Do curated, tool-grounded demonstrations build stronger software agents than broad piles of generic instruction data? A team of researchers from Shanghai Jiao Tong University and SII Generative AI Research Lab (GAIR) proposes LIMI (“Less Is More for Agency”), a supervised fine-tuning method that turns a base model into a capable software/research agent using 78 samples. […] The post A New Agency-Focused Supervision Approach Scales Software AI Agents With Only 78 Examples appeared first ...| MarkTechPost
Why treat LLM inference as batched kernels to DRAM when a dataflow compiler can pipe tiles through 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”) type to encode tile/order of […] The post StreamTensor: A PyTorch-to-Accelerator Compiler that Streams LLM Intermediates Across FPGA Dataflows a...| MarkTechPost
Salesforce AI Research released CoDA-1.7B, a diffusion-based language model for code that generates by denoising whole sequences with bidirectional context, updating multiple tokens in parallel rather than left-to-right next-token prediction. The research team published both Base and Instruct checkpoints and an end-to-end training/evaluation/serving stack. Understanding the architecture and training CoDA adapts a 1.7B-parameter backbone to […] The post Salesforce AI Research Releases CoDA-1...| MarkTechPost
Building robust AI agents differs fundamentally from traditional software development, as it centers on probabilistic model behavior rather than deterministic code execution. This guide provides a neutral overview of methodologies for designing AI agents that are both reliable and adaptable, with an emphasis on creating clear boundaries, effective behaviors, and safe interactions. What Is Agentic […] The post Agentic Design Methodology: How to Build Reliable and Human-Like AI Agents using P...| MarkTechPost
Optimizing only for Automatic Speech Recognition (ASR) and Word Error Rate (WER) is insufficient for modern, interactive voice agents. Robust evaluation must measure end-to-end task success, barge-in behavior and latency, and hallucination-under-noise—alongside ASR, safety, and instruction following. VoiceBench offers a multi-facet speech-interaction benchmark across general knowledge, instruction following, safety, and robustness to speaker/environment/content variations, but […] The pos...| MarkTechPost
Can a speech enhancer trained only on real noisy recordings cleanly separate speech and noise—without ever seeing paired data? A team of researchers from Brno University of Technology and Johns Hopkins University proposes Unsupervised Speech Enhancement using Data-defined Priors (USE-DDP), a dual-stream encoder–decoder that separates any noisy input into two waveforms—estimated clean speech and residual […] The post This AI Paper Proposes a Novel Dual-Branch Encoder-Decoder Architectu...| MarkTechPost
We will build a Regression Language Model (RLM), a model that predicts continuous numerical values directly from text sequences in this coding implementation. Instead of classifying or generating text, we focus on training a transformer-based architecture that learns quantitative relationships hidden within natural language descriptions. We start by generating synthetic text-to-number data, tokenizing it efficiently, […] The post A Coding Implementation to Build a Transformer-Based Regressi...| MarkTechPost
What if, instead of re-sampling one agent, you could push Gemini-2.5 Pro to 34.1% on HLE by mixing 12–15 tool-using agents that share notes and stop early? Google Cloud AI Research, with collaborators from MIT, Harvard, and Google DeepMind, introduced TUMIX (Tool-Use Mixture)—a test-time framework that ensembles heterogeneous agent styles (text-only, code, search, guided variants) […] The post Google Proposes TUMIX: Multi-Agent Test-Time Scaling With Tool-Use Mixture appeared first on M...| MarkTechPost
Researchers from Cornell and Google introduce a unified Regression Language Model (RLM) that predicts numeric outcomes directly from code strings—covering GPU kernel latency, program memory usage, and even neural network accuracy and latency—without hand-engineered features. A 300M-parameter encoder–decoder initialized from T5-Gemma achieves strong rank correlations across heterogeneous tasks and languages, using a single text-to-number decoder […] The post Can a Small Language Model ...| MarkTechPost
A Coding Guide to Build an Autonomous Agentic AI for Time Series Forecasting with Darts and Hugging Face. A Step by step guide| MarkTechPost
