Works with the AI tools you already use
Signal-to-Spec Translator
by Al1as
Transform vague feedback and messy signals into rigorous, execution-ready technical specifications.
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See it in action
You say
Users are saying the onboarding flow feels 'clunky' and some are dropping off at the credit card screen. We should probably add Apple Pay or maybe just simplify the labels.
Your agent does
TRANSLATED SPEC
- Objective: Reduce friction in the payment step of onboarding.
- Target Actor: New trial users.
- In-Scope: Payment method expansion (Apple Pay), Label audit.
- Success Criteria: 15% increase in conversion from 'Billing' to 'Success' page.
- Build-Readiness: Partially Ready.
What you get
About this skill
What it does
The Signal-to-Spec Translator is a high-discipline framework designed to bridge the gap between messy, real-world inputs and execution-grade technical specifications. It takes vague requests, fragmented feedback, and "signal clouds"—like 'users are confused' or 'we need an AI feature'—and systematically decomposes them into structured, buildable artifacts.
Why use this skill
Most development waste happens before a single line of code is written, caused by building from unprocessed signals. This skill moves beyond simple paraphrasing; it identifies raw signal types, surfaces hidden assumptions, separates observation from interpretation, and maps specification gaps. It prevents "premature solutioning" by highlighting what is not yet ready for implementation.
What the output looks like
Rather than a simple summary, you receive a professional intermediary artifact. This includes a Signal Field analysis, a Decomposition of signal units with confidence levels, an Assumption Load audit, and finally, a Translated Spec featuring objectives, constraints, and success criteria. It concludes with a Build-Readiness Check and a warning on what not to build yet.
Supported Workflows
- Product Requirement Documents (PRDs)
- AI Behavior & Agent Specifications
- Automation & Internal Tool Briefs
- Experiment Design & Evaluation Rubrics
How to install
Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.
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Creator
40 skills on Agensi
I create premium niche AI agent skills and prompts on PromptBase, where I’ve been actively building since 2022, focused on high-value systems that turn complex workflows into clear, practical, and reusable outputs.
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