Read-only diagnosis — Start with narrow checks that change nothing, recording commands, exit codes, measured values, paths, service states and timestamps. Command output is evidence, and a single anomaly
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does not claim to replace Git, GitHub, CI/CD, dedicated security scanners, observability platforms, human codereview, or all testing infrastructure.
It can connect work that uses those systems into
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needs to work across multiple coding agents or hosts
- non-engineers need a clearer path from product intent to software work that can be reviewed and trusted
Technical controls such
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code, runs commands, and verifies the result.
The main value is cross-validated AI codereview. Instead of asking one model to write and self-review, The Pair separates planning
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breaking stable; instant rollback. AI behavior authored in markdown, git-versioned, PR-reviewed, approved (rules-as-code).
================================================================================
5 · DESIGN PRINCIPLES / MENTAL MODEL
================================================================================
- Agent-agnostic never lock to one IDE/model; adopt
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Staff) — Proactive business ops
2. Sage (Researcher) — Deep research with strong opinions
3. Lux (CodeReviewer) — Catches what linters miss
4. Nova (Writer) — Sharp writing, cuts fluff
5. Iris (Email
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search.
- **Workers**: Named agent personalities with system prompts. 9 templates (Chief of Staff, Researcher, CodeReviewer, Writer, Email Assistant, Tech Trend Analyst, Competitor Tracker, DevOps, Data Analyst) or create your
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estimates, not statistical-model outputs. All crypto trading-bot code is a research prototype requiring testnet validation and legal review before live use.
- Korea residents face foreign-stock capital-gains
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selling, inverse/leveraged products can converge to total loss. Crypto bot code is research prototype only — testnet validation and legal review required before live deployment. Investment and legal-risk responsibility rests
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machine holds the terminals (real tmux panes), the agents — Claude Code, Codex, Gemini CLI, OpenCode — their pull requests and reviews, the diffs they write, git and Docker, a browser they
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largely built by Claude Code and Codex collaborating through it — the very tool they were building together. Every PR written by one agent was reviewed by the other, with
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agent skills Zapier GTM teams use to turn scattered context into reviewable work products.
This repository helps coding agents understand and use GTM workflows with Zapier MCP and Zapier
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user's screenshot library
- `snip transcribe ` — extract text from an image via OCR
All review commands block until the user finishes and return JSON: `{ status, edited, path, text }`.
## Resources
- [README
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