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tech deep-dive

AI-Powered E2E Testing: How canary, Stagehand, Magnitude, and Shortest Each Solve the Problem

AI agents running tests are non-reproducible; hand-written Playwright is hard to maintain. Four tools that emerged in 2024-2025 each tackle this dilemma with very different design philosophies.

tech deep-dive

Antigravity CLI: How Google Folded Gemini CLI Into a Unified Terminal Agent Harness

Antigravity CLI is a terminal agent Google announced at I/O on May 19, 2026. Written in Go (versus Gemini CLI's Node.js), its binary is called agy, and it shares the same agent harness as the desktop Antigravity 2.0. It is also Gemini CLI's successor — the personal-tier Gemini CLI service ends on June 18, 2026.

Claude Code /loop: Turning AI into a Background Worker with Native Scheduling (v2.1.72+)

/loop is Claude Code's native cron feature — set schedules in plain English and let Claude monitor, auto-fix PRs, and run recurring tasks in the background. Session-scoped and expires after 7 days; for cross-session scheduling, use Routines or Desktop scheduled tasks.

marketing guide

AKIRAXCLAW's Content Model: 5 Posts a Day, a Three-Tier Funnel, and Agent-Assisted Publishing

Akira runs a Threads → Blog → Docs three-tier funnel with agent-assisted publishing, building a sustainable knowledge monetization model in the Chinese-language AI content market.

tech guide

Solving Duplicate Config Files for Codex and Claude Code with a Symlink

Claude Code only reads CLAUDE.md; Codex only reads AGENTS.md. Teams using both end up maintaining two identical files. Fix: make CLAUDE.md a symlink pointing to AGENTS.md — one source of truth.

tech guide

code-review-graph: Using a Knowledge Graph to Cut AI Code Review Token Usage by 8x

code-review-graph uses Tree-sitter to parse your codebase and build a persistent knowledge graph, tracks the blast radius of changes, and feeds only truly relevant context to the AI — claiming an average 8.2x reduction in token usage.

tech guide

Claude Code: A Complete Guide to Anthropic's Terminal AI Coding Agent

Claude Code is Anthropic's agentic coding tool that runs in the terminal, IDEs, Slack, GitHub, and on the web. Its core extension system has six layers: CLAUDE.md (persistent context), Skills (on-demand workflows), Hooks (deterministic automation), Subagents (isolated delegation), MCP (external tool connections), and Agent Teams (multi-agent collaboration).

tech project

Codex CLI: A Complete Guide to OpenAI's Open-Source Terminal Coding Agent

Codex CLI is OpenAI's open-source terminal coding agent built in Rust. It supports MCP, subagents, image input, and code review. Paired with the codex-1 (o3-optimized) or GPT-5-Codex model, it can read, write, and execute code directly on your local machine.

tech project

Gemini CLI: A Complete Guide to Google's Open-Source Terminal AI Agent

Gemini CLI is Google's open-source terminal AI agent (Apache 2.0). ⚠️ Announced end-of-service on 2026/06/18 — official migration path is Antigravity CLI. Free accounts get 60 requests/minute and 1,000 requests/day; Skills, Hooks, and Subagents all carry over.

tech project

OpenCode: A Complete Guide to the Open-Source AI Terminal Coding Agent

OpenCode is an open-source AI coding agent built in Go (95K+ GitHub stars) with a built-in TUI, support for 75+ LLMs, LSP integration, Vim-style editing, and SQLite session management. Free, no subscription required — works with local or cloud models.

tech project

Pi Coding Agent: A Minimalist Open-Source Terminal Coding Harness

Pi is a minimalist coding agent built in TypeScript by Mario Zechner, featuring just 4 core tools (read, write, edit, bash) and a 300-word system prompt. It's extensible via Extensions, Skills, and Prompt Templates, runs on the Bun runtime, and ships with built-in Ollama support via `ollama launch pi`.

Claude Code Spinner Verbs: The Complete List of 185 Status Verbs Extracted from Source Code

When processing requests, Claude Code randomly displays one of 185 built-in verbs (like Thinking, Brewing, Clauding), then picks one of 8 completion verbs with elapsed time. You can customize these via spinnerVerbs in settings.json, using either replace or append mode. All data in this post is verified directly from cli.js source code.

Claude Code Permission Modes Explained: Five Modes from Default to Auto

Claude Code has five permission modes: default (confirm each step), acceptEdits (auto-accept edits), plan (read-only planning), auto (background AI classifier review), and bypassPermissions (YOLO, skip everything). Switch with Shift+Tab or configure via settings.json. Auto mode is the sweet spot — no step-by-step confirmations, but with safety guardrails.