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Tilak Parajuli

Kathmandu, Nepal | tilak.parajuli.58@gmail.com | LinkedIn | GitHub | Scholar

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AI/ML engineer and researcher working on evaluation reliability: I measure where automated judges fail and build the evaluation gates that decide what reaches a human. I also own production for a multi-service agent platform on AWS.

Publications

Neither Blinding Nor a Jury, Neither Capability Nor Strategy: What Brings a Verifier to Reliability

J. Kozman, A. Waddepalli, T. Parajuli · NeurIPS 2026 Workshop on Trust-AI-Eval (TAE) · Accepted; extended version under review at ICLR 2027 · PDF · OpenReview · Workshop listing, #452

Which Verifier Catches What? Mapping Error Severity to Verifier Strategy in Multi-Agent LLM Pipelines

T. Parajuli, J. Kozman, A. Waddepalli · SISTER 2026, selected as a top AI/ML project · Manuscript · Code and traces

Experience

Data Scientist / AI Engineer · Climate Clean Solutions & LowPropTax

Jan 2026 to present · California, USA / Kathmandu, Nepal (remote)

AI/ML Research Fellow · Fusemachines Nepal

Jun 2025 to Sep 2025 · Kathmandu, Nepal

RPA Developer · Quickfox Consulting

Feb 2025 to May 2025 · Kathmandu, Nepal

AI Research Intern · NAAMII

Jun 2024 to Sep 2024 · Kathmandu, Nepal

Details on the Work page.

Skills

Evaluation & Security
LLM-as-judge evaluation, AI safety, threat modeling, least-privilege IAM, secrets management, auth hardening, PHI handling
Cloud & Infrastructure
AWS (ECS Fargate, Lambda, API Gateway, SQS/SNS, S3, ECR, CloudWatch, IAM, Secrets Manager, SSM, PrivateLink, Route 53), Terraform, Docker, MongoDB Atlas, DuckDB, Parquet
CI/CD & Release
GitHub Actions (OIDC to AWS, matrix builds, per-service test baselines, release manifests, image promotion by digest), permission simulation before deploy
LLM Engineering
RAG (Pinecone, Qdrant), fine-tuning (LoRA/PEFT), multi-agent systems, DeepInfra, Anthropic API, LangGraph, per-request cost accounting, PyTorch
Backend & Data
Python, FastAPI, Pydantic, pytest, boto3, SQS consumers with idempotency, structured logging, PostgreSQL, Redis, SQL, Bash, TypeScript

Education

B.Sc. in Computer Science and Information Technology, 78/100, First Division with Distinction Bhaktapur Multiple Campus, Tribhuvan University · Dec 2019 to Oct 2024

Honors and Certifications

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