2025-06-02
Scientists Just Found a Way to Skip AI Training Entirely. Here's How
Many-shot ICL enables quick model adaptation without fine-tuning, improving accessibility. Future work: other tasks, open models, bias reduction.
How Many Examples Does AI Really Need? New Research Reveals Surprising Scaling Laws
Gemini 1.5 Pro shows log-linear gains up to ~1K examples (+38% accuracy). Batching reduces costs 45x and latency 35x with minimal performance loss.
Clair Obscur: Expedition 33's tremendously messed-up endings aren't what I'd hoped for—and I hope Sandfall keeps it that way
I don't want a future DLC to tie everything in a neat bow.
The Science Behind Many-Shot Learning: Testing AI Across 10 Different Vision Domains
Evaluates GPT-4o vs Gemini 1.5 Pro on 10 vision datasets with many-shot ICL, using stratified sampling and standard accuracy/F1 metrics.
Why Thousands of Examples Beat Dozens Every Time
Many-shot multimodal ICL with thousands of examples improves LMM performance. Gemini 1.5 Pro shows log-linear gains; batching reduces costs.
Elon Musk Reportedly Owes Donald Trump a Colossal Sum of Money
Billionaire Elon Musk still owes the president $100 million out of the $300 million he committed to get Trump elected. As the Wall Street Journal reports, now that the bromance...
AI Transforms 800K+ Grocery Transactions into Smart Insights
InteraSSort demo using Ta-Feng grocery dataset with MNL model and GPT-3.5-turbo, showing conversational optimization with constraint handling.
Meet Leobit: HackerNoon Company of the Week
This week, HackerNoon features Leobit—a .NET, AI, and web application development provider for technology companies and startups.
What Conway, Ants, and Apache Kafka Can Teach Us About AI System Design
This article explores how principles like emergence, decomposition, and multi-agent systems (MAS) can transform AI from complex, monolithic prompts into structured, scalable, and testable architectures. Drawing from natural and software...
The AI Framework That Makes Optimization as Easy as Chatting
InteraSSort framework: prompt design → decomposition → tool execution for interactive assortment optimization with multi-turn conversation support.
Standing on AI Giants: How InteraSSort Builds on Marketing and Tool Integration Research
Reviews AI in marketing (chatbots, personalization) and LLM tool integration frameworks (TaskMatrix, HuggingGPT, Optiguide) for assortment optimization context.
Chat Your Way to Better Shelves: InteraSSort Revolutionizes Retail Assortment Planning
InteraSSort combines LLMs with optimization tools for interactive assortment planning, enabling store planners to optimize via natural language.
I wouldn't pass up this gaming PC deal: the latest AMD components and 32 GB of RAM for way under $2000
Yes, another all-AMD gaming PC—it's hard not to when they're this good value.
This Is Your Captain Speaking…
Hey, folks. I just wanted to let you know that I’m going to be away from the site for a couple of weeks for a family vacation. No guest editor...
In the Age of AI, Going Analogue Can Give You the Edge
Yes, AI-assisted writing prompts is easier, but so is avoiding the gym. Sometimes you need to train your body by doing something hard. Writing by hand forces you to think...
Teachers Are Not OK
AI, ChatGPT, and LLMs "have absolutely blown up what I try to accomplish with my teaching."
Trump Just Kicked Elon Musk's Hand-Picked NASA Head to the Curb
NASA's top candidate for its still-open administrator position has been thrown under the bus by the Trump administration. As Ars Technica reports, the White House has pulled its nomination for...
Tech Stacks to Consider Based on Your Project Scope
Choosing the right tech stack is a pivotal decision that sets the trajectory of your product's future. Align tech stacks with your actual project scope: Are you building an MVP...
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