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shlokgilda/README.md
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Typing intro

Website LinkedIn Google Scholar CV Email


$ whoami

Research Scientist @ Meta Β· Ph.D. in Computer Science, University of Florida (2026) NLP Γ— Cybersecurity Β· Open-Source Supply Chain Security Β· Trustworthy AI Evaluation

At Meta, I own decision quality and observability for an ML agent that verifies advertiser identity at scale. That means building the evaluation harness behind it: precision/recall regression tests against human-labeled ground truth, and production dashboards tracking error rates and business impact.

Before that, my Ph.D. asked a question that sounds soft but turned out to matter: does the way developers talk to each other change how secure their software is? (Short answer: yes.)


$ cat now.txt

+ Research Scientist @ Meta: evaluation & observability for ML verification agents
+ PC member, USENIX Security 2027
+ Reviewer, ACL Rolling Review
+ Under review @ ICSE 2027: two papers on dependency-vulnerability remediation in npm
+ Under review @ ARR: OSS-Stance, a stance-detection benchmark for OSS discussions

$ cat research.log

Dissertation: How Communication Dynamics Shape Vulnerability Management in Open-Source Software. Advised by Dr. Bonnie Dorr.

πŸ” FORCE Framework for Open-source Risk and Community Evaluation: correlates how vulnerabilities evolve over time with community signals (sentiment, toxicity, stance, outrage)
🧠 CBPE Cyber Behavior Pattern Extractor: a neuro-symbolic framework that makes LLMs more factually reliable on Cyber Threat Intelligence and builds temporally-aware knowledge graphs (IARPA-funded)
πŸ“¦ Supply chain Measuring whether npm vulnerability fixes actually stick, and bounding false CVE-to-dependency attributions without an oracle
πŸ’¬ Online harms Detecting subtle toxicity and studying how people engage with misinformation
publications  β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆ  14 peer-reviewed papers
patents       β–ˆβ–ˆ              1 US patent  +  1 provisional

πŸ“š Full list on Google Scholar and on my website.


$ git log --oneline career

* 2026-06  (HEAD -> main)  Research Scientist        @ Meta
* 2