Tagged articles

Code Intelligence

7 articles · Page 1 of 1

Jul 9, 2026 · Artificial Intelligence

Integrating LSP into Hermes Agent: Async I/O, Delta Filtering, and Multi-Language Support

The article explains how Hermes Agent gains real‑time code intelligence by directly connecting to Language Server Protocol servers via async stdin/stdout, handling noisy diagnostics with delta filtering and line‑number shifting, and managing over 30 languages through a unified ServerDef abstraction.

Async I/OCode IntelligenceDelta Filtering

0 likes · 25 min read

Integrating LSP into Hermes Agent: Async I/O, Delta Filtering, and Multi-Language Support

Machine Heart

Jul 3, 2026 · Artificial Intelligence

What Happens When a Code Agent Faces 1,000+ Files? CoDA‑Bench Exposes the Real Bottleneck

CoDA‑Bench, a new benchmark from RUC, places code agents in a sandbox containing over a thousand heterogeneous data files and requires them to locate the correct dataset, write analysis code, and produce answers, revealing that current agents achieve only about 61 % accuracy overall and struggle mainly with data discovery rather than code generation.

Artificial IntelligenceCode Intelligencebenchmark

0 likes · 9 min read

What Happens When a Code Agent Faces 1,000+ Files? CoDA‑Bench Exposes the Real Bottleneck

Sohu Tech Products

May 20, 2026 · Fundamentals

Why AI Code Assistants Depend on AST and LSP

This article explains how abstract syntax trees (AST) provide a structured representation of source code, how the Language Server Protocol (LSP) standardizes semantic queries, and why AI coding tools like Cursor, Claude Code, and OpenCode rely on LSP instead of simple text search, offering faster, more accurate, and lower‑cost code intelligence.

AI code assistantsASTCode Intelligence

0 likes · 20 min read

Why AI Code Assistants Depend on AST and LSP

Machine Heart

May 7, 2026 · Artificial Intelligence

How TACO Lets CLI Agents Self‑Evolve to Drop Useless Context

TACO is a plug‑and‑play, training‑free framework that lets terminal‑based autonomous agents automatically learn compression rules to filter low‑value output while preserving critical decision cues, achieving higher task success rates and better token efficiency across multiple terminal‑related benchmarks.

Code IntelligenceLLMSelf‑Evolving Rules

0 likes · 14 min read

How TACO Lets CLI Agents Self‑Evolve to Drop Useless Context

DataFunSummit

Mar 29, 2026 · Artificial Intelligence

How Code Intelligence Is Evolving: From Foundation Models to Repository‑Level Agents

This article reviews the rapid evolution of code intelligence, covering the history of code foundation models, reinforcement‑learning optimizations, scaling‑law insights, the LoopCoder architecture, rigorous multi‑level evaluation suites, and the emergence of repository‑level code agents, while highlighting open‑source contributions such as Qwen‑Coder.

Code IntelligenceReinforcement LearningScaling Laws

0 likes · 15 min read

How Code Intelligence Is Evolving: From Foundation Models to Repository‑Level Agents

DaTaobao Tech

Jun 22, 2022 · Mobile Development

DX Development Mode: Architecture, Design, and IDE Features for Mobile Native Development

DX Development Mode provides Alibaba’s mobile teams with a unified, OpenSumi‑based IDE that streamlines the entire native app lifecycle—from project creation and template management to debugging, real‑time preview, and automated publishing—offering rich code intelligence, view inspection, expression playback, and robust version‑control and release tooling.

Code IntelligenceDSLDX

0 likes · 17 min read

DX Development Mode: Architecture, Design, and IDE Features for Mobile Native Development

JD Retail Technology

May 19, 2022 · Frontend Development

Comprehensive Guide to the NutUI VSCode Extension: Code Intelligence, Hover Documentation, and Auto‑Completion

This article walks through the NutUI VSCode extension—from visual demos of code‑intelligence hover tips and component auto‑completion to detailed implementation steps, including activation hooks, hover providers, completion items, cursor movement commands, Vetur integration, and markdown‑based prop extraction.

Code IntelligenceVSCodeauto-completion

0 likes · 13 min read

Comprehensive Guide to the NutUI VSCode Extension: Code Intelligence, Hover Documentation, and Auto‑Completion