94% health
Backend Review Lab
Service design, APIs, debugging, and production tradeoffs.
Show one design decision you reversed after seeing production behavior.128 membersCommunity
Profiles that show how people work, not only where they worked.
CGE community profiles combine capability evidence, goals, boundaries, contribution, and consent so matching starts from a more human and more accurate picture.
Profiles4
Circles3
Trust91%
Safety, contribution quality, active moderation, and profile consent review are tracked as product signals.
Circles
Capability circles turn contribution into optional evidence.
91% health
AI Builders Review
LLM workflows, evaluation, product safety, and implementation realism.
Share a failure case your evaluation set caught before release.96 members89% health
Code Review Guild
Review quality, rubrics, fair feedback, and cognitive engineering roles.
Rewrite one vague review comment into a specific, actionable note.74 membersPeople
Professional profiles keep capability, context, and consent together.
Ana Martins
Backend Engineer - Sao Paulo, BR
Ana prefers ownership-heavy teams where she can debug production issues, review service boundaries, and mentor calmly.
Open in 30 daysRemote or hybridRecruiter search
Service DesignDebuggingAPI ReviewTechnical Communication
Maya Okafor
AI Implementation Engineer - Austin, US
Maya likes small product teams where AI work is measured by reliable user outcomes, not model hype.
Open nowRemoteRecruiter search
LLM Application DesignEvaluationIntegration DebuggingProduct Judgment
Rafael Nunes
Frontend Product Engineer - Curitiba, BR
Rafael is strongest where product complexity needs clear interfaces, careful state, and accessible interaction.
SelectiveRemoteCommunity
UI ArchitectureProduct JudgmentTechnical CommunicationDebugging
Linh Tran
Code Evaluation Specialist - Toronto, CA
Linh prefers cognitive evaluation roles where accuracy, consistency, and feedback quality matter more than stack volume.
Open nowRemoteRecruiter search
Code ReviewEvaluationDebuggingFeedback Writing
Safety first
A community cannot be trusted if people cannot control their data.
Consent gates search
Recruiter search is opt-in and separate from community visibility.
People can contest
Profile correction and automated-review requests are part of the product surface.
Contribution is optional evidence
Community work becomes recruiter evidence only when the professional allows it.