Topic hub
AI Coding Agents
How AI coding agents work: architecture, workflows, repository understanding, planning, tool use, pull requests, testing, and autonomous software engineering.
Featured guides
How to Install DeepSeek Harness: A Developer-Preview Guide to the Plugin-First Coding Agent
Learn how to install DeepSeek Harness from npm or source, understand its plugin-first design, and decide whether a fast-moving developer preview belongs in your coding workflow.
How to Control an iPhone with an AI Agent Using Phone Harness
See how Phone Harness connects an AI agent to a real iPhone through macOS iPhone Mirroring, including setup, OCR, HID input, permissions, and limits.
Symphony Context Engineering for Agents
Symphony context engineering helps autonomous agents use architecture, dependencies and prior decisions before implementation.
Related topics
All topic guides
How to Install DeepSeek Harness: A Developer-Preview Guide to the Plugin-First Coding Agent
Learn how to install DeepSeek Harness from npm or source, understand its plugin-first design, and decide whether a fast-moving developer preview belongs in your coding workflow.
How to Control an iPhone with an AI Agent Using Phone Harness
See how Phone Harness connects an AI agent to a real iPhone through macOS iPhone Mirroring, including setup, OCR, HID input, permissions, and limits.
Symphony Context Engineering for Agents
Symphony context engineering helps autonomous agents use architecture, dependencies and prior decisions before implementation.
OpenAI Symphony Large Codebase Agents
Symphony large codebase agents need repository understanding, not just isolated autonomous implementation runs.
AI Agent Evaluation Framework for Production
Build a production AI agent evaluation framework with scenarios, traces, safety checks, regression controls and decision-ready metrics.
Open Source AI Agent Projects 2026? 8 Rising Repositories and One License Trap
Eight fast-rising AI agent GitHub projects, mapped by stack layer, license, maturity, workflow fit, and claims teams should verify.
Share Context Between Pi and Claude Code
Share context between Pi and Claude Code with AGENTS.md, a Claude import, tool-specific Skills, and revision-bound repo facts.
Pi Claude Code Context Engineering
Separate Pi and Claude Code procedures, persistent instructions, session state, and tool-neutral repository facts.
Pi vs Claude Code Large Codebase Context
Compare Pi and Claude Code on large-codebase context with a controlled evidence protocol instead of feature-count claims.
Multica Multi-Agent Context Consistency
Keep Multica multi-agent context consistent with source, version, expiry, ownership, and human escalation rules.