awrshift

Skill Awrshift — AI skill for Claude Code

AI community

Adaptive decision framework for AI agents.

How to install Skill Awrshift

This entry records only its repository, not the path inside it, so there is no exact command to give. Open awrshift/skill-awrshift and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Skill Awrshift does

Adaptive decision framework for AI agents. One dynamic flow, user checkpoints at every phase, sandbox-safe experiments.

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README

![Claude Code](https://img.shields.io/badge/Claude%20Code-D97757?style=for-the-badge&logo=claude&logoColor=white) ![Codex CLI](https://img.shields.io/badge/Codex%20CLI-000000?style=for-the-badge&logo=openai&logoColor=white) ![Gemini CLI](https://img.shields.io/badge/Gemini%20CLI-4285F4?style=for-the-badge&logo=google&logoColor=white) ![License MIT](https://img.shields.io/badge/License-MIT-yellow.svg?style=for-the-badge)

AWRSHIFT v2

**Adaptive decision framework for AI agents. User checkpoints at every phase.**

*Works with any AI coding assistant that supports [Agent Skills](https://agentskills.io)*


Why

AI agents jump to implementation. Most failures come from building the wrong thing. AWRSHIFT makes your agent research, define metrics, factcheck, and test in a sandbox — all before touching your main project. One dynamic flow adapts to any task complexity.

AWRSHIFT v2 Flow

What's New in v2

v1.0 v2.0
3 modes (Quick/Standard/Scientific) 1 dynamic flow — scope adapts per phase
Text-based questions AskUserQuestion — structured A/B/C/D choices at every checkpoint
No metrics phase EVALUATE-DESIGN — mandatory success criteria before planning
Factcheck only in Scientific FACTCHECK — mandatory for all scopes
No sandbox rules 10 safety rules — experiment sandbox is isolated from main project
No implementation gate Double gate — DECIDE(GO) + file-by-file preview before touching main project

How It Works

One flow. User controls depth.

IDENTIFY → RESEARCH → EVALUATE-DESIGN → HYPOTHESIZE → PLAN → FACTCHECK → TEST → DECIDE → [IMPLEMENT]

At **every phase transition**, the agent:

  1. Tells you what was done
  2. Explains what happens next
  3. Asks you to choose (A/B/C/D or your own direction)

You're always in control. The agent never proceeds silently.