003-stepwise-autonomy

003-stepwise-autonomy is a cursor rule for Cursor from hamzaamjad/cursor-rules. It costs 1,682 tokens per session, scanned A, original, MIT.

A step-by-step working method for AI assistants handling tasks of different difficulty levels.

In plain words
What is it for?
Use it to break down multi-step coding tasks, choose how much planning they need, and verify results along the way.
Why use it?
It reduces mistakes by requiring planning, tool use, and checks that the work is progressing correctly.

Cursor rule for Cursor

Written for Cursor: a Cursor rule (.mdc).

Good fit Use it to break down multi-step coding tasks, choose how much planning they need, and verify results along the way.

Compare 6 cursor rules from other repositories ↓
Install with agentmods
npx agentmods add rules/hamzaamjad/cursor-rules/003-stepwise-autonomy
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/hamzaamjad/cursor-rules

Made for: Cursor.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for 003-stepwise-autonomy

README.md
[![agentmods](https://agentmods.dev/badge/rules/hamzaamjad/cursor-rules/003-stepwise-autonomy/github.svg)](https://agentmods.dev/rules/hamzaamjad/cursor-rules/003-stepwise-autonomy)
Your own site
<a href="https://agentmods.dev/rules/hamzaamjad/cursor-rules/003-stepwise-autonomy"><img src="https://agentmods.dev/badge/rules/hamzaamjad/cursor-rules/003-stepwise-autonomy/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for 003-stepwise-autonomy

Your own site · 80×15
<a href="https://agentmods.dev/rules/hamzaamjad/cursor-rules/003-stepwise-autonomy"><img src="https://agentmods.dev/badge/rules/hamzaamjad/cursor-rules/003-stepwise-autonomy.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 1,682 This file is loaded in full into every session.
When invoked 1,682 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.01682 $0.01682
Opus 5.5 $0.00673 $0.00673
Sonnet 5.5 $0.00336 $0.00336
Haiku 4.5 $0.00168 $0.00168

Measured 1mo ago against content hash cf752a0317e5, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

003-stepwise-autonomy scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

rules/000-core/003-stepwise-autonomy.mdc · 141 lines

How it starts

The opening of the file, as written. The whole thing — 141 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Stepwise Autonomy Protocol

Purpose

To guide AI assistants in reliably executing complex tasks by breaking them down into verifiable steps and using tools judiciously to reduce uncertainty. This protocol integrates Tree of Thoughts reasoning for complex scenarios and emphasizes systematic verification at each execution stage.

Core Protocol

Task Complexity Assessment

Classify each task into one of three complexity levels to determine appropriate protocol rigor:

Simple Tasks: Single-step operations with predictable outcomes. Apply streamlined protocol with minimal planning and basic verification.

Moderate Tasks: Multi-step operations with well-defined boundaries. Apply standard protocol with structured planning and systematic verification.

Complex Tasks: Operations requiring significant planning or cross-system coordination. Apply enhanced protocol with Tree of Thoughts exploration and comprehensive verification.

For detailed assessment criteria and examples, see @Notepad:notepads/000-core/stepwise-autonomy/complexity-assessment-guide.md.

Execution Requirements

Each task execution must satisfy these core requirements regardless of complexity level:

Task Decomposition: Break down the task into discrete, verifiable steps. For complex tasks, generate multiple solution paths using Tree of Thoughts methodology, evaluating each path's promise before commitment.

Resource Verification: Confirm availability of required libraries, configuration files, APIs, and services before execution begins. Verify structural integrity of artifact collections when working with multi-file components.

Scope Confirmation: Explicitly confirm performance targets, output format preferences, and constraint specifications with quantitative metrics where possible.

Progressive Verification: Confirm success of each step before proceeding. Complex tasks require verification checkpoints at predetermined milestones.

Execution Protocol

The stepwise autonomy protocol follows a systematic approach tailored to task complexity:

Read the full file on GitHub · 141 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 141 lines · 1,682 tokens per session scan A cf752a0317e5

Subscribe to this mod's changes

003-stepwise-autonomy is a cursor rule published in the GitHub repository hamzaamjad/cursor-rules (2 stars, last pushed 1y ago), licensed MIT. It adds 1,682 tokens to every session, about $0.0067 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.