Signal Identification

SkillMedia

Design 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.

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

ContextGood MethodsAvoid
Enterprise B2BDesign partner LOIs, security questionnaires, ROI calculators, reference checksSmoke tests, consumer ad funnels
SMB SaaSDiscovery calls, lightweight trials, email tests, usage analytics-
ConsumerAd-driven intent, waitlist conversion, community polls, preorders-
RegulatedStandards mapping, SME review, regulatory preflightCollecting sensitive data
FeasibilityEngineering spikes, benchmarks, vendor evalsUser-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