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Smart Era Software Development
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Smart Era Software Development

Committed to openness and connectivity, we build frontline engineering capabilities in software, requirements, and platform engineering. By integrating digitalization, cloud computing, blockchain, new media and other hot tech topics, we create an efficient, cutting‑edge tech exchange platform and a diversified engineering ecosystem. Provides frontline news, summit updates, and practical sharing.

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Recent Articles

Latest from Smart Era Software Development

79 recent articles
Smart Era Software Development
Smart Era Software Development
Feb 24, 2026 · Artificial Intelligence

What Anthropic’s New 23,000‑Word AI Constitution Reveals About Its Struggles

The article examines Anthropic’s 2026 release of a 23,000‑word AI Constitution, tracing an experiment where two Claude models debated consciousness, explaining the shift from rule‑based prompts to virtue‑ethics teaching, outlining hard constraints, a four‑level priority system, a three‑tier delegation chain, and the unresolved paradoxes surrounding AI moral status and control.

AI EthicsAI alignmentAI constitution
0 likes · 15 min read
What Anthropic’s New 23,000‑Word AI Constitution Reveals About Its Struggles
Smart Era Software Development
Smart Era Software Development
Jan 27, 2026 · Artificial Intelligence

Why Evaluation and Governance Are the Key to Scaling AI Agents

As 82% of organizations plan to adopt AI agents within three years, this article outlines a full‑chain methodology—7‑dimensional classification, multi‑layer evaluation metrics, three‑stage validation, five‑step risk lifecycle, and progressive governance—to safely scale autonomous agents from prototype to enterprise deployment while addressing emerging multi‑agent challenges.

AI AgentsGovernanceLLM
0 likes · 22 min read
Why Evaluation and Governance Are the Key to Scaling AI Agents
Smart Era Software Development
Smart Era Software Development
Jan 15, 2026 · Industry Insights

From Maker to Consultant: How AI Is Redefining the Programmer’s Role

In the AI era, programmers must shift from a manufacturing mindset—delivering code based on clear specifications—to a consulting role that extracts vague business needs, asks probing questions, and delivers problem‑solving outcomes, because AI can now generate code cheaply while human insight becomes the scarce resource.

AIconsultantindustry insight
0 likes · 10 min read
From Maker to Consultant: How AI Is Redefining the Programmer’s Role
Smart Era Software Development
Smart Era Software Development
Jan 5, 2026 · Artificial Intelligence

Understanding Vibe Coding: The Cognitive Architecture Behind AI-Powered Programming

The article defines Vibe Coding, contrasts it with traditional Spec‑driven development, traces the evolution of human‑AI collaboration from simple resource retrieval to multi‑agent workflows, analyzes current limitations, shares practical tool setups, and forecasts future trends in AI‑augmented software engineering.

AI codingVibe Codingcoding agents
0 likes · 20 min read
Understanding Vibe Coding: The Cognitive Architecture Behind AI-Powered Programming
Smart Era Software Development
Smart Era Software Development
Dec 11, 2025 · Artificial Intelligence

From Scale Race to Efficiency Breakthrough: How Architecture Innovation Will Shape 2026 Large Models and Agents

The article analyzes how architecture innovation—through sparse, multimodal, and dynamic designs—will break the compute bottleneck of large models, reshape pre‑training hierarchies, and drive three distinct 2026 pathways for both model efficiency and agent competition.

2026 predictionsAI AgentsMultimodal Fusion
0 likes · 12 min read
From Scale Race to Efficiency Breakthrough: How Architecture Innovation Will Shape 2026 Large Models and Agents
Smart Era Software Development
Smart Era Software Development
Dec 2, 2025 · Artificial Intelligence

The Prompt Software Crisis: Engineering Challenges of Agentic AI Systems

The rise of large language models has created a prompt‑software crisis for Agentic AI, where fragile natural‑language prompts cause robustness, observability, and adaptability problems, and existing software‑engineering methods fail to address these issues, prompting the need for a new systematic framework.

AdaptabilityObservabilityRobustness
0 likes · 12 min read
The Prompt Software Crisis: Engineering Challenges of Agentic AI Systems
Smart Era Software Development
Smart Era Software Development
Nov 14, 2025 · Artificial Intelligence

AsyncThink: How Microsoft’s Agentic Organization Turns LLMs into Project Managers

The paper introduces AsyncThink, a novel "agentic organization" paradigm that lets large language models dynamically fork, join, and coordinate multiple reasoning agents, achieving higher accuracy and lower latency than traditional chain‑of‑thought or parallel‑thinking approaches across math, Sudoku, graph, and genetics tasks.

Agentic OrganizationAsyncThinkFork‑Join
0 likes · 8 min read
AsyncThink: How Microsoft’s Agentic Organization Turns LLMs into Project Managers
Smart Era Software Development
Smart Era Software Development
Sep 23, 2025 · Artificial Intelligence

OneSearch: How Kuaishou’s Large‑Model Engine Redefines E‑Commerce Search

The article reviews the evolution of e‑commerce search, explains why traditional multi‑stage pipelines struggle with relevance and personalization, and details OneSearch’s end‑to‑end large‑model design—hierarchical quantization encoding, integrated user profiling, and preference‑aware ranking—that achieved up to 27% model‑utilization and double‑digit CTR, CVR, and order growth in production.

AI rankingKuaishouOneSearch
0 likes · 15 min read
OneSearch: How Kuaishou’s Large‑Model Engine Redefines E‑Commerce Search
Smart Era Software Development
Smart Era Software Development
Aug 30, 2025 · Industry Insights

Andrew Ng Deep Dive: New Business Logic in the AI Era—Why Technology Isn’t the Bottleneck

In a detailed interview, Andrew Ng explains that AI advancement will come from diverse approaches such as agentic workflows and multimodal models, that talent—not technology—is the biggest bottleneck, and that AI is reshaping software engineering, startup product cycles, and founder success criteria.

AI DevelopmentAndrew NgProduct Management
0 likes · 13 min read
Andrew Ng Deep Dive: New Business Logic in the AI Era—Why Technology Isn’t the Bottleneck