There’s no denying it: AI has been sneaking into each nook of our digital lives. From serving to us draft work emails to spitting out recipes utilizing no matter’s left within the fridge, it appears to be in every single place. But one space that doesn’t get mentioned as brazenly—although it’s booming behind the scenes—is…
Why deal with LLM inference as batched kernels to DRAM when a dataflow compiler can pipe tiles via on-chip FIFOs and stream converters?StreamTensor is a compiler that lowers PyTorch LLM graphs (GPT-2, Llama, Qwen, Gemma) into stream-scheduled dataflow accelerators on AMD’s Alveo U55C FPGA. The system introduces an iterative tensor (“itensor”) kind to encode tile/order…
Salesforce AI Research launched CoDA-1.7B, a diffusion-based language mannequin for code that generates by denoising entire sequences with bidirectional context, updating a number of tokens in parallel moderately than left-to-right next-token prediction. The analysis group revealed each Base and Instruct checkpoints and an end-to-end coaching/analysis/serving stack. Understanding the structure and coaching CoDA adapts a 1.7B-parameter…
Building strong AI brokers differs essentially from conventional software program improvement, because it facilities on probabilistic mannequin habits slightly than deterministic code execution. This information supplies a impartial overview of methodologies for designing AI brokers which might be each dependable and adaptable, with an emphasis on creating clear boundaries, efficient behaviors, and protected interactions. What…
I’ll admit it—at first, I didn’t get the hype. Another chat app? Really? As if we didn’t have already got a graveyard of them sitting on our telephones. But then I attempted a type of Smitten ai chat apps, and all of a sudden I understood why everybody appears to be whispering (or shouting) about…
Table of contents Why WER Isn’t Enough ? What to Measure (and How) ? Benchmark Landscape: What Each Covers Filling the Gaps: What You Still Need to Add A Concrete, Reproducible Evaluation Plan References Optimizing just for Automatic Speech Recognition (ASR) and Word Error Rate (WER) is inadequate for contemporary, interactive voice brokers. Robust analysis…
Can a speech enhancer educated solely on actual noisy recordings cleanly separate speech and noise—with out ever seeing paired information? A crew of researchers from Brno University of Technology and Johns Hopkins University proposes Unsupervised Speech Enhancement utilizing Data-defined Priors (USE-DDP), a dual-stream encoder–decoder that separates any noisy enter into two waveforms—estimated clear speech and…
We will construct a Regression Language Model (RLM), a mannequin that predicts steady numerical values immediately from textual content sequences on this coding implementation. Instead of classifying or producing textual content, we concentrate on coaching a transformer-based structure that learns quantitative relationships hidden inside pure language descriptions. We begin by producing artificial text-to-number information, tokenizing…
Lovescape is an AI-powered companion platform the place you may create, chat, and work together with your individual digital companions. Unlike many “sanitized” alternate options, it leans closely on being uncensored, private, and imaginative. Think of it as a digital area the place fantasies and storytelling collide, providing you with a mixture of intimacy, roleplay,…
What if, as an alternative of re-sampling one agent, you may push Gemini-2.5 Pro to 34.1% on HLE by mixing 12–15 tool-using brokers that share notes and cease early? Google Cloud AI Research, with collaborators from MIT, Harvard, and Google DeepMind, launched TUMIX (Tool-Use Mixture)—a test-time framework that ensembles heterogeneous agent types (text-only, code, search,…