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AI Code to Success
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AI Code to Success

Focused on hardcore practical AI technologies (OpenClaw, ClaudeCode, LLMs, etc.) and HarmonyOS development. No hype—just real-world tips, pitfall chronicles, and productivity tools. Follow to transform workflows with code.

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Recent Articles

Latest from AI Code to Success

73 recent articles
AI Code to Success
AI Code to Success
Sep 24, 2026 · Artificial Intelligence

Seed-2.1-Pro 0915 Stress Test: Honesty Under Tool Failures & Missing Data

The author evaluates Seed-2.1-Pro 0915 against its predecessor using simulated tool failures, cropped financial PDFs, and a full analysis pipeline, finding both models honest when evidence is missing but revealing post-processing unit conversion errors, concluding that model execution requires system-level verification.

LLM evaluationSeed-2.1-ProTool Use
0 likes · 15 min read
Seed-2.1-Pro 0915 Stress Test: Honesty Under Tool Failures & Missing Data
AI Code to Success
AI Code to Success
Sep 21, 2026 · Artificial Intelligence

DeepSeek Harness: Three Guardrails for AI Agents — Approval, Sandbox & Permission Presets

This article details Harness's three-layer guardrail system for AI agents: approval gates that default to deny, filesystem sandboxes with enforceable isolation levels, and permission presets that bundle sandbox and approval settings into switchable profiles, plus subagent and workflow orchestration capabilities.

AI AgentsGuardrailsHarness²
0 likes · 23 min read
DeepSeek Harness: Three Guardrails for AI Agents — Approval, Sandbox & Permission Presets
AI Code to Success
AI Code to Success
Sep 18, 2026 · Artificial Intelligence

Doubao-Seed-2.1-pro Reads 232-Page Annual Reports: Building a Verified Financial Research Pipeline

The author tests Doubao-Seed-2.1-pro's multimodal and deep research capabilities by extracting structured financial data from 232-page annual reports, building a pipeline with cross-validation, Excel formulas, and HTML dashboards, then generalizing to BYD and Moutai, revealing that context understanding and evidence chains matter more than OCR accuracy.

AI in financeDoubao-Seed-2.1-proannual report processing
0 likes · 16 min read
Doubao-Seed-2.1-pro Reads 232-Page Annual Reports: Building a Verified Financial Research Pipeline
AI Code to Success
AI Code to Success
Sep 2, 2026 · Artificial Intelligence

DeepSeek Harness Plugin Config: Schema Validation, Secrets & HMR

This tutorial shows how to replace hardcoded values with a schema-driven configuration system for DeepSeek Harness plugins, covering TypeScript interfaces, Schemastery validation, cordis.yml setup, environment variable secrets, load-time validation, tool integration, common pitfalls, and HMR behavior.

ConfigurationDeepSeek HarnessHMR
0 likes · 14 min read
DeepSeek Harness Plugin Config: Schema Validation, Secrets & HMR
AI Code to Success
AI Code to Success
Aug 28, 2026 · Artificial Intelligence

DeepSeek Harness Tutorial: Build Your First Agent Tool with defineTool

This tutorial demonstrates how to create a functional publish_article tool for AI agents using DeepSeek Harness's defineTool, covering the five core components, output schema versus render separation, execution pipeline hooks, and real-world WeChat API permission constraints.

API PermissionsAgent ToolsDeepSeek Harness
0 likes · 13 min read
DeepSeek Harness Tutorial: Build Your First Agent Tool with defineTool
AI Code to Success
AI Code to Success
Aug 20, 2026 · Artificial Intelligence

From Web UI to Python: Orchestrating DeepSeek Harness Agents with the Python SDK

This article explains why the Web UI becomes a bottleneck for automation, introduces the DeepSeek Harness Python SDK, walks through installation, credential setup, running built‑in and custom agent scripts, and highlights key configuration and safety considerations for programmatic agent orchestration.

API integrationAgent AutomationCLI
0 likes · 14 min read
From Web UI to Python: Orchestrating DeepSeek Harness Agents with the Python SDK
AI Code to Success
AI Code to Success
Aug 17, 2026 · Artificial Intelligence

Getting Started with DeepSeek Harness: Exploring the All-Plugin Agent Framework

The article introduces DeepSeek Harness, an open-source Agent framework built on a fully plug-in architecture where tools, models, and even the agent loop are interchangeable, explains its core concepts, plugin system, configuration via cordis.yml, and why it offers developers a flexible alternative to Claude Code and Codex.

AIDeepSeek Harnessagent framework
0 likes · 8 min read
Getting Started with DeepSeek Harness: Exploring the All-Plugin Agent Framework