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Official Amap technology account showcasing all of Amap's technical innovations.

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Amap Tech
Amap Tech
Apr 1, 2026 · Artificial Intelligence

Can World Models Truly Understand Interaction? Inside the Omni-WorldBench

Omni-WorldBench introduces a comprehensive benchmark that shifts world‑model evaluation from visual fidelity to interactive response, detailing its two‑part suite, metric design, extensive prompt taxonomy, and experimental results that reveal current models' strengths and limitations in causal and temporal reasoning.

AIOmni-WorldBenchWorld Models
0 likes · 11 min read
Can World Models Truly Understand Interaction? Inside the Omni-WorldBench
Amap Tech
Amap Tech
Mar 30, 2026 · Artificial Intelligence

ABot-M0: A Unified VLA Framework Solving the One‑Brain Many‑Forms Robotics Challenge

ABot-M0 is an open‑source Vision‑Language‑Action foundation model that unifies fragmented robot data, introduces Action Manifold Learning for smoother action prediction, and offers a plug‑and‑play dual‑stream perception architecture, achieving state‑of‑the‑art results on major manipulation benchmarks.

Roboticsaction manifold learningembodied AI
0 likes · 4 min read
ABot-M0: A Unified VLA Framework Solving the One‑Brain Many‑Forms Robotics Challenge
Amap Tech
Amap Tech
Mar 20, 2026 · Artificial Intelligence

How ABot-PhysWorld Achieves Physical Consistency in Embodied Video Generation

ABot-PhysWorld introduces a physically consistent video generation framework for embodied AI, leveraging the PAI‑Bench benchmark, large‑scale multi‑modal data, DPO preference alignment, and dense action maps to surpass SOTA models in both visual quality and physical plausibility across diverse robotic tasks.

Physical ConsistencyRoboticsVideo Generation
0 likes · 15 min read
How ABot-PhysWorld Achieves Physical Consistency in Embodied Video Generation
Amap Tech
Amap Tech
Mar 5, 2026 · Artificial Intelligence

How MobilityBench Measures the Real Power of AI Route‑Planning Agents

MobilityBench is an open‑source benchmark built from over 100 000 real user queries that evaluates AI route‑planning agents with a deterministic sandbox, multi‑dimensional metrics, and support for ReAct and Plan‑and‑Execute frameworks, revealing performance gaps between open‑source and closed‑source models.

AI agentsMobilityBenchPlan-and-Execute
0 likes · 6 min read
How MobilityBench Measures the Real Power of AI Route‑Planning Agents
Amap Tech
Amap Tech
Feb 13, 2026 · Artificial Intelligence

How ABot‑M0 Achieves Generalist Robot Intelligence with Action Manifold Learning

ABot‑M0 tackles the three long‑standing "Babel Tower" challenges of embodied AI—data fragmentation, inconsistent representations, and training mismatches—by releasing the massive UniACT dataset, introducing Action Manifold Learning for direct action prediction, and designing a plug‑and‑play dual‑path perception architecture that outperforms prior models on multiple robot benchmarks.

Roboticsaction manifold learningdataset
0 likes · 14 min read
How ABot‑M0 Achieves Generalist Robot Intelligence with Action Manifold Learning
Amap Tech
Amap Tech
Feb 11, 2026 · Artificial Intelligence

Can Diffusion Models Turn Noisy GPS into Sub‑Meter Visual Localization?

The DiffVL framework redefines visual localization as a diffusion‑based GPS denoising task, using BEV‑conditioned visual cues and standard SD maps to achieve sub‑meter accuracy without high‑definition maps, and demonstrates its superiority through extensive autonomous‑driving experiments.

BEVGPS denoisingSD map
0 likes · 11 min read
Can Diffusion Models Turn Noisy GPS into Sub‑Meter Visual Localization?
Amap Tech
Amap Tech
Feb 5, 2026 · Artificial Intelligence

How UniMapGen Revolutionizes Large‑Scale Lane‑Level Map Generation with Generative AI

UniMapGen introduces a generative, multimodal framework that models lane lines as token sequences, employs an iterative state‑update mechanism for global consistency, and achieves state‑of‑the‑art performance on large‑scale satellite‑derived map construction, enabling seamless lane‑level navigation worldwide.

Generative AIautonomous drivinglarge-scale mapping
0 likes · 10 min read
How UniMapGen Revolutionizes Large‑Scale Lane‑Level Map Generation with Generative AI
Amap Tech
Amap Tech
Feb 3, 2026 · Artificial Intelligence

Building a Scalable AI Agent Smart Task Framework for Offline & Event‑Driven Use

After LLMs entered the deep‑water stage, developers realized that agents must go beyond passive Q&A to support asynchronous, long‑running, and subscribable tasks; this article details the design, architecture, and engineering challenges of the “Xiao Gao Teacher AI Agent” smart‑task system, from event‑driven logic to fault‑tolerant deployment.

AI AgentEvent-Driven ArchitectureLLM
0 likes · 19 min read
Building a Scalable AI Agent Smart Task Framework for Offline & Event‑Driven Use
Amap Tech
Amap Tech
Jan 28, 2026 · Artificial Intelligence

Can Databases Teach Themselves? Exploring Agents‑Based Self‑Explaining Text‑to‑SQL

This article introduces the Agents‑Companion paradigm for Text‑to‑SQL, detailing how self‑describing database agents autonomously mine schema, statistics and semantics to generate high‑quality evidence, thereby bridging the gap between academic research and industrial deployment and significantly improving query accuracy.

AIDatabase MiningLLM
0 likes · 8 min read
Can Databases Teach Themselves? Exploring Agents‑Based Self‑Explaining Text‑to‑SQL
Amap Tech
Amap Tech
Jan 22, 2026 · Artificial Intelligence

How Gaode’s AI Generates Personalized Travel Routes from Billions of Trips

Gaode’s technical report details an AI‑driven Interest Route (LOI) system that transforms massive real‑world travel data and user‑generated content into personalized classic and themed itineraries, describing data fusion, query rewriting, multi‑dimensional filtering, schema extraction, scoring, and AIGC content generation.

AIAIGCGeospatial Data
0 likes · 14 min read
How Gaode’s AI Generates Personalized Travel Routes from Billions of Trips