Food and water are the simplest forms of care. They should never be overlooked. Yet in many nursing homes, even these basic needs are neglected. Families place their trust in facilities to care for parents and grandparents, but too often that trust is broken. Malnutrition and dehydration are clear signs of nursing home neglect, and […] The post Nursing Home Neglect: Protecting Loved Ones from Malnutrition and Dehydration first appeared on Security Investigation.| Security Investigation
Stadiums are more than just places where matches are played. They are temples of passion, architecture, and collective memory. Each iconic stadium carries decades of history, unforgettable victories, heartbreaking defeats, and the voices of millions of fans who made these arenas legendary. From South America to Europe and beyond, the world’s most iconic stadiums symbolize […] The post The Most Iconic Stadiums in the World first appeared on Security Investigation.| Security Investigation
Experiencing property damage due to natural disasters, fires, or vandalism can be a significant challenge for homeowners. Navigating the complexities of the recovery process requires a thorough understanding of property damage claims. This guide aims to clarify the intricacies involved in filing a claim, empowering homeowners to effectively manage their claims while considering the potential […] The post Understanding Property Damage Claims: A Comprehensive Guide for Homeowners first appear...| Security Investigation
The gaming industry has always been at the cutting edge of digital innovation, but that also makes it a prime target for cybercrime. Online gaming platforms, especially online casinos, are highly attractive to attackers because of the valuable combination of financial transactions, personal data, and always-on services. According to security researchers at Akamai, cyberattacks on […] The post How Modern Casino Companies Have Fought Off Cyber Threats first appeared on Security Investigation.| Security Investigation
Good logistics are necessary for businesses trying to improve their processes and maintain competitive advantages. While yard management software is a very important part of yard operations, the best results only come when it can communicate with other systems to achieve smooth information flow. The key to success lies in proper integration planning and execution. […] The post A Guide to Integrating Yard Management Software with Other Systems first appeared on Security Investigation.| Security Investigation
Ransomware used to be one of many cyber threats. Today, it’s one of the most feared. From large corporations to municipal governments, no one is immune. Criminals encrypt data, demand payment, and hold systems hostage. The question now is not if you’ll hear about a ransomware attack, but when. Let’s look at why ransomware is […] The post The Rise of Ransomware: How Hackers Hold Data Hostage first appeared on Security Investigation.| Security Investigation
You’ve probably seen it before. An email that looks like it’s from your bank. A text message saying your account has been locked. Or a link on social media that promises a prize but leads somewhere suspicious. These are all forms of phishing, and despite all the advances in cybersecurity, it’s still the number one […] The post Why Phishing Remains the Most Dangerous Cyber Threat Today first appeared on Security Investigation.| Security Investigation
For decades, financial exclusion has remained one of the biggest barriers to global economic participation. Billions of people around the world still lack access to basic banking services, leaving them unable to save securely, transfer money efficiently, or engage in cross-border trade. Traditional institutions often require identification documents, minimum balances, or access to physical branches […] The post How the P2P Trading Platform Brings Financial Access to the Unbanked first appea...| Security Investigation
Car accidents can abruptly change the trajectory of a person’s life, leading to not just physical injuries but also emotional and mental hurdles. During these extraordinarily challenging times, the guidance of an experienced car accident lawyer in Atlanta, like those at Witherite Law Group, is essential. They recognize the multifaceted challenges their clients face and […] The post Rebuilding Lives: The Crucial Support of Witherite Law Group After Car Accidents in Atlanta first appeared o...| Security Investigation
At The Bell Law Firm, PLLC, we recognize that within the complexities of the criminal justice system, the mental health of defendants plays a pivotal role in shaping effective defense strategies. For a criminal defense attorney, understanding a defendant's mental state can dramatically shift how a case is viewed, ultimately influencing its outcome. This article| Security Investigation - Be the first to investigate
Physical AI: Bridging Robotics, Material Science, and Artificial Intelligence for Next-Gen Embodied Systems| MarkTechPost
