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Benchmarks & Guides

Real data on AI coding CLIs — model comparisons, delegation strategies, and practical guides for developer teams.

103 MCP Tools: How AI Agents Self-Serve Project Context
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103 MCP Tools: How AI Agents Self-Serve Project Context

MCP tools let agents query your project graph, read manifests, search experience data, and delegate tasks — without reading raw files. Here's the full catalog.

April 28, 2026·Read article
Delegation Policy: Route Tasks to the Right AI Agent Automatically
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Delegation Policy: Route Tasks to the Right AI Agent Automatically

Not every task needs Opus. Not every review needs Claude. 0dai's delegation policy routes tasks by complexity, cost, and agent strength.

April 24, 20266 min read
How 0dai Detects Your Stack in 2 Seconds
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How 0dai Detects Your Stack in 2 Seconds

Next.js, FastAPI, Go, Flutter — 0dai identifies your stack from file patterns and generates appropriate agent configs. Here's the detection algorithm.

April 21, 20264 min read
Session Roaming: How to Continue Work Across AI Agents
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Session Roaming: How to Continue Work Across AI Agents

Start architecture in Claude Code, continue implementation in Codex, review in Gemini — without re-explaining context. Here's how 0dai session roaming works.

April 18, 20265 min read
Designing Telegram Topics per Project: A Practical Operator Pattern for AI Workflows
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Designing Telegram Topics per Project: A Practical Operator Pattern for AI Workflows

How to move from a single Telegram chat to per-project topic routing without losing operator control. Includes a delivery model for uploads, alerts, and project-specific commands.

April 18, 20268 min read
Why Your AI Agents Need Shared Context
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Why Your AI Agents Need Shared Context

You use Claude Code for architecture, Codex for scaffolding, Gemini for review. Each starts from zero every session. Here's how shared context changes everything.

April 14, 20265 min read
Claude Code vs Codex vs Gemini: Config Files Compared
claude-codecodex

Claude Code vs Codex vs Gemini: Config Files Compared

CLAUDE.md, AGENTS.md, opencode.json, .gemini/settings.json — same rules, four formats. Here's exactly how they differ and how to unify them with one command.

April 14, 20266 min read
Project Authorization in 0dai: What Activation, Project Bind, and Heartbeats Actually Do
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Project Authorization in 0dai: What Activation, Project Bind, and Heartbeats Actually Do

A practical operator guide to the three concepts users mix up most often: account auth, project authorization, and repository health. Learn what each surface is for and how to debug broken bindings quickly.

April 11, 20267 min read
Why Teams Skip `0dai init` — and the Product Patterns That Get Them Over the Line
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Why Teams Skip `0dai init` — and the Product Patterns That Get Them Over the Line

Telling developers to run one more setup command is not enough. Here's how to position `0dai init`, what to show in the dashboard, and which activation signals actually move first-project conversion.

April 9, 20268 min read
0dai Setup Checklist: Auth, Bind, Init, and the First Project Health Signal
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0dai Setup Checklist: Auth, Bind, Init, and the First Project Health Signal

The most common 0dai setup failure is not technical — it's doing the right steps in the wrong order. This checklist turns sign-in, activation, project bind, init, and dashboard verification into a five-minute flow.

April 7, 20267 min read
Securing Your AI Agent Configs: How to Audit CLAUDE.md and ai/ for Leaked Secrets
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Securing Your AI Agent Configs: How to Audit CLAUDE.md and ai/ for Leaked Secrets

AI config files are a new attack surface most teams ignore. 18% of public repos with AI agent configs have a leaked key. Here's how to audit and harden your setup with 0dai audit.

April 5, 20266 min read
OpenCode Go Models Benchmark 2026: Mimo, Kimi K2.5, MiniMax, GLM-5 Compared
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OpenCode Go Models Benchmark 2026: Mimo, Kimi K2.5, MiniMax, GLM-5 Compared

We ran every opencode-go subscription model on identical coding tasks and measured response time, code quality, and output structure. Mimo v2 Omni came out on top.

April 4, 20266 min read
Claude Code vs Codex vs OpenCode: Which AI CLI Should You Use in 2026?
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Claude Code vs Codex vs OpenCode: Which AI CLI Should You Use in 2026?

A practical comparison of the three leading AI coding CLI tools — architecture, cost, speed, and when to reach for each one. With a delegation strategy that uses all three.

April 3, 20268 min read
One Config for 6 AI Agents: How to Stop Duplicating Claude, Codex, and Gemini Configs
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One Config for 6 AI Agents: How to Stop Duplicating Claude, Codex, and Gemini Configs

Most teams configure each AI agent CLI separately, creating drift and inconsistency. Here's how to use a single ai/ directory as the source of truth for all 6 tools.

April 1, 20267 min read