Gemini Deep Research: How Google’s Autonomous Agent Is Revolutionizing AI-Powered Analysis
1 months ago 高效码农Gemini Deep Research: Embed Google’s Advanced Autonomous Research Capabilities into Your Applications via the Interactions API Core Article Question: What is the upgraded Gemini Deep Research agent, how does it perform, and how can developers leverage it to build advanced research tools? Article Opening Direct Answer The upgraded Gemini Deep Research agent is Google’s state-of-the-art autonomous research tool powered by Gemini 3 Pro, accessible to developers via the new Interactions API, with industry-leading performance across key benchmarks and real-world value in fields like finance and biotech. It enables the embedding of robust, low-hallucination research capabilities into custom applications, alongside a …
RL for 3D Generation: Why Reinforcement Learning Is the Key to Smarter 3D Models
1 months ago 高效码农When Reinforcement Learning Meets 3D Generation: Why We Need a Paradigm Shift from “Can Generate” to “Can Reason” Core Question: Why do existing text-to-3D models always fall short on complex prompts, and can reinforcement learning enable them to think step-by-step like humans—from understanding global structure to refining local details? If you’ve ever tried generating an “acoustic guitar with a dark fingerboard, six strings, and a circular soundhole” only to receive an alien instrument with the wrong number of strings and an oddly shaped hole, you understand the frustration with current 3D generation technology. The research paper “Are We Ready for …
Google Interactions API: The 2025 Guide to Unified Gemini Models & Agents
1 months ago 高效码农Google Interactions API: The Unified Foundation for Gemini Models and Agents (2025 Guide) Featured Snippet Answer (Perfect for Google’s Position 0) Google Interactions API is a single RESTful endpoint (/interactions) that lets developers talk to both Gemini models (gemini-2.5-flash, gemini-3-pro-preview, etc.) and managed agents (deep-research-pro-preview-12-2025) using exactly the same interface. Launched in public beta in December 2025, it adds server-side conversation state, background execution, remote MCP tools, structured JSON outputs, and native streaming — everything modern agentic applications need that the classic generateContent endpoint couldn’t comfortably support. Why I’m Excited About Interactions API (And You Should Be Too) If you’ve …
How RealVideo’s WebSocket Engine Creates Real-Time AI Avatars on 80GB GPUs
1 months ago 高效码农Turn Chat into a Real Face: Inside RealVideo, the WebSocket Video-Calling Engine That Speaks Back A plain-language walkthrough for college-level readers: how to install, tune, and deploy a live text → speech → lip-sync pipeline on two 80 GB GPUs, without writing a single line of extra code. 1. What Exactly Does RealVideo Do? RealVideo is an open-source stack that lets you: Type a sentence in a browser. Hear an AI voice answer instantly. Watch a real photograph speak the answer with perfectly synced lip motion. All three events happen in <500 ms inside one browser tab—no plug-ins, no After …
Superpowers: How This AI Coding System Redefines Development Workflows
1 months ago 高效码农Superpowers: A System That Redefines the Workflow of AI Coding Agents The Core Question This Article Answers: What is Superpowers, and how does it fundamentally change how AI programming assistants work? Superpowers is not a single tool or plugin, but a complete software development workflow system built on top of composable “skills.” It aims to transform your coding agent (like Claude Code, Codex, or OpenCode) from a simple code completer into a “super collaborator” with systematic engineering thinking and rigorous development processes. This article will deconstruct its operational principles, detailed workflow, core skills, and underlying design philosophy. The Philosophy of …
GPT-5.2 Revolution: How OpenAI’s New AI Model Surpasses Human Experts at Work
1 months ago 高效码农GPT-5.2 Explained: How OpenAI’s New Model Redefines the Professional AI Assistant Do you remember the feeling of having your days consumed by endless spreadsheets, lengthy reports, and complex code debugging? For knowledge workers, time is the most valuable currency. Now, a more powerful AI partner has arrived—one that not only understands your professional needs but can also match or even surpass industry experts in quality. This is OpenAI’s latest series of models: GPT-5.2. Today, we’ll dive deep into every core upgrade of GPT-5.2. Let’s explore how this model, designed for “expert knowledge work” and “persistently running agents,” can actually save …
Automate Codex CLI Without Losing Security: The Complete Guide
1 months ago 高效码农Tired of Constant Confirmations in Codex CLI? Your Complete Guide to Safe Automation Learn how to balance AI coding assistant convenience with security—without compromising either The AI Coding Assistant Dilemma: Security vs. Efficiency If you’ve used Codex CLI or similar AI coding assistants, you’ve experienced this familiar frustration: every time you want to execute a simple code modification or file operation, the system interrupts with “Are you sure you want to execute this command?” While these constant permission prompts enhance security, they severely disrupt development workflows. As developers, we understand security is paramount—but we also crave seamless coding experiences. This …
