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Skill v1.0.1

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sebastian-software/effective-agent/effective-product

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PublishedOctober 24, 2026 at 08:11 AM
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version: "1.0.1" name: effective-product description: >- Research customers and markets; decide product strategy, application concepts, scope, interaction models, prototypes, naming, pricing, and release readiness. Use also for Architecture Decision Records. Marketing execution belongs to effective-marketing; browser implementation to effective-web.


Effective Product

Choose the route for the research or product decision. Read only the relevant references; an existing brief can supply the context for a focused question.

Distinguish observations, participant accounts, commitments, and assumptions. Never invent research, demand, metrics, customer language, or willingness to pay. Prefer observed behavior and meaningful commitment to hypothetical intent. Use exact denominators and preserve evidence limits.

Recommend a direction with its tradeoffs and the uncertainty that could change it. When evidence is missing, offer a labeled hypothesis or a way to obtain it. Keep scope, evidence gathering, and next steps proportionate to the decision; not every request needs an evidence register or a research program.

Route by Intent

User intentRead
Explore an opportunity, run Jobs to be Done work, design a service pilot, or judge whether an artifact, claim set, or recommendation is ready to decide onDiscovery and Evidence Review
Develop a new application concept or examine an existing concept in depth before implementation planningApplication Concept
Set a product thesis, outcomes, differentiation, or operating model; work on marketplaces, network effects, cold starts, or liquidityStrategy and Operating Model
Choose initial scope, handle feature requests, build a roadmap, set a quality bar, or decide release readinessScope, Quality, and Shipping
Plan or synthesize behavioral research, frame a problem space, or map expectations and mental-model gapsDesign Research and Problem Framing
Model objects, actions, relationships, flows, and journeys; build information architecture, wireframes, or prototypesSolution Modeling and Prototyping
Design or review habit loops, triggers, rewards, investment, gamification, engagement, or retention mechanicsBehavioral and Retention Design
Design a research program, recruit participants, run interviews, surveys, or observation, mine reviews and communities, or size a marketCustomer and Market Research
Price a service engagement, or choose a value metric, pricing model, packages, entitlements, discounts, trials, or an existing-customer migrationPricing and Packaging
Generate, screen, and shortlist a product, feature, company, or initiative nameProduct and Feature Naming
Create, review, supersede, or audit an Architecture Decision RecordDecision Records

Routing Boundaries

  • effective-marketing: segment/category positioning, messaging, approved

claims and pricing communication, launches, sales, channels, and conversion experiments. Research fieldwork and product/pricing decisions stay here.

  • effective-web: browser specifications, implementation and verification,

reference capture, originality reviews, and web privacy/consent/disclosures.

  • effective-engineering: system architecture, data models, language-level

implementation, and focused non-frontend test design.

  • effective-delivery: repository lifecycle work, technical documentation,

engineering ownership, and team coordination.

  • effective-writing: editorial prose, locale typography, and team messages.

Do not substitute simulated participants for research or use deception and coercion as retention mechanics. Specialist statistical, legal, regulated research, tax, and industry decisions require appropriate expertise.

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