PANI

Ishaan Goswami

Public-work score

26/50

Cross-checks resume claims against public GitHub work. Higher scores mean stronger corroborating evidence.

Technical Depth
6/10
Experience Authenticity
8/10
Public Contribution
2/10
Claim Consistency
3/10
Domain Fit
7/10

Demonstrated capabilities

LLM App Dev80% confidence

Resume claims 'AI-driven research planning feature', 'LLM-generated roadmaps', 'Multi-Provider LLM Orchestration Platform (Cortex)', and 'LLM regression eval'. GitHub shows pinned repos 'cortex' (JavaScript) and 'f1-regulations-rag-system' (Python).

RAG Pipelines70% confidence

Resume mentions 'f1-regulations-rag-system' which is a pinned Python repository on GitHub.

Evals Harness80% confidence

Resume explicitly claims 'CI-gated LLM regression eval: 50 versioned test cases failing builds on >5pp pass-rate drop per operation type' for the 'Cortex' project.

CI CD60% confidence

Resume claims 'GitOps CI/CD pipeline (GitHub Actions, Docker Hub, Argo CD with auto-sync and self-heal)' for the 'Cortex' project.

Platform Engineering60% confidence

Claims of 'microservices-based platform', 'Kubernetes', 'Argo CD', and 'GitOps CI/CD pipeline' for 'Cortex', along with a 'cortex-infra' GitHub repo.

Mlops70% confidence

Resume claims 'CI-gated LLM regression eval: 50 versioned test cases failing builds on >5pp pass-rate drop per operation type' for Cortex, indicating MLOps practices.

Streaming Data60% confidence

Resume describes the 'Cortex' worker tier as 'consuming tasks via Redis BRPOP (exactly-once delivery)', indicating experience with message queuing patterns.

GitHub activity

Verified stack

TypeScriptJupyter NotebookVuePythonJavaScriptCSS

Key evidence

  • GitHub account age is 2.4 years with 189 commits across 16 public repositories.
  • Pinned repositories include 'cortex' (JavaScript), 'pitlane-live' (Vue), 'f1-regulations-rag-system' (Python), and 'F1-pitstop-predictor' (Jupyter Notebook), aligning with claimed projects and interests.
  • GitHub's primary stack includes TypeScript (29.9%), Vue (14.7%), Python (14.3%), and JavaScript (13.5%), supporting claimed language proficiency.
  • The presence of 'cortex-infra' as a pinned repo suggests an interest in infrastructure/DevOps related to the claimed 'Cortex' project.

Scored 26 Jul 2026