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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

87 recent articles
Smart Era Software Development
Smart Era Software Development
Oct 11, 2026 · Artificial Intelligence

From AI Coding to AI Working: The 5 Capability Gaps Blocking Agent Deployment

AI coding tools have plateaued, pushing the industry toward AI Working where agents execute full business tasks; the article outlines five critical capability gaps—multi-agent architecture, context and memory engineering, production evaluation, security governance, and business process redesign—and maps them to practitioner-focused conference tracks.

AI AgentsAI governanceContext Engineering
0 likes · 16 min read
From AI Coding to AI Working: The 5 Capability Gaps Blocking Agent Deployment
Smart Era Software Development
Smart Era Software Development
Sep 20, 2026 · Artificial Intelligence

Why 80% of Agent Decisions Fail: Deep Dive into ADPS Perception Patterns P1–P4

The article reveals that most agent failures stem from perception flaws, not model limits, and details ADPS's four-layer perception funnel, four ingestion modes, four core design patterns (Context Triage, Semantic Compaction, Progressive Discovery, Multi-Modal Fusion), three anti-patterns, and a security warning — all grounded in production case studies from Tencent, Weibo, and game teams.

ADPSAI AgentsAgent Design Patterns
0 likes · 35 min read
Why 80% of Agent Decisions Fail: Deep Dive into ADPS Perception Patterns P1–P4
Smart Era Software Development
Smart Era Software Development
Sep 16, 2026 · Artificial Intelligence

ADPS Dual-Axis Framework: 7 Cognitive Functions × 6 Execution Topologies for Agent Design

This article introduces ADPS, a dual-axis framework for agent design patterns combining seven cognitive functions with six execution topologies, distilled from seven expert workshops across major tech companies, providing 28 production-verified patterns to guide agent engineering from perception to governance.

ADPSAI governanceAgent Design Patterns
0 likes · 23 min read
ADPS Dual-Axis Framework: 7 Cognitive Functions × 6 Execution Topologies for Agent Design
Smart Era Software Development
Smart Era Software Development
Aug 15, 2026 · Artificial Intelligence

From Model Params to Full‑System 'Model+Harness': DeepSeek V4 Pro Agent Engineering Deep Dive

The report reveals how Agent competition has shifted from pure model‑parameter races to a full‑system "model+Harness" battle, detailing DeepSeek V4 Pro's technical breakthroughs, massive cost advantage, four‑stage development roadmap, benchmark improvements, industry trends, expert insights, and commercial pathways for AI Agents.

AI AgentsAgent EngineeringAgent commercialization
0 likes · 42 min read
From Model Params to Full‑System 'Model+Harness': DeepSeek V4 Pro Agent Engineering Deep Dive
Smart Era Software Development
Smart Era Software Development
Aug 12, 2026 · Artificial Intelligence

Why Only 30% of an AI Agent Is Deployed – The Critical 70% That Determines Success

The article dissects six engineering gaps that separate demo‑level AI agents from production, then details serverless elasticity, memory recall, intelligent sandboxing, million‑scale messaging, multi‑agent governance, observability, and a data‑flywheel loop, concluding that post‑launch evolution, not initial rollout, decides real‑world success.

AI AgentData FlywheelObservability
0 likes · 23 min read
Why Only 30% of an AI Agent Is Deployed – The Critical 70% That Determines Success
Smart Era Software Development
Smart Era Software Development
Jul 30, 2026 · R&D Management

Token Costs Double Monthly, Yet 70% of AI Projects Just Please the Boss

Despite an 80% token price drop and a 20‑fold surge in global token usage, many enterprises face exploding monthly token bills, with 70% of AI projects merely placating managers; the article analyzes token economics, efficiency breakthroughs, and a task‑centric workflow that can halve costs and boost productivity.

AI Project EfficiencyAI cost managementEnterprise AI
0 likes · 15 min read
Token Costs Double Monthly, Yet 70% of AI Projects Just Please the Boss
Smart Era Software Development
Smart Era Software Development
Jul 30, 2026 · Industry Insights

Why $9 B Is Fueling the AI Shift to Forward Deployed Engineers – The Skill Matrix You Need

In just six weeks of 2026, OpenAI, Anthropic, AWS and Microsoft poured $9 billion into Forward Deployed Engineer units, driving a 729% surge in FDE jobs and shifting the AI battleground from model supremacy to real‑world deployment, a change explained through data, definitions, case studies, skill matrices and risk analysis.

AI deploymentAI workforceCase Studies
0 likes · 19 min read
Why $9 B Is Fueling the AI Shift to Forward Deployed Engineers – The Skill Matrix You Need
Smart Era Software Development
Smart Era Software Development
Jul 29, 2026 · Artificial Intelligence

Why Your AI Stays a Demo with the Same Large Model – 427 GitHub Projects Expose the Hidden Harness Engineering

The article explains why AI projects that use the same large model often fail to move beyond flashy demos, attributing the gap to a missing "Harness Engineering" layer, and outlines concrete data, fatal production pitfalls, six engineering pillars, a 427‑project GitHub survey, and a step‑by‑step adoption guide.

AI AgentsAI codingGitHub Projects
0 likes · 16 min read
Why Your AI Stays a Demo with the Same Large Model – 427 GitHub Projects Expose the Hidden Harness Engineering
Smart Era Software Development
Smart Era Software Development
Jun 29, 2026 · Artificial Intelligence

Is AI Coding a Magic Tool or a Troublemaker? Insights from the Agentic AICon Roundtable

By 2026 AI coding has permeated the entire software development lifecycle, yet developers report wildly different experiences—some hail ten‑fold productivity gains while others warn of mounting technical debt, and organizations struggle to translate individual speedups into measurable enterprise‑wide value.

AI codingSoftware Engineeringhuman-AI collaboration
0 likes · 25 min read
Is AI Coding a Magic Tool or a Troublemaker? Insights from the Agentic AICon Roundtable
Smart Era Software Development
Smart Era Software Development
Jun 22, 2026 · Artificial Intelligence

Constrained Autonomy: An Agentic Architecture Scaling to Hundreds of Thousands of Creators

The talk details a multi‑agent system for AI video creation that tackles orchestration uncertainty, fault irrecoverability, and quality attribution by applying a "constrained autonomy" principle, implementing a six‑layer architecture, high‑concurrency optimizations, comprehensive observability, and layered quality gates to support hundreds of thousands of simultaneous creators.

AI video generationAgentic ArchitectureObservability
0 likes · 12 min read
Constrained Autonomy: An Agentic Architecture Scaling to Hundreds of Thousands of Creators