Signal Identification
SkillMediaDesign efficient early signals to validate assumptions. Find the fastest way to learn if you're right.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Signal Identification skill
What this skill tells your AI
The instructions your AI receives, as published by itseffi/agentic-os in .agents/skills/signal-identification/SKILL.md and read by ahel’s review.
Design efficient early signals to validate product assumptions.
When to Use
When you have a prioritized assumption and need the fastest way to validate it.
The Quality Bar
A good signal is:
- Early: Obtainable at idea/prototype stage
- Cheap: Minimal cash/time
- Attributable: Directly reduces uncertainty
- Decisive: Has clear success/failure threshold
- Suitable: Appropriate for your context
Method Selection by Context
| Context | Good Methods | Avoid |
|---|---|---|
| Enterprise B2B | Design partner LOIs, security questionnaires, ROI calculators, reference checks | Smoke tests, consumer ad funnels |
| SMB SaaS | Discovery calls, lightweight trials, email tests, usage analytics | - |
| Consumer | Ad-driven intent, waitlist conversion, community polls, preorders | - |
| Regulated | Standards mapping, SME review, regulatory preflight | Collecting sensitive data |
| Feasibility | Engineering spikes, benchmarks, vendor evals | User-facing experiments |
The Process
1. Classify the Assumption
What lens? Desirability, Feasibility, Viability, or Usability?
2. Brainstorm Signals (5+)
For each, note:
- What would constitute positive evidence?
- How to obtain quickly?
- Why suitable for this context?
3. Select Best Signal
Document:
- Signal description
- Method (step-by-step)
- Participants/sample needed
- Timebox and cost
- Success threshold (quantified)
- Data captured
- Risks and mitigations
- What to do next if positive
Output
- Brainstorm list (5+ signals)
- Selected signal with full details
- Summary explaining choice
When Not to Use
Do not use this skill when the request is unrelated, low-stakes, or better handled by a simpler direct response.
Signals
- GitHub stars
- 112
- Forks
- 21
- Last commit
- Aug 2026
Advanced
- Catalog kind
- skill
- Gateway key
signal-identification- Source
- github.com/itseffi/agentic-os