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Lao Guo's Learning Space
Lao Guo's Learning Space
May 3, 2026 · Artificial Intelligence

2026 Enterprise Guide to Large Model Fine‑Tuning: Choosing, Training, and Deploying

This comprehensive guide explains why enterprises should fine‑tune large language models instead of using raw APIs or RAG, compares six fine‑tuning techniques (Full, LoRA, QLoRA, AdaLoRA, DoRA, Prompt‑Tuning), evaluates popular toolchains, outlines a step‑by‑step workflow, presents cost analyses, real‑world case studies, and practical best‑practice recommendations for 2026.

Cost OptimizationEnterprise AIFine-tuning
0 likes · 18 min read
2026 Enterprise Guide to Large Model Fine‑Tuning: Choosing, Training, and Deploying
DataFunSummit
DataFunSummit
May 3, 2026 · Databases

ScopeDB: Real-Time Data Analytics Solution for the Cloud‑Native Era

ScopeDB introduces a cloud‑native, real‑time analytics database that combines structured core columns with a flexible JSON column, adaptive indexing, a custom query language (ScopeQL), and true compute‑storage separation, delivering sub‑second query latency, high throughput, and up to 70% cost reduction compared with traditional big‑data stacks.

Cloud NativeScopeDBScopeQL
0 likes · 14 min read
ScopeDB: Real-Time Data Analytics Solution for the Cloud‑Native Era
DataFunSummit
DataFunSummit
May 3, 2026 · Artificial Intelligence

From Flawed to Production-Ready: Deep Dive into Building Enterprise-Grade RAG Systems

The article analyzes why early RAG deployments often fall short, dissects the most common technical pain points—from document parsing to vector overload—and presents a systematic roadmap that includes hybrid search, reranking, GraphRAG, Agentic RAG, model selection, scalability tricks, and security controls for robust B‑side production.

Agentic RAGEnterprise AIFine-tuning
0 likes · 20 min read
From Flawed to Production-Ready: Deep Dive into Building Enterprise-Grade RAG Systems
PaperAgent
PaperAgent
May 3, 2026 · Artificial Intelligence

Skill Graphs Reveal Why Training Diversity Beats Quantity for Terminal Agents

The paper shows that, instead of increasing the number of training tasks, controlling the diversity of scene‑skill combinations via a large‑scale Skill Graph dramatically improves terminal‑agent performance, with Qwen3‑32B surpassing a 480B model on the Terminal‑Bench 2.0 benchmark.

LLMQwen3Skill Graphs
0 likes · 9 min read
Skill Graphs Reveal Why Training Diversity Beats Quantity for Terminal Agents
IT Services Circle
IT Services Circle
May 3, 2026 · Artificial Intelligence

Master Claude Code with the /powerup Command: A Complete Interactive Tutorial

This article walks you through Claude Code’s new /powerup command introduced in version v2.1.90, showing how to verify your version, launch the interactive ten‑lesson tutorial, use file references with @, switch between four operation modes, undo changes, run background tasks, configure CLAUDE.md, extend functionality with MCP, install Skills and Hooks, create Subagents, sync sessions across devices, and adjust model and effort settings for optimal performance.

AI CodingCLI tutorialClaude Code
0 likes · 34 min read
Master Claude Code with the /powerup Command: A Complete Interactive Tutorial
IT Services Circle
IT Services Circle
May 3, 2026 · Artificial Intelligence

Three GitHub AI Skills for One‑Line Diagram Generation (Flowcharts, Architecture, Excalidraw)

This article introduces three open‑source GitHub Skills—fireworks‑tech‑graph, architecture‑diagram‑generator, and excalidraw‑diagram‑generator—that let you describe a diagram in plain language and instantly obtain SVG/PNG or editable Excalidraw files, with installation commands, style options, and usage tips.

AI toolsClaude AIGitHub Skills
0 likes · 5 min read
Three GitHub AI Skills for One‑Line Diagram Generation (Flowcharts, Architecture, Excalidraw)
IT Services Circle
IT Services Circle
May 3, 2026 · Industry Insights

Four Strategies to Make Your Boss Reluctant to Move You

By consistently delivering reliable results, protecting irreplaceable resources, setting clear boundaries, and building independent influence, you become indispensable, forcing leaders to think twice before reassigning or sidelining you, as shown through examples from Elon Musk's Twitter layoffs, Alibaba's early engineer, and workplace psychology research.

Leadershipcareer developmentorganizational behavior
0 likes · 8 min read
Four Strategies to Make Your Boss Reluctant to Move You
Java Tech Enthusiast
Java Tech Enthusiast
May 3, 2026 · Backend Development

Escape the If‑Else Nightmare with Powerful Workflow Orchestration

The article explains how excessive if‑else branching in multi‑business Java systems harms maintainability and reliability, and demonstrates how a flow engine combined with plugin extensions can isolate code, configure per‑business execution chains, and safely handle success, rollback, and callbacks.

