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domain knowledge

12 articles · Page 1 of 1
Big Data and Microservices
Big Data and Microservices
Sep 26, 2026 · Industry Insights

AI's Industrial Leap: 22 Cases from Factories to Villages (Sep 26, 2026)

This daily observation covers 22 authoritative AI application cases across manufacturing, healthcare, transportation, agriculture, finance, governance, and rural sectors, highlighting measurable gains like 99.99% yield rates, 38% congestion reduction, and 508% humanoid robot shipment growth, driven by data flywheels and domain knowledge.

AI applicationsData FlywheelHealthcare AI
0 likes · 36 min read
AI's Industrial Leap: 22 Cases from Factories to Villages (Sep 26, 2026)
Architect's Alchemy Furnace
Architect's Alchemy Furnace
Sep 6, 2026 · Artificial Intelligence

Five Pitfalls in AI Skill Design and How to Avoid Them

This article outlines five common pitfalls in AI skill development — missing acceptance criteria, skipping domain knowledge, misusing LLMs for deterministic tasks, over-automating workflows, and neglecting output examples — with practical fixes like validation checklists, reference materials, script delegation, human checkpoints, and sample-driven formatting.

AI SkillsDeterministic TasksLLM applications
0 likes · 6 min read
Five Pitfalls in AI Skill Design and How to Avoid Them
Kuaishou Tech
Kuaishou Tech
Sep 3, 2026 · R&D Management

Harness Engineering: How Kuaishou E-commerce Reshapes R&D with AI Pipelines

Kuaishou E-commerce's merchant team details their end-to-end AI delivery pipeline (Harness Engineering) combined with organizational restructuring, achieving 30% throughput gains and 40% delivery-time reduction by shifting from functional silos to full-stack 'super individuals' across requirements, spec, dev, test, and oncall phases.

AI PipelineHarness EngineeringKuaishou
0 likes · 30 min read
Harness Engineering: How Kuaishou E-commerce Reshapes R&D with AI Pipelines
DataFunSummit
DataFunSummit
Jun 6, 2025 · Artificial Intelligence

Automating High‑Quality NL2SQL Data Synthesis with Intermediate Representations

This work tackles the difficulty of incorporating extensive domain knowledge into in‑domain NL2SQL tasks by proposing an intermediate‑representation‑based data synthesis method that decouples knowledge compliance from SQL generation, enabling automated creation of high‑quality training data with 60× human efficiency and over 97% accuracy.

Data SynthesisNL2SQLSQL Generation
0 likes · 2 min read
Automating High‑Quality NL2SQL Data Synthesis with Intermediate Representations
Caiyun Tech Team
Caiyun Tech Team
Jan 6, 2025 · Artificial Intelligence

How Domain Knowledge Boosts GNN Accuracy for PM2.5 Forecasting

The article presents PM2.5‑GNN, a graph neural network that incorporates meteorological and geographic domain knowledge via a dynamic directed graph and a GRU module, achieving significantly lower RMSE and MAE than traditional models and demonstrating strong spatial‑temporal prediction capabilities through extensive experiments and case studies.

Air Quality PredictionGRUGraph Neural Network
0 likes · 13 min read
How Domain Knowledge Boosts GNN Accuracy for PM2.5 Forecasting
Model Perspective
Model Perspective
Jan 3, 2025 · Fundamentals

Why Domain Knowledge, Methodology, and Math Language Are Key to Good Models

The article explains how mathematical models bridge science and reality, emphasizing that effective models require a blend of domain expertise, solid methodology, and clear mathematical language, while warning against over‑reliance on black‑box AI and unnecessary complexity.

AI transparencydomain knowledgemathematical modeling
0 likes · 9 min read
Why Domain Knowledge, Methodology, and Math Language Are Key to Good Models
DataFunTalk
DataFunTalk
Jan 30, 2023 · Artificial Intelligence

Domain Knowledge Enhanced Pretrained Language Model for Medicinal Product Vertical Search

This article presents a domain‑knowledge‑enhanced pretrained language model that combines ELECTRA‑based token‑level masking with a novel product‑attribute prediction (PAP) task to improve query understanding, intent classification, and relevance matching in vertical drug e‑commerce search, and validates its effectiveness through extensive experiments on public and proprietary datasets.

ELECTRAdomain knowledgemedical NLP
0 likes · 13 min read
Domain Knowledge Enhanced Pretrained Language Model for Medicinal Product Vertical Search
Architecture Digest
Architecture Digest
Sep 2, 2022 · Fundamentals

What It Takes to Become a Software Architect

The article explores the definition, responsibilities, essential skills, and career path of a software architect, emphasizing the need for broad technical knowledge, domain expertise, communication abilities, leadership, and continuous learning to bridge business goals and software systems in modern agile environments.

career developmentdomain knowledgetechnical leadership
0 likes · 11 min read
What It Takes to Become a Software Architect
dbaplus Community
dbaplus Community
Aug 24, 2017 · R&D Management

Why Managing a Tech Team Requires Engineering Skills, Not Just People Skills

The author reflects on three major challenges—staff turnover, project‑schedule control, and software‑quality improvement—and argues that mastering software‑engineering techniques, tooling, and domain knowledge is essential for effective technical team management.

Development ToolsSoftware Engineeringcode quality
0 likes · 17 min read
Why Managing a Tech Team Requires Engineering Skills, Not Just People Skills
21CTO
21CTO
Feb 20, 2016 · Fundamentals

From Rookie to Architect: Mapping the 7 Levels of Programming Mastery

The article outlines a two‑dimensional model of programmer growth, detailing seven stages of coding skill and domain knowledge, and explains how design patterns, architectural principles, and multidisciplinary expertise together shape a developer’s journey from novice to expert.

Skill Developmentdomain knowledgeprogramming
0 likes · 28 min read
From Rookie to Architect: Mapping the 7 Levels of Programming Mastery
Qunar Tech Salon
Qunar Tech Salon
Mar 12, 2015 · Fundamentals

Programming Skill Levels and Domain Knowledge Hierarchy

The article outlines a two‑dimensional model of programmer development, describing progressive stages of coding skill—from non‑programmer to language expert—and parallel levels of domain knowledge, while discussing paradigms, design patterns, architecture, and practical advice for advancing in software engineering.

Design PatternsSoftware Engineeringdomain knowledge
0 likes · 26 min read
Programming Skill Levels and Domain Knowledge Hierarchy