autonomous

Automate end-to-end project execution with planning, coding, testing, and documentation.

2|Updated Apr 30, 2026

Search Tags:#workflow #safety #checkpoints #execution #autonomous #code-generation #project-management

Ready to run

npx skills add https://github.com/ialameh/sift-coder --skill autonomous-ialameh

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: autonomous
Source: https://github.com/ialameh/sift-coder/tree/main/skills/autonomous
Command: npx skills add https://github.com/ialameh/sift-coder --skill autonomous-ialameh

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automates end-to-end project execution by planning, coding, testing, and documenting with no human input, enabling teams to hand off complex tasks to an AI-driven workflow.

Core Features & Use Cases

Asks all permission questions upfront and generates a provisioned manifest to govern execution.
Executes through all project phases (planning, coding, quality assurance, documentation) with checkpoints for review.
Produces detailed execution logs and a reproducible report for post-mortem analysis and auditing.
Ideal for fully specified projects where unattended execution is acceptable, including long-running software pipelines and Salesforce-related workflows.

Quick Start

Provide a project specification file and run /siftcoder:autonomous <spec-file> to start an autonomous run.

Frequently Asked Questions about autonomous

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I automate end-to-end project execution without human input?▼

Autonomous project execution is achieved by providing a specification file to generate a provisioned manifest, which then drives planning, coding, testing, and documenting through checkpoints with no human input required.

What are the safety boundaries for unattended code generation workflows?▼

Unattended code generation workflows enforce strict safety boundaries through upfront permission modeling and a provisioned manifest, ensuring execution remains governed and logged for review throughout all project phases.

Can I use automated project management for long-running Salesforce tasks?▼

Yes, automated project management is ideal for long-running Salesforce tasks, executing fully specified workflows unattended while generating detailed execution logs and reproducible reports for auditing.

How do checkpoints work during autonomous software execution?▼

Checkpoints during autonomous software execution act as automated quality gates between project phases, pausing progress for strict safety boundary reviews before proceeding to the next coding or testing stage.

Do I need a fully specified project manifest to start an autonomous run?▼

Yes, an autonomous run requires a fully specified project and upfront permission answers to generate a provisioned manifest, ensuring the workflow can operate safely without further human input.

What is the best way to review logs from an automated coding pipeline?▼

Reviewing logs from an automated coding pipeline involves examining the detailed execution logs and reproducible reports generated post-completion, providing post-mortem analysis and auditing for the unattended run.