sinc-LLMCapabilities
- Layers for intent, assumptions, knowledge gaps and constraints
- Edge-case and validation questions
- Structured prompt output
Public project · Python · prompt compiler
Question Engine
Turn a rough request into a more explicit brief.
A layered prompt compiler that explores intent, assumptions, gaps, constraints and validation before synthesis.
Review repository terms
Software use follows the repository’s terms. Installation, integration and model usage are separate considerations.
- Raw request
- Linked questions
- Structured brief
A guide to how the project is used. Read its requirements and limits before installation.
Your starting point
A short request with missing assumptions and requirements.
A model may silently fill missing context with guesses.
The capability to add
A structured execution brief that makes those decisions visible.
Sequential question layers build on earlier answers and synthesize a structured prompt; more complex tasks can use parallel chains.
What’s in the project
A tool you can inspect.
Requirements
- Python and the project’s documented model configuration
- Inputs and review for the generated assumptions and requirements
Important limits
- Generated assumptions and specifications still require review.
- Repository metadata does not identify a standard license; review the project’s terms before reuse.
A useful fit
Consider this when…
Developers preparing underspecified tasks for an agent or an implementation team.
A different starting point
Choose another approach when…
Work requiring automatic validation of all generated facts or requirements.
Inspect the implementation
Public source, with a specific scope.
The repository and the files below show the implementation available to inspect. They do not establish results for your workflow.
Reviewed source snapshot: 73abe943ce26.
Compatibility and behavior must be checked in your environment. No customer-result or quality-improvement guarantee is implied.
Code and implementation help
Choose the help you need.
Software. Review repository terms. Read the repository’s terms and installation guide.
Setup and integration. Bring your current tools, a workflow and your desired result. Scope, fees, delivery and support are confirmed before work starts.
Operating costs. Existing CLI subscriptions, model-provider usage and hosting may apply depending on the tool and your configuration.
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