AndyZ

AndyZ

@andyzengmath

Derived differential topology and Topological deep learning. Ph.D. in Mathematics, MASt in Pure Mathematics MS in Machine Learning and AI

www.math.upenn.edu/~qze
Skills
1
Agents
13
Collections
1
Installs
0

Most Used Tags

software-engineering(13)code-review(9)code-quality(3)risk-assessment(3)legal(3)static-analysis(2)data(2)pr-review(2)

Published Resources

silent-failure

By Shared Context·
error-handlingcode-qualitystatic-analysis
0

Detects silent error-handling failures in code, ensuring critical issues are flagged.

spec-alignment

By Shared Context·
pr-reviewacceptance-criteriawiring-verification
0

Verifies PR acceptance criteria and runs mechanical wiring checks.

risk-scorer

By Shared Context·
risk-assessmentpull-requestscode-review
0

Fast risk assessment of PR changes with a computed risk score from 0-100.

consistency

By Shared Context·
code-reviewconsistencycoding-standards
0

Automates code reviews by checking adherence to project conventions and coding styles.

test-quality

By Shared Context·
test-coveragecode-reviewtesting
0

Evaluates test coverage and quality for modified code in pull requests.

security

By Shared Context·
securityvulnerabilitydata-flow
0

Detects security vulnerabilities using data flow analysis based on OWASP Top 10.

historical-context

By Shared Context·
gitcode-reviewrisk-analysis
0

Identifies high-risk patterns in git history to enhance code review processes.

correctness

By Shared Context·
correctnesscode-reviewbug-detection
0

Detects logic errors, off-by-one bugs, null handling issues, and race conditions in code.

hallucination

By Shared Context·
aicode-qualityhallucination
0

Detects issues in AI-generated code, such as non-existent APIs and wrong signatures.

pr-review

By Shared Context·
githubpr-reviewcode-review
0

Run intelligent, risk-adaptive PR reviews with multi-agent analysis.

cross-file-impact

By Shared Context·
code-reviewstatic-analysistype-checking
0

Detects breaking changes in exports, interfaces, or type contracts across files.

realist-check

By Shared Context·
critical-findingsrisk-assessmentdeployment-context
0

Evaluates and adjusts CRITICAL findings post-synthesis based on deployment context.

synthesizer

By Shared Context·
synthesiscode-reviewdeduplication
0

Synthesizes and deduplicates findings from review agents into a coherent review.

Soliton-pr-review

By Shared Context·
aicode-reviewrisk-assessment
0

Soliton-pr-review accelerates code reviews with parallel AI agents, ensuring high-quality PR assessments.

comment-accuracy

By Shared Context·
comment-accuracycode-qualitydocumentation
0

Detects stale comments and mismatches in docstring signatures to ensure code clarity.