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المستودعات و skills الممثلة

reversible-exposure-control
مطوّرو البرمجيات

Makes product or AI changes reversible before they are visible, and defines who sees the change, how much traffic, and how expansion will be controlled. Activate when triggered by CF-03 or CF-04 from the release-decision framework, or when user says "feature…

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evidence-analysis
متخصصو إدارة المشاريع

Evaluates collected data to determine if evidence is sufficient to decide, then frames the outcome as CONTINUE, PAUSE, ROLLBACK CANDIDATE, or INCONCLUSIVE. Activate when triggered by CF-06 or CF-07 from the release-decision framework, or when user says…

٥ مايو ٢٠٢٦
experiment-workspace
علماء البيانات

Creates and manages experiments as database-backed records — the unified replacement for an online A/B test dashboard. Activate when user is ready to start collecting data for a hypothesis, wants to set up an experiment, needs to pull or organize experiment…

٥ مايو ٢٠٢٦
featbit-release-decision
متخصصو إدارة المشاريع

FeatBit release decision philosophy and control framework. Activate when the user is anywhere in the loop from intent to implementation to feedback to next iteration and needs the right decision lens, not a fixed workflow. Triggers — "release decision", "what…

٥ مايو ٢٠٢٦
hypothesis-design
متخصصو إدارة المشاريع

Converts a clear business goal into a falsifiable hypothesis before implementation begins. Activate when triggered by CF-02 from the release-decision framework, or when a goal exists but there is no explicit causal claim linking a change to an expected…

٥ مايو ٢٠٢٦
intent-shaping
متخصصو إدارة المشاريع

Extracts the real business outcome when the user has a vague direction or jumps to tactics before the goal is clear. Activate when triggered by CF-01 from the release-decision framework, or when user says "I want to improve X", "we should add Y", "increase…

٥ مايو ٢٠٢٦
learning-capture
متخصصو إدارة المشاريع

Captures structured learnings at the end of an experiment or release cycle so the next iteration starts from evidence rather than memory. Activate when triggered by CF-08 from the release-decision framework, or when user says "what did we learn", "close this…

٥ مايو ٢٠٢٦
measurement-design
متخصصو إدارة المشاريع

Defines the primary success metric, guardrails, and event instrumentation for a hypothesis before exposure begins. Activate when triggered by CF-05 from the release-decision framework, or when user asks "how do I measure this", "what metrics should I use",…

٥ مايو ٢٠٢٦
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