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Ele.me Technology

Creating a better life through technology

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Recent Articles

Latest from Ele.me Technology

14 recent articles
Ele.me Technology
Ele.me Technology
Nov 13, 2025 · Artificial Intelligence

How Multi‑Agent AI Architecture Solves Complex Data Generation Challenges

This article details the design and evolution of a multi‑agent AI system for automated data generation in integration testing, covering challenges, single‑ versus multi‑agent approaches, prompt engineering, tool governance, intent recognition, tool filtering, reasoning execution, performance gains, and practical recommendations.

AIData GenerationIntent Recognition
0 likes · 25 min read
How Multi‑Agent AI Architecture Solves Complex Data Generation Challenges
Ele.me Technology
Ele.me Technology
Nov 7, 2025 · Artificial Intelligence

LLM‑SM Hybrid Strategies: Boosting Decision Optimization and Store Design

Recent advances in large language models (LLMs) have sparked interest in their decision‑making capabilities, yet challenges remain; this article explores classic prediction‑optimization pipelines, introduces emerging LLM‑as‑Predictor/Ranker/Optimizer paradigms, and details practical case studies on delivery‑price optimization and intelligent store‑decoration recommendation using LLM‑SM hybrid systems.

Decision OptimizationHybrid ModelingLLM
0 likes · 30 min read
LLM‑SM Hybrid Strategies: Boosting Decision Optimization and Store Design
Ele.me Technology
Ele.me Technology
Oct 31, 2025 · Artificial Intelligence

Boosting Coding Efficiency with AI: Our Prompt‑Driven Framework Achieves 23% Faster Delivery

This article details how a logistics technology team built an AI‑plus‑prompt, three‑layer architecture framework that raised AI code adoption from 9.6% to 89.2% and improved demand delivery efficiency by 23.6%, while outlining quality safeguards, reusable templates, real‑world case studies, and future AI‑driven development plans.

AIAutomationcoding efficiency
0 likes · 15 min read
Boosting Coding Efficiency with AI: Our Prompt‑Driven Framework Achieves 23% Faster Delivery
Ele.me Technology
Ele.me Technology
Oct 27, 2025 · Artificial Intelligence

How IAK Transforms Multi‑Domain Recommendation with Pre‑Training and Fine‑Tuning

This paper introduces IAK, a unified multi‑domain recommendation paradigm that treats the system as a large model, leveraging pre‑training and fine‑tuning with an information‑aware adaptive kernel to capture rapid user interest shifts while reducing training costs and improving online performance.

Recommendation Systemsfine‑tuninginformation bottleneck
0 likes · 18 min read
How IAK Transforms Multi‑Domain Recommendation with Pre‑Training and Fine‑Tuning
Ele.me Technology
Ele.me Technology
Apr 10, 2025 · Artificial Intelligence

Ele.me Vertical Business AIGC Image Model: Architecture, Training Pipeline, and Evaluation

Ele.me created a domain-specific AIGC image model built from scratch on its own data using the DiT backbone, a three-stage training pipeline (transformer pre-training, prompt alignment, aesthetic fine-tuning), custom T5‑E‑CLIP text and visual encoders, ControlNet for layout control, and evaluated via FID, CLIP scores and a human rubric, enabling automated dish-image generation and UI asset creation for its vertical business.

AIGCControlNetDiT
0 likes · 8 min read
Ele.me Vertical Business AIGC Image Model: Architecture, Training Pipeline, and Evaluation
Ele.me Technology
Ele.me Technology
May 28, 2024 · Operations

Automated Mock for E2E Testing: Design and Implementation of Unmanned MOCK

Unmanned MOCK automatically generates intelligent, context‑aware mock responses for downstream services in end‑to‑end tests by collecting sub‑call data, extracting knowledge, and applying dynamic rules, so failures in downstream systems are isolated, raising test success rates toward near‑100 % without manual mock configuration.

automated testinge2eservice isolation
0 likes · 12 min read
Automated Mock for E2E Testing: Design and Implementation of Unmanned MOCK
Ele.me Technology
Ele.me Technology
Mar 21, 2024 · Artificial Intelligence

How FIN Boosts CTR in Online Food Ordering: A Spatial‑Temporal Modeling Breakthrough

The paper introduces FIN (Fragment and Integrate Network), a novel spatial‑temporal model that extracts multiple sub‑sequences from ultra‑long user behavior logs, applies simplified and multi‑head attention, and fuses them with physically meaningful set operations, achieving up to 5.7% CTR lift and 7.3% RPM improvement in real‑world food‑delivery advertising.

AIAttentionCTR prediction
0 likes · 23 min read
How FIN Boosts CTR in Online Food Ordering: A Spatial‑Temporal Modeling Breakthrough
Ele.me Technology
Ele.me Technology
Feb 21, 2024 · Frontend Development

MorJS: Converting Mini‑Program Code to Web Applications – Architecture and Implementation

MorJS is a self‑developed tool that automatically converts Alipay mini‑program code into a full React web application by parsing AXML, ACSS and JavaScript into JSX, CSS and React logic, and supplying a runtime with lifecycle mapping, lit‑element UI components and API shims, cutting development effort by over 30% and unifying Ele.me’s web, app and mini‑program ecosystems.

CompilationCross‑platformMorJS
0 likes · 12 min read
MorJS: Converting Mini‑Program Code to Web Applications – Architecture and Implementation
Ele.me Technology
Ele.me Technology
Nov 9, 2023 · Interview Experience

From PhD to Tech Industry: Turning Academic Struggles into Career Growth

The article follows a former PhD student who, after facing research setbacks, proactively sought collaborations, published top‑conference papers, and successfully transitioned into the tech industry, sharing practical steps and mindset shifts for engineers moving from academia to business.

Career transitionacademia to industryinterview experience
0 likes · 8 min read
From PhD to Tech Industry: Turning Academic Struggles into Career Growth