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HOW TO STOP BOTS FROM ABUSING FREE TRIALS
Free trials help AI apps grow, but bots and fake accounts exploit them [5]. They steal tokens, burn compute, and disrupt real users.
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Free trials help AI apps grow, but bots and fake accounts exploit them [5]. They steal tokens, burn compute, and disrupt real users.
OpenAI has launched GPT-Image-1.5, a faster and more accurate image generation model with improved instruction-following and editing. The rollout follows competitive pressure from Google's Gemini 3 and Nano Banana Pro models, which recently led key benchmarks.
Meta has introduced SAM Audio, a new model capable of isolating specific sounds from complex audio using text, visual, or time-based prompts. As part of the Segment Anything family, it brings flexible, prompt-driven sound editing to tasks like removing background noise or isolating instruments in a recording.
OpenAI quietly abandoned the automatic model router, a key feature of its GPT-5, for Free and Go tier users, defaulting them to GPT-5.2 Instant instead of routing complex queries to reasoning models. The router had increased free users' reasoning model usage from under 1% to 7% but a source says it hurt daily active users because people don't want to wait 20 seconds for a better answer.
The infrastructure layer is no longer converging on a single 'best' model. Instead, it is splitting into two durable and economically attractive markets. One side provides reserved and hourly compute platforms designed to deliver predictability, control, and determinism for customers willing to operate infrastructure directly. The other side operates inference APIs, trading some control for scale while absorbing utilization risk and abstracting complexity in exchange for cost-efficiency and speed. Understanding the split is essential to evaluating where value will accrue as inference becomes ubiquitous.
Catched input tokens are currently 10 times cheaper than regular input tokens for both OpenAI and Anthropic's APIs. They can even reduce latency by up to 85% for long prompts. It is clear that these providers aren't just saving responses and reusing them. This post takes a look at what's actually cached and how prompt caching works in general.
The state-of-the-art in large language model streaming is surprisingly bad. Both Gemini and Claude require users to refresh the page if their conversation is interrupted mid-stream. This guide shows readers how to implement good, resumable LLM streams. This allows users to refresh tabs mid-stream, switch between chats mid-stream, navigate to other sections of an app without interrupting a stream, and continue streams through momentary internet connection disruptions.
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Getting an AI cluster up and running shouldn't take months. At AI Infrastructure Field Day 4 [14] #AllFD4, Cisco engineers will walk through their dual-silicon networking strategy and Nexus Hyperfabric AI — designed to help teams stand up GPU fabrics at scale without
Developers can now build apps that live inside ChatGPT and monetize them through external checkout or, for select partners, Instant Checkout that handles payments without leaving the chat interface.
Qwen-Doc is an open-source initiative for Document AI, offering models and tools to improve long-context understanding, parsing, and agent-based reasoning for complex documents.
DeepMind researchers have introduced Mixture-of-Recursions (MoR), a unified architecture that combines parameter sharing and adaptive computation by using a recursive transformer with lightweight routing.
OpenAI's new CEO of Applications outlines how ChatGPT is moving beyond chat toward a "fully generative UI" that surfaces the right components based on what you're doing: a dedicated image studio, inline writing blocks, quick visual answers for measurements or sports scores, and tappable highlights that pull up additional context.
Meta updated its smartglasses with a feature to isolate conversations in noisy environments and a new Spotify integration that plays music based on what you're looking at. The updates roll out first on Ray-Ban Meta and Oakley Meta HSTN glasses in the US and Canada.
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Discover the new world of AI search with Semrush One: a single dashboard tracking 213M+ AI prompts and 27.6B+ keywords. Claim your
Databricks raised $4B at a $134B valuation, up 34% from three months ago, with CEO Ali Ghodsi saying he wouldn't rule out a 2026 IPO.
Nemotron 3 is an open hybrid Mamba-Transformer MoE architecture designed for agentic AI.
FrontierScience is a benchmark designed to test AI performance on expert-level reasoning tasks in physics, chemistry, and biology.