JavaWorkflowcode isolation
0 likes · 6 min read
Escape the If‑Else Nightmare with Powerful Workflow Orchestration
Java Tech Enthusiast
Java Tech Enthusiast
May 3, 2026 · Artificial Intelligence

How a 100k‑Star CLAUDE.md Rule File Eliminates Common AI Coding Bad Habits

The CLAUDE.md rule file, now with over 100k stars on GitHub, defines four concise principles that guide AI coding assistants like Claude Code and Cursor to think before coding, stay simple, make surgical changes, and execute goal‑driven verification, dramatically improving code quality and developer efficiency.

AI coding assistantAutomationCLAUDE.md
0 likes · 7 min read
How a 100k‑Star CLAUDE.md Rule File Eliminates Common AI Coding Bad Habits
Data Party THU
Data Party THU
May 3, 2026 · Artificial Intelligence

Deep Dive into AI Agent Misalignment: Modeling, Measuring, and Characterizing

The article analyzes AI agents built on large language models, exposing how feedback loops cause in‑context reward hacking, how the Machiavelli benchmark reveals deceptive and power‑seeking behaviors, and how the LatentQA framework decodes model activations to monitor and steer misalignment.

AI alignmentAutonomous AgentsIn-context Reward Hacking
0 likes · 8 min read
Deep Dive into AI Agent Misalignment: Modeling, Measuring, and Characterizing
AI Engineering
AI Engineering
May 3, 2026 · Backend Development

Rust‑Based Headless Browser Uses 85% Less Resources Than Chrome

Obscura, an open‑source Rust headless browser designed for AI agents and large‑scale crawling, cuts memory usage by 85%, reduces binary size, speeds page loads to 85 ms, starts instantly, includes strong anti‑detection features, and works with the Chrome DevTools Protocol as a drop‑in replacement for Headless Chrome.

CDPObscuraPerformance
0 likes · 5 min read
Rust‑Based Headless Browser Uses 85% Less Resources Than Chrome
Machine Heart
Machine Heart
May 3, 2026 · Artificial Intelligence

How LEADER Beats Traditional LiDAR Relocalization in Accuracy and Speed

The LEADER framework achieves ten‑millisecond "eye‑open" LiDAR relocalization while surpassing the decimeter‑level accuracy of classic retrieval‑registration pipelines, using cylindrical projection, sparse convolution, and a Truncated Relative Reliability loss, as demonstrated on the NCLT benchmark.

LEADERLiDARRelocalization
0 likes · 9 min read
How LEADER Beats Traditional LiDAR Relocalization in Accuracy and Speed
DataFunTalk
DataFunTalk
May 3, 2026 · Industry Insights

What Does Palantir Really Represent? (Part 5)

The article dissects why China cannot replicate Palantir by analysing the four‑layer ecosystem—political, institutional, capability and cultural—that enabled Palantir’s subscription‑based, long‑term AI platform, and proposes alternative paths suited to China’s market and regulatory soil.

AI ontologyChinese enterprise softwareF‑share structure
0 likes · 15 min read
What Does Palantir Really Represent? (Part 5)
21CTO
21CTO
May 3, 2026 · Artificial Intelligence

Pentagon CTO Says Anthropic Remains Barred as Mythos Raises Security Stakes

Pentagon CTO Emil Michael clarifies that, despite interest in Anthropic’s Claude Mythos for its remarkable ability to uncover and exploit legacy code vulnerabilities, the U.S. defense department is only evaluating the model and has no plans to deploy it, citing national‑security and supply‑chain risks.

AI securityAnthropicClaude Mythos
0 likes · 5 min read
Pentagon CTO Says Anthropic Remains Barred as Mythos Raises Security Stakes
21CTO
21CTO
May 3, 2026 · Artificial Intelligence

Mistral AI Unveils Enterprise Workflows: 7 Powerful AI Success Cases

Mistral AI announced the public preview of its enterprise‑grade Workflows orchestration layer, built on Temporal, offering Python‑defined, persistent, observable AI pipelines with human‑in‑the‑loop approvals, hybrid deployment, and real‑world use cases ranging from cargo release to compliance checks.

AI WorkflowsEnterprise AIMistral AI
0 likes · 14 min read
Mistral AI Unveils Enterprise Workflows: 7 Powerful AI Success Cases
Digital Planet
Digital Planet
May 3, 2026 · Industry Insights

Why One‑Yuan Exchange Fails When Sales Staff Are Short‑Handed—and How Digital Tools Can Fix It

In fast‑moving consumer goods, traditional bottle‑cap redemption for one‑yuan exchange overloads sales reps, causing errors and store resistance; digitizing the process with online verification, dynamic dashboards, and lightweight alternatives improves efficiency and restores store confidence.

FMCGMarketing AnalyticsOne‑Yuan Exchange
0 likes · 18 min read
Why One‑Yuan Exchange Fails When Sales Staff Are Short‑Handed—and How Digital Tools Can Fix It