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Godfrey Carnegie

Evidence map for hiring conversations

Role Fit Explorer

No data is sent to a server or model. This is a heuristic evidence map, not a hiring recommendation.

How to use this

  1. 1. Paste the job description or recruiter brief.
  2. 2. Review the auto-filled priority needs and adjust them if needed.
  3. 3. Use the matched projects, evidence, and verification points as a focused interview guide.
Sample JDs
Adjust detected priorities
Refine the requirements used to build the evidence map.
AI-native SDLC Governed AI delivery
Multi-agent systems Agent orchestration
Engineering leadership Teams and delivery
Governance Controls and approval
Context engineering Context and evals
Delivery intelligence DORA, SPACE, flow
Platform engineering Platforms and CI/CD
Developer experience Lower-friction teams

Concrete needs detected from CV and portfolio evidence

Evidence map

What the role appears to need

Strongest areas of match

How this map works

The page detects role priorities from the brief, maps them to relevant projects and evidence, and highlights gaps to qualify in conversation. It does not make an objective hiring decision.