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AI Step-by-Step

Sharing AI knowledge, practical implementation records, and more.

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Latest from AI Step-by-Step

71 recent articles
AI Step-by-Step
AI Step-by-Step
Aug 29, 2026 · Artificial Intelligence

DeepSeek Harness Workflow: Parallel Multi-Agent Orchestration for Faster Task Execution

DeepSeek Harness adds a workflow subsystem where models write JavaScript orchestration scripts to fan out tasks to parallel sub-agents via five hooks (agent, parallel, pipeline, phase/log), replacing serial delegation with a replayable script that returns a single JSON result, though it remains a synchronous developer preview with high token usage and no resume or timeout controls.

AI codingDeepSeek HarnessWorkflow
0 likes · 7 min read
DeepSeek Harness Workflow: Parallel Multi-Agent Orchestration for Faster Task Execution
AI Step-by-Step
AI Step-by-Step
Aug 27, 2026 · Artificial Intelligence

codebase-memory-mcp: Giving Claude Code & Codex a Queryable Code Knowledge Graph

This article introduces codebase-memory-mcp, an MCP-based tool that indexes entire codebases into a queryable knowledge graph, enabling AI coding assistants to understand module call relationships, perform impact analysis, and answer structural queries via openCypher across 158 languages.

AI coding assistantClaude CodeCodex
0 likes · 7 min read
codebase-memory-mcp: Giving Claude Code & Codex a Queryable Code Knowledge Graph
AI Step-by-Step
AI Step-by-Step
Aug 23, 2026 · Artificial Intelligence

Prime Agent: Self-Evolving AI Coding Agent That Builds Its Own Harness

Prime Agent is an open-source coding agent that eliminates manual harness writing by using a persistent IPython environment, recursive language model, and continual harness to self-improve, spawn parallel subagents, and execute long-term goals autonomously while reducing token usage.

AI coding agentContinual HarnessPrime Agent
0 likes · 6 min read
Prime Agent: Self-Evolving AI Coding Agent That Builds Its Own Harness
AI Step-by-Step
AI Step-by-Step
Aug 19, 2026 · Artificial Intelligence

Why AI‑Generated Architecture Diagrams Look Bad and How diagram‑design Fixes It

The article critiques the generic, low‑information‑density diagrams produced by AI tools, introduces the open‑source "diagram‑design" agent that generates self‑contained HTML + SVG diagrams with brand‑aware styling, explains its strict design rules, and shows three concrete examples with installation instructions.

AI diagramsClaude CodeMermaid alternative
0 likes · 4 min read
Why AI‑Generated Architecture Diagrams Look Bad and How diagram‑design Fixes It
AI Step-by-Step
AI Step-by-Step
Aug 18, 2026 · Artificial Intelligence

Pi Agent: A Practical AI Platform Alternative When Deepseek Harness Isn’t Ready

The author demonstrates how to quickly bootstrap a web UI with Pi Agent, create and dynamically load a custom “requirement management” plugin, and compares its speed, token efficiency, and iterative development experience to Deepseek Harness, showing Pi Agent as a lightweight, extensible AI platform.

AI PlatformDeepSeek HarnessPi agent
0 likes · 6 min read
Pi Agent: A Practical AI Platform Alternative When Deepseek Harness Isn’t Ready
AI Step-by-Step
AI Step-by-Step
Aug 17, 2026 · Artificial Intelligence

Building a Custom AI Agent with DeepSeek Harness: A Hands‑On Validation

The author launches DeepSeek Harness locally, issues a single command to create a Markdown‑enabled demand‑management menu, examines the resulting UI and token consumption, and explains DSH's dual nature as a runnable coding agent and a plugin‑centric development framework.

AI AgentDeepSeek HarnessLLM
0 likes · 5 min read
Building a Custom AI Agent with DeepSeek Harness: A Hands‑On Validation
AI Step-by-Step
AI Step-by-Step
Aug 13, 2026 · Artificial Intelligence

6 Combo Techniques to Make Codex and Claude Code Truly Boost Efficiency

The article presents six concrete, step‑by‑step combos that let developers produce high‑quality code with Codex and Claude Code while enabling non‑technical teammates to save time and deliver verifiable results, covering new feature pipelines, automated reviews, large refactors, nightly automation, urgent bug fixes, and project hand‑over.

Claude CodeCodexLLM
0 likes · 6 min read
6 Combo Techniques to Make Codex and Claude Code Truly Boost Efficiency
AI Step-by-Step
AI Step-by-Step
Aug 11, 2026 · Artificial Intelligence

Why More Skills Slow Down Coding Agents—and How to Streamline, Choose, and Maintain Them

The article explains that attaching too many skills to coding agents like Codex or Claude Code incurs context, decision, and misdirection costs, and proposes three principles for skill selection, clear trigger definitions, and regular audits, plus a maintenance workflow using Git, regression testing, and a deletion culture.

AI ProductivityGit version controlcoding agents
0 likes · 5 min read
Why More Skills Slow Down Coding Agents—and How to Streamline, Choose, and Maintain Them
AI Step-by-Step
AI Step-by-Step
Aug 9, 2026 · Artificial Intelligence

Why AI Coding Gets Stuck in Loops and How Oh‑My‑Pi Addresses It

The article analyzes why AI coding tools often waste effort in repetitive cycles, identifies the tool layer as the root cause, and evaluates the open‑source terminal agent oh‑my‑pi, highlighting its hash‑based patch validation, IDE‑style integration, and multi‑model routing while noting its learning curve and rapid updates.

AI codingDAPHashline
0 likes · 5 min read
Why AI Coding Gets Stuck in Loops and How Oh‑My‑Pi Addresses It