Author: Rodrigo Coutinho, Co-Founder and AI Product Manager at OutSystems AI has moved past pilot tasks and future guarantees. Today, it’s embedded in industries, with greater than three-quarters of organisations (78%) now utilizing AI in at the least one enterprise operate. The subsequent leap, nevertheless, is agentic AI: programs that don’t simply present insights or…
In this tutorial, we stroll by how we use Hugging Face Optimum to optimize Transformer fashions and make them quicker whereas sustaining accuracy. We start by establishing DistilBERT on the SST-2 dataset, and then we evaluate completely different execution engines, together with plain PyTorch and torch.compile, ONNX Runtime, and quantized ONNX. By doing this step-by-step,…
Real-time brokers, dwell dubbing, and simultaneous translation die by a thousand milliseconds. Most “streaming” TTS (Text to Speech) stacks nonetheless wait for a bit of textual content earlier than they emit sound, so the human hears a beat of silence earlier than the voice begins. VoXtream—launched by KTH’s Speech, Music and Hearing group—assaults this head-on:…
Alibaba’s Qwen group has simply launched FP8-quantized checkpoints for its new Qwen3-Next-80B-A3B fashions in two post-training variants—Instruct and Thinking—aimed toward high-throughput inference with ultra-long context and MoE effectivity. The FP8 repos mirror the BF16 releases however package deal “fine-grained FP8” weights (block measurement 128) and deployment notes for sglang and vLLM nightly builds. Benchmarks within…
What precisely is being measured when a decide LLM assigns a 1–5 (or pairwise) rating? Most “correctness/faithfulness/completeness” rubrics are project-specific. Without task-grounded definitions, a scalar rating can drift from enterprise outcomes (e.g., “helpful advertising submit” vs. “excessive completeness”). Surveys of LLM-as-a-judge (LAJ) note that rubric ambiguity and prompt template choices materially shift scores and human…
Xiaomi’s MiMo crew launched MiMo-Audio, a 7-billion-parameter audio-language mannequin that runs a single next-token goal over interleaved textual content and discretized speech, scaling pretraining past 100 million hours of audio. What’s really new? Instead of relying on task-specific heads or lossy acoustic tokens, MiMo-Audio makes use of a bespoke RVQ (residual vector quantization) tokenizer that…
Computer imaginative and prescient moved quick in 2025: new multimodal backbones, bigger open datasets, and tighter mannequin–methods integration. Practitioners want sources that publish rigorously, hyperlink code and benchmarks, and monitor deployment patterns—not advertising posts. This listing prioritizes main analysis hubs, lab blogs, and production-oriented engineering shops with constant replace cadence. Use it to observe SOTA…
Qwen has launched Qwen3-ASR-Toolkit, an MIT-licensed Python CLI that programmatically bypasses the Qwen3-ASR-Flash API’s 3-minute/10 MB per-request restrict by performing VAD-aware chunking, parallel API calls, and computerized resampling/format normalization by way of FFmpeg. The result’s steady, hour-scale transcription pipelines with configurable concurrency, context injection, and clear textual content post-processing. Python ≥3.8 prerequisite, Install with: Copy…
Copilot presents seamless integration immediately in Excel, however requires OneDrive auto-save, responds slower, and offers restricted formula alternate options. Claude delivers quicker responses with a number of formula choices and excels at Power Query M code, however requires copying/pasting between home windows. For primary customers, Copilot’s integration wins regardless of its limitations. For superior customers or these preferring…
Table of contents Hardware Generation without Templates Input IR: Affine, Relation-Centric Semantics (Deconstruct) Front End: FU Graph + Memory Co-Design (Architect) Back End: Compile & Optimize to RTL (Compile & Optimize) Outcome Importance for each segment How the “Compiler for AI Chips” Works—Step-by-Step ? Where It Lands in the Ecosystem? Summary MIT researchers (Han Lab)…