Actions
- own service design
- review API changes
- debug production issues
- evaluate tradeoffs
- communicate with stakeholders
Find Professionals
Add the role. Rank the people who can actually do the work.
This sprint foundation demonstrates the portal matching workflow with consented sample profiles. Production ranking must be server-side and CGE-backed.
Role lanes4
SearchOpt-in
RankingCGE
Action-first decomposition, source-aware evidence, consent gates, and bounded gaps shape every rank.
Role understanding
Senior Backend Engineer
Own Python service design, review API changes, debug production issues, evaluate tradeoffs, and communicate clearly with product and client stakeholders.
Direct
- Service Design
- API Review
- Debugging
- Technical Communication
- Data Modeling
Transfer
- Django to FastAPI Transfer
- Incident Triage
- Backend API Transfer
Adjacent
- Python
- FastAPI
- PostgreSQL
- Docker
Ranked matches
Senior Backend Engineer
#181%match
Ana Martins
Backend Engineer - Sao Paulo, BR - Open in 30 days
Turns payment and workflow ambiguity into reliable Python services.
Direct84%
Transfer70%
Evidence77%
Preference88%
Gap1%
Why this rank
- Service Design: Repository structure shows payment service boundaries, API contracts, and migration notes.
- API Review: Resume describes recurring ownership of API review and release coordination.
- Debugging: Issue notes and tests show production-style failure isolation.
Validate before outreach
- No major direct gap in the consented evidence. Validate recency and team context.
Recruiter searchConsent reviewed 2026-04-18Remote or hybrid
#262%match
Maya Okafor
AI Implementation Engineer - Austin, US - Open now
Builds LLM product workflows with evaluation loops and practical safeguards.
Direct56%
Transfer58%
Evidence75%
Preference94%
Gap20%
Why this rank
- Technical Communication: Public writing explains implementation constraints in plain language.
- Backend API Transfer: transfer evidence is 72% with GitHub support.
- AI Builders Review: Maintains evaluation prompts and failure-analysis templates.
Validate before outreach
- Service Design needs interview validation or ramp planning.
- API Review needs interview validation or ramp planning.
- Debugging needs interview validation or ramp planning.
Recruiter searchConsent reviewed 2026-04-25Remote
#360%match
Linh Tran
Code Evaluation Specialist - Toronto, CA - Open now
Evaluates code, explains failure modes, and writes high-quality technical feedback.
Direct53%
Transfer52%
Evidence75%
Preference94%
Gap23%
Why this rank
- Debugging: Public exercises show bug isolation and failing-test design.
- Code Review Guild: Moderates rubric calibration sessions.
Validate before outreach
- Service Design needs interview validation or ramp planning.
- Technical Communication needs interview validation or ramp planning.
- Data Modeling needs interview validation or ramp planning.
Recruiter searchConsent reviewed 2026-04-27Remote