GLM-TTS: The First Fully Open-Source TTS for Emotional Chinese Voice Cloning
1 months ago 高效码农GLM-TTS: The New Open-Source Benchmark for Emotional Zero-Shot Chinese TTS Core question most developers are asking in late 2025: Is there finally a fully open-source TTS that can clone any voice with 3–10 seconds of audio, sound emotional, stream in real-time, and handle Chinese polyphones accurately? The answer is yes — and it launched today. On December 11, 2025, Zhipu AI open-sourced GLM-TTS: a production-ready, zero-shot, emotionally expressive text-to-speech system that is currently the strongest open-source Chinese TTS available. Image credit: Official repository Why GLM-TTS Changes Everything — In Four Bullet Points Zero-shot voice cloning: 3–10 s reference audio is …
How UniUGP Solves Autonomous Driving’s Long-Tail Nightmare with a Single Model
1 months ago 高效码农UniUGP: A Single Model That Understands, Imagines, and Drives Through the Long Tail Why do today’s robot-cars still panic at the sight of a toppled motorcycle on a rainy night? Because they never rehearsed that scene. UniUGP fixes the rehearsal problem by turning every unlabeled video into a training partner and every language phrase into a safety hint. 1 What Exactly Is UniUGP? UniUGP is a unified Understanding-Generation-Planning network for end-to-end autonomous driving. It consumes a short history of images plus a natural-language cue, then returns (a) a chain-of-thought explanation, (b) a physically valid future trajectory, and (c) a photo-realistic …
GLM-ASR-Nano-2512 Review: The 1.5B Model Breaking Speech Recognition Barriers
1 months ago 高效码农🚀 Breaking the Sound Barrier: An In-Depth Look at GLM-ASR-Nano-2512 and High-Performance Speech Recognition Snippet/Abstract: GLM-ASR-Nano-2512 is an open-source speech recognition model by Zhipu AI with a compact 1.5B parameters. It achieves the lowest average error rate (4.10) among its class, excelling in complex acoustic environments, offering superior dialect support (e.g., Cantonese), and robust performance for low-volume speech. 🌟 Introduction: The Next Generation of Acoustic-to-Text Conversion In today’s fast-paced digital world, the need for accurate, real-time, and robust Automatic Speech Recognition (ASR) is paramount. From transcribing critical professional meetings to enabling hands-free navigation, the technology must perform flawlessly across diverse …
WhisperLiveKit: Real-Time Speech-to-Text with Speaker Identification
1 months ago 高效码农WhisperLiveKit: Ultra-Low-Latency Self-Hosted Speech-to-Text with Real-Time Speaker Identification If you’re in need of a tool that converts speech to text in real time while distinguishing between different speakers, WhisperLiveKit (WLK for short) might be exactly what you’re looking for. This open-source solution specializes in ultra-low latency, self-hosted deployment, and supports real-time transcription and translation across multiple languages—making it ideal for meeting notes, accessibility tools, content creation, and more. What Is WhisperLiveKit? Simply put, WhisperLiveKit is a tool focused on real-time speech processing. It instantly converts spoken language into text and identifies who is speaking—this is known as “speaker identification.” …
OneStory: How Adaptive Memory Solves Multi-Shot Video Generation’s Biggest Challenge
1 months ago 高效码农OneStory: Redefining Multi-Shot Video Generation with Adaptive Memory Abstract OneStory addresses the critical challenge of maintaining narrative coherence across discontinuous video shots by introducing an adaptive memory system. This framework achieves a 58.74% improvement in character consistency and supports minute-scale video generation through next-shot prediction and dynamic context compression. By reformulating multi-shot generation as an autoregressive task, it bridges the gap between single-scene video models and complex storytelling requirements. What is Multi-Shot Video Generation? Imagine watching a movie where scenes seamlessly transition between different locations and characters. Traditional AI video generators struggle with this “multi-shot” structure—sequences of non-contiguous clips that …
Google’s MCP Support Unlocks AI Agents: The USB-C for Enterprise AI Finally Arrives
1 months ago 高效码农Google Launches Official MCP Support: Unlocking the Full Potential of AI Agents Across Services The Evolution of AI: From Intelligent Models to Action-Oriented Agents Artificial intelligence has undergone remarkable transformation in recent years. With the introduction of advanced reasoning models like Gemini 3, we now possess unprecedented capabilities to learn, build, and plan. These sophisticated AI systems can process complex information and generate insightful responses. Yet a fundamental question remains: what truly transforms an intelligent model into a practical agent that can solve real-world problems on our behalf? The answer lies not just in raw intelligence, but in the ability …
How ChatGPT’s Memory System Actually Works: The 4-Layer Architecture Behind the Illusion
