a labyrinth of conflicting advice and unproven 'tricks', leaving organisations confused and hindering true progress.

Today we cut through the noise with groundbreaking research that meticulously deconstructs the RL landscape for LLMs, bringing much-needed rigour and clarity.

Discover why:

  • A 'minimalist combination' of just two simple techniques – dubbed Light PO – dramatically outperforms complex, multi-component algorithms like DRPO and GRPO. This revelation alone could redefine your AI strategy, leading to more efficient development and superior model performance on complex reasoning tasks
  • The effectiveness of key RL methods like advantage normalisation and clipping depends entirely on your model’s existing capabilities and data structure, not a 'one-size-fits-all' approach. This nuanced understanding is critical for avoiding costly missteps and ensuring robust, adaptable LLM development
  • Transparency and collaboration are highlighted as the ultimate accelerators for future AI innovation.


Understanding this research will not only clarify your internal LLM initiatives but also equip you to advocate for the open-source principles vital for broadly beneficial progress across the industry.

Tune in to gain a strategic advantage in the LLM era. Move beyond the hype and guesswork; understand the foundational principles that will truly unlock reliable, intelligent AI for your business.

This is an essential listen for any business leader navigating the complex, yet transformative, world of advanced AI.

Jaksot(90)

Room for agentic AI? How hotels become smooth operators with the technological touch

Room for agentic AI? How hotels become smooth operators with the technological touch

AI Today creator Dave Thackeray today presented his own deep dive into how agentic AI is ready to be the key to efficient hotel operations - giving staff more time to deliver exceptional guest experie...

3 Kesä 202543min

Safe or just plain woke: Anthropic's Claude 4 system card

Safe or just plain woke: Anthropic's Claude 4 system card

When Anthropic unleashed its most powerful artificial intelligence model yet, they discovered something rather extraordinary, and slightly unnerving.Claude 4 Opus developed an unexpected habit of tryi...

3 Kesä 202519min

Mary Meeker's AI Trends

Mary Meeker's AI Trends

Hugely important work. But what does it mean to us? Today our hosts created their own company imagining how insights from this celebrated report would apply to the modern business environment.

1 Kesä 202520min

AI to HR: Welcome, intelligence optimisation!

AI to HR: Welcome, intelligence optimisation!

What happens to the People team when it's juggling bodies AND bots?Thanks for listening to this special episode of AI Today. Read along with the show, here.

25 Touko 202510min

25 ways to put AI agents to work - right now!

25 ways to put AI agents to work - right now!

We've been waiting a hot minute for some genuinely useful AI agent case studies to drop.Now we have 25 on our plate.Take a listen to the highlights reel and then download them for yourself:https://www...

21 Touko 202513min

Google I/O 2025: What happens now?

Google I/O 2025: What happens now?

Read the full story here:https://medium.com/@DaveThackeray/a-world-beyond-google-i-o-2025-ea56bcd5e208We're on the cusp of some major announcements that will send shockwaves, and a spike in defibrilla...

19 Touko 202516min

Hallucination solution : Customer service ready for revolution!

Hallucination solution : Customer service ready for revolution!

Researchers have made huge strides fixing bad trips for AI.One of the latest breakthroughs is attentive reasoning queries (ARQs).You can see them in action using the open source Parlant application.Wh...

15 Touko 202518min

Hallucination: a bitter pill to swallow

Hallucination: a bitter pill to swallow

AI hallucinates 100% of the time. That's by design - without hallucinating the next word, this transformer architecture wouldn't exist.Thankfully, LLMs built for general purpose applications are right...

13 Touko 202530min