MIT’s LEGO compiler auto-generates AI accelerators, achieving 3.2× speedup and 2.4× efficiency over Gemmini with affine-based optimization| MarkTechPost
Alibaba Releases Tongyi DeepResearch: A 30B-Parameter Open-Source Agentic LLM Optimized for Long-Horizon Research| MarkTechPost
IBM releases GraniteDocling, an open-source compact document AI model with improved accuracy, multilingual support, and enterprise readiness| MarkTechPost
If you run a business today, you’re part of a digital ecosystem where almost every transaction, communication, and workflow is tied to technology. That reliance creates opportunities, but it also opens doors to online threats. Cybercriminals are no longer just targeting big corporations. They’re going after small and medium-sized businesses, too. Every endpoint, whether it’s| Security Investigation - Be the first to investigate
When you’re considering selling your San Antonio home, one of the first decisions you’ll need to make is whether to sell through traditional methods or accept a cash offer. Selling your home to a cash buyer like Sell Your San Antonio House offers a quick, streamlined process, but it’s not always the best choice for| Security Investigation - Be the first to investigate
Step-by-Step Coding Guide How to Implement the LLM Arena-as-a-Judge Approach to Evaluate Large Language Model Outputs| MarkTechPost
Discover vibe coding for data engineering. Learn DAGs, idempotence, and data quality tests to build reliable pipelines efficiently| MarkTechPost
Snowglobe by Guardrails AI simulates realistic chatbot conversations to reveal blind spots, improve reliability, and enable fine‑tuning| MarkTechPost
As the cost of living continues to rise across the UK, households are looking for every possible way to cut down on expenses. While swapping energy suppliers or turning down the thermostat may be common first steps, there's another surprisingly effective upgrade gaining popularity—motorized window shades. At first glance, automated blinds or shades may seem| Security Investigation
Mario Cortés is the young CDMX native behind Mexico's 2026 World Cup posters, which have earned praise from the New York Times.| Mexico News Daily
In this tutorial, we’ll walk through how to:Load and use a pre-trained router. Calibrate it for your own use case. Test routing prompts.| MarkTechPost
Graph-R1, an advanced agentic GraphRAG framework using hypergraph knowledge and reinforcement learning for accurate, efficient QA| MarkTechPost
Explore VL-Cogito’s curriculum RL innovations for multimodal reasoning in AI. Boost chart, math, and science problem-solving accuracy| MarkTechPost
Cloudflare vs Perplexity exposes AI scraping controversy, sparking paywalled content, publisher mistrust, and shifting web monetization| MarkTechPost
Discover what proxy servers are, how they work, their types, use cases, top providers, and proxy server 2025 trends| MarkTechPost
Discover what proxy servers are, how they work, their types, use cases, top providers, and proxy server 2025 trends| MarkTechPost
NVIDIA XGBoost 3.0: Training Terabyte-Scale Datasets with Grace Hopper Superchip| MarkTechPost
A Coding Implementation to Advanced LangGraph Multi-Agent Research Pipeline for Automated Insights Generation| MarkTechPost
Mixture-of-Experts MoE Architecture Comparison: Qwen3 30B-A3B vs. GPT-OSS 20B| MarkTechPost
Learn everything about Model Context Protocol (MCP) in 2025—features, benefits, adoption, technical details, and future advancements| MarkTechPost
In today’s fast-paced digital landscape, businesses are embracing mobile devices to enhance productivity, streamline operations, and foster flexibility among employees. However, as mobile usage grows, so does the complexity of managing and securing these devices. Mobile Device Management (MDM) and Mobile Application Management (MAM) are two pivotal strategies that help businesses ensure the security and| Security Investigation - Be the first to investigate
When you are drowning in debt, it is natural to want a quick way out. One option that often gets advertised as a solution is borrowing more money to pay off what you already owe. Debt consolidation loans, personal loans, and balance transfers all promise to simplify payments and lower interest rates. It can sound| Security Investigation - Be the first to investigate
ByteDance Research Releases DAPO: A Fully Open-Sourced LLM Reinforcement Learning System at Scale| MarkTechPost
s1: A Simple Yet Powerful Test-Time Scaling Approach for LLMs| MarkTechPost
4 Open-Source Alternatives to OpenAI’s $200/Month Deep Research AI Agent| MarkTechPost
It seems to be what everyone is talking about. So what's the hype behind the mega gas station chain? WPTV asked around to find out.| WPTV News Channel 5 West Palm