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Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
May 2, 2026 · Artificial Intelligence

Real-World Large-Scale Test Shows Robots Learning While Deploying Outperform Baselines on Eight Tasks

The article presents the LWD (Learning While Deploying) framework, detailing its reinforcement‑learning‑driven data flywheel, the DIVL value‑evaluation and QAM policy‑optimization modules, and experimental results where a dual‑arm robot improves success rates by up to 17% and reduces cycle time by 23.75 seconds across eight real‑world tasks, surpassing strong baselines.

DIVLData FlywheelLWD
0 likes · 12 min read
Real-World Large-Scale Test Shows Robots Learning While Deploying Outperform Baselines on Eight Tasks
Baidu Tech Salon
Baidu Tech Salon
Dec 8, 2025 · Artificial Intelligence

How Baidu’s HuiBosheng AI Live Platform Generates Super‑Human Scripts and Real‑Time Interaction

The article details Baidu HuiBosheng's end‑to‑end AI live‑streaming platform, covering merchant workflow, multimodal product understanding, style‑aware script generation, reinforcement‑learning‑driven smart control, voice and avatar cloning, and a data‑flywheel that continuously improves model performance, illustrated with real‑world GMV results.

AIData FlywheelScript Generation
0 likes · 20 min read
How Baidu’s HuiBosheng AI Live Platform Generates Super‑Human Scripts and Real‑Time Interaction
IT Services Circle
IT Services Circle
Dec 7, 2025 · Artificial Intelligence

Why Function Calling Fails in AI Agents and How to Fix It

The article examines the three main challenges of complex AI projects—knowledge organization, data‑AI interaction, and intent recognition—highlighting why tool (function) calling often breaks, and presents practical engineering strategies such as prompt refinement, clearer tool schemas, intent convergence, and evaluation loops to improve reliability.

AI agentsData FlywheelFunction Calling
0 likes · 12 min read
Why Function Calling Fails in AI Agents and How to Fix It
PMTalk Product Manager Community
PMTalk Product Manager Community
Nov 16, 2025 · Product Management

Essential Strategies to Build Successful AI Products from Zero to One

This guide walks through the end‑to‑end process of creating a successful AI product, from discovering real user problems and assessing market fit, through defining a Minimum Viable Intelligent Product, building data‑driven loops, choosing the right models, designing trustworthy UX, and scaling with a sustainable moat.

AIData FlywheelGrowth
0 likes · 17 min read
Essential Strategies to Build Successful AI Products from Zero to One
Fighter's World
Fighter's World
Oct 1, 2025 · Industry Insights

Why Chrome AI Mode Is a Game‑Changer for Google

The article analyzes how Chrome AI Mode leverages Google’s browser dominance, massive user base, and vertically integrated AI stack to become the default AI layer, create an unbeatable data‑flywheel, and reshape the competitive and antitrust landscape of the AI era.

AIAgentic AIAntitrust
0 likes · 20 min read
Why Chrome AI Mode Is a Game‑Changer for Google
Tech Freedom Circle
Tech Freedom Circle
Sep 27, 2025 · Artificial Intelligence

What Is an AI‑Native Application and How to Design One?

The article explains the concept of AI‑native applications, distinguishes them from AI‑plugin extensions, outlines their core principles such as model‑first design, data flywheel, event‑driven agents, multimodal semantics, continuous learning, and provides a seven‑step practical guide with code examples for building an AI‑native app.

AI AssistantAI-nativeData Flywheel
0 likes · 23 min read
What Is an AI‑Native Application and How to Design One?
DataFunSummit
DataFunSummit
Jan 31, 2025 · Artificial Intelligence

LLMOps: Building a Prompt‑Driven Engine for AI Operations

This article presents the concept of LLMOps—applying large language models to AIOps—by analyzing prompt challenges, introducing the LogPrompt engine for log analysis, describing a prompt‑learning data flywheel with CoachLM optimization, reporting experimental results, and outlining future multi‑modal directions.

CoachLMData FlywheelLLMOps
0 likes · 16 min read
LLMOps: Building a Prompt‑Driven Engine for AI Operations
Baidu Tech Salon
Baidu Tech Salon
Dec 4, 2024 · Artificial Intelligence

AI-Driven Microservice Governance Platform Based on Multi-Agent Architecture

The article presents an AI‑driven microservice governance platform that employs a multi‑agent architecture—Director, Coder, Ops, and Diagnosis agents guided by SOP‑encoded prompts—to enable natural‑language, full‑process interactions, LLM‑based root‑cause analysis, and a continuous data‑flywheel that evolves models through large‑scale dialogue evaluation.

AI-Driven DevOpsData FlywheelIntelligent Fault Diagnosis
0 likes · 10 min read
AI-Driven Microservice Governance Platform Based on Multi-Agent Architecture
Baidu Geek Talk
Baidu Geek Talk
Dec 4, 2024 · Artificial Intelligence

AI-Driven Microservice Governance Platform Based on Multi-Agent Architecture

The article introduces Jarvis, an AI-driven microservice governance platform that uses a multi-agent architecture and natural-language dialogue to automate full-process operations such as deployments, rate limiting, and circuit-breaker configuration, while leveraging large language model reasoning for root-cause diagnosis and a data-flywheel that continuously trains lightweight expert models.

AI DevOpsData FlywheelIntelligent Fault Diagnosis
0 likes · 10 min read
AI-Driven Microservice Governance Platform Based on Multi-Agent Architecture
Baidu Geek Talk
Baidu Geek Talk
May 6, 2024 · Artificial Intelligence

How AI is Revolutionizing Mobile Test Case Creation with QAMate

The QAMate project demonstrates how generative AI can automatically generate, record, and maintain mobile UI, API, and requirement‑based test cases, dramatically reducing manual effort, improving stability, and creating a data‑driven feedback loop that continuously upgrades testing quality.

AI testingData FlywheelMobile Automation
0 likes · 12 min read
How AI is Revolutionizing Mobile Test Case Creation with QAMate
DataFunTalk
DataFunTalk
Jan 20, 2024 · Big Data

How ByteDance Leverages the Data Flywheel in Large‑Scale Projects

This article explains how ByteDance (Douyin) transforms its data infrastructure from isolated workshops to a unified middle platform and finally to a data flywheel, detailing the three development stages, the Data BP organizational model, real‑time analytics, A/B testing, and the resulting business benefits for large‑scale event projects.

Big DataData FlywheelData Governance
0 likes · 13 min read
How ByteDance Leverages the Data Flywheel in Large‑Scale Projects
Baidu Geek Talk
Baidu Geek Talk
Dec 20, 2023 · Artificial Intelligence

A Unified Platform for Prompt Development, Evaluation, and Iteration in Large Language Model Applications

The proposed unified platform centralizes prompt creation, evaluation, and iteration for large‑model applications, offering one‑stop hosting, metric‑driven testing, seamless resource integration, model switching, fine‑grained traffic control, and an automated data‑flywheel with QEP scoring, cutting optimization cycles from weeks to days while paving the way for advanced fine‑tuning techniques.

AI PlatformAutomationData Flywheel
0 likes · 17 min read
A Unified Platform for Prompt Development, Evaluation, and Iteration in Large Language Model Applications