Read real signals
Languages, topics, recency, and project context become evidence—not vanity metrics.
Evidence-first learning
Grow from what
you’ve already built.
Git --Profile Print reads the work in your GitHub—not a self-reported quiz—and turns it into a focused learning sprint with proof at every step.
No login requiredPublic repos onlyBuilt with GPT-5.6
A living map of your work
portfolioevidence
Strongest signalProduct UI
Next unlockEvaluation
18public repositories
6active languages
31skill evidence links
7recent projects
01
From repositories to direction
Learning advice that
shows its work.
Find the leverage
GPT-5.6 connects strengths and gaps to the projects where new skills will matter most.
Ship visible growth
Every sprint ends with a commit, test, benchmark, or demo others can actually inspect.
AR
Example profile
Alex Rivera
@alex-rivera Synthesized by GPT-5.6
02
Your growth thesis
Strong builder. Your next unlock is proving reliability.
Your repositories show consistent full-stack delivery and early agent work. The highest-leverage move is to add evaluation, observability, and deployment evidence to projects you already care about.
01Agent evaluation02Production observability03Failure-driven testing
Evidence mapHover nodes for sources
portfolioevidence
Learner in the loopAI recommends.
AI recommends.
You decide.
Keep the plan honest by choosing the capability you care about and the real project where you want to prove it.
Your contractBuild agent evaluation into research-loopSuccess must be visible in the repository.
03
Four-week proof sprint
0% proof complete
Don’t collect tutorials.
Compound your work.
Outcome
Turn research-loop into a measurable agent, not a vibes-based demo.
↳ Upgrade: research-loopShip these artifacts
Proof condition
Commit the dataset and publish a baseline score.
Living progressProof makes the plan grow.
0 of 12 artifacts recorded
Move from plan to action
Take the sprint with you.
Export a mentor-ready learning contract or start a bounded, evidence-first Codex session in the repository you chose.
No account required · Progress stays in this browser04
Evidence ledger
No mystery score.
Inspect the receipts.
Product UIsignal-studioTypeScript + Next.jsView source ↗Product UItrip-canvasReact interfaceView source ↗Backend APIssignal-studioFastAPI serviceView source ↗Backend APIsqueue-kitPython workersView source ↗AI Agentsresearch-loopTool-using agentView source ↗AI Agentsdoc-compassRAG pipelineView source ↗