Iterative Agent Evaluation Skill: Automating Bad‑Case Diagnosis with AI Pre‑Annotation

The article presents an end‑to‑end, eight‑phase automated evaluation pipeline for large‑model agents that replaces manual bad‑case inspection with AI‑assisted pre‑annotation, cutting analysis time from a full‑day to about 30 minutes and achieving over 90 % efficiency gain while enabling iterative knowledge‑base refinement.

AI Pre‑annotationAgent EvaluationAutomated Pipeline

0 likes · 20 min read

Iterative Agent Evaluation Skill: Automating Bad‑Case Diagnosis with AI Pre‑Annotation

Tech Architecture Stories

Apr 23, 2026 · R&D Management

How I Built My Own Local LLM Wiki Inspired by Karpathy’s Idea

The article details a five‑layer architecture for a sustainable local knowledge vault—Inbox, Raw Sources, Extracted Text, Distilled, and Archive—explaining each layer’s purpose, the import workflow from tools like Evernote, and the supporting Python scripts that automate ingestion, extraction, and governance.

AI automationLLM WikiObsidian

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How I Built My Own Local LLM Wiki Inspired by Karpathy’s Idea

Tongcheng Travel Technology Center

May 7, 2024 · Mobile Development

iOS App Size Reduction at Tongcheng Travel: Methodology, Analysis, Detection Scripts, and Optimization Techniques

This article details Tongcheng Travel's comprehensive iOS app slimming process, covering background importance, size‑reduction techniques, multi‑dimensional analysis, Python‑based detection scripts, compiler LTO optimization, resource governance, platform automation, and the resulting 29% package size decrease that boosted download conversion.

LTOMobile DevelopmentPython Scripts

0 likes · 16 min read

iOS App Size Reduction at Tongcheng Travel: Methodology, Analysis, Detection Scripts, and Optimization Techniques

Baidu Geek Talk

Nov 1, 2023 · Fundamentals

Automating Code Refactoring with Python: Implementing Data Path Integration

This article shows how Python scripts can automatically generate the Objective‑C code needed to register, read, and update hundreds of XXXSetting data items within a unified Data Path framework, eliminating manual refactoring errors, cutting development effort, and streamlining cross‑module data integration.

Code RefactoringData Item ManagementData Path Integration

0 likes · 26 min read

Automating Code Refactoring with Python: Implementing Data Path Integration