1 months ago 高效码农ChatGPT Memory System Exposed: How It Remembers 33 Facts About You Without a Database When you ask ChatGPT what it knows about you, the response can be surprisingly personal. In one instance, it listed 33 distinct facts, ranging from a user’s name and career ambitions to their current fitness routine. This leads to a fundamental question: how does an AI model store, retrieve, and utilize this information so seamlessly? After extensive experimentation and reverse engineering through direct interaction, a surprising discovery emerged. ChatGPT’s memory system is not the complex, vector-database-driven architecture many might assume. There is no RAG (Retrieval-Augmented Generation) …
How to Fortify Cyber Resilience Against Rapid AI Advancements
1 months ago 高效码农How to Strengthen Cyber Resilience as AI Capabilities Advance Summary As AI models’ cybersecurity capabilities evolve rapidly, OpenAI is bolstering defensive tools, building layered safeguards, and collaborating with global experts to leverage these advances for defenders while mitigating dual-use risks, protecting critical infrastructure, and fostering a more resilient cyber ecosystem. 1. AI Cybersecurity Capabilities: Opportunities and Challenges Amid Rapid Progress Have you ever wondered how quickly AI’s capabilities in cybersecurity are evolving? The data paints a striking picture of growth. Using capture-the-flag (CTF) challenges—a standard benchmark for assessing cybersecurity skills—we can track clear progress. In August 2025, GPT-5 achieved a …
Visionary: The WebGPU 3D Gaussian Splatting Engine That Runs Everything in Your Browser
1 months ago 高效码农Visionary: The WebGPU-Powered 3D Gaussian Splatting Engine That Runs Everything in Your Browser Have you ever wanted to open a browser tab and instantly view a photorealistic 3D scene — complete with dynamic avatars, 4D animations, and traditional meshes — without installing a single plugin or waiting for server-side processing? That’s exactly what Visionary delivers today. Built by researchers from Shanghai AI Laboratory, Sichuan University, The University of Tokyo, Shanghai Jiao Tong University, and Northwestern Polytechnical University, Visionary is an open-source, web-native rendering platform designed from the ground up for the next generation of “world models.” It runs entirely in …
Gemini 2.5 Flash & Pro TTS: A Production-Ready Breakdown of Google’s New AI Voices
1 months ago 高效码农Gemini 2.5 Flash & Pro TTS: The Definitive Inside-Look at Google’s New Production-Ready Voices Gemini 2.5 Flash is built for sub-second latency; Pro is built for audiophile quality. Both replace the May preview with tighter style-following, context-aware pacing, and locked multi-speaker consistency. What This Article Answers in One Sentence How do the new Gemini 2.5 TTS models actually differ, how do you call them, and where do they shave cost and time off real-world voice pipelines? 1. Release Snapshot: What Changed on Day-Zero This section answers: “What exactly did Google announce and sunset?” ✦ Elder models: The May 2024 …
LivingSwap: The Breakthrough in Cinematic Video Face Swapping Using Source Video Reference
1 months ago 高效码农Title: High-Fidelity Face Swapping for Cinematic Quality: When AI Learns to “Reference” the Source Video Snippet: LivingSwap is the first video face-swapping model to use the source video itself as a pixel-level reference. By combining keyframe-guided identity injection with a novel reference-guided generation architecture, it achieves unprecedented temporal consistency and attribute fidelity in long, complex video sequences, reducing manual editing effort by up to 40x for film production. Imagine this scenario: an actor becomes unavailable to complete filming, or a director wants to recast a role in post-production. Traditionally, this meant costly reshoots or painstaking, frame-by-frame manual editing prone to …
AlphaEvolve: How Gemini-Powered Code Evolution Solves Intractable Optimizations
1 months ago 高效码农AlphaEvolve: the Gemini-powered coding agent that turns your “good-enough” algorithm into a world-beater — while you sleep What exactly did Google just release? AlphaEvolve is a fully-managed Google Cloud service that wraps Gemini models inside an evolutionary loop to mutate, test and breed better algorithms without human intervention. If you can write a seed program and a scoring function, it will return code that outperforms your hand-tuned version in days, not quarters. 1. Why brute-force search is dead for real-world optimization Core question: “My combinatorial space is astronomical — why can’t I just grid-search or throw more VMs at it?” …
Wan-Move: 5 Secrets to Precise Motion Control in AI Video Generation
1 months ago 高效码农Wan-Move: Motion-Controllable Video Generation via Latent Trajectory Guidance In a nutshell: Wan-Move is a novel framework for precise motion control in video generation. It injects motion guidance by projecting pixel-space point trajectories into a model’s latent space and copying the first frame’s features along these paths. This requires no architectural changes to base image-to-video models (like Wan-I2V-14B) and enables the generation of high-quality 5-second, 480p videos. User studies indicate its motion controllability rivals commercial tools like Kling 1.5 Pro’s Motion Brush. In video generation, the quest to animate a static image and control its motion with precision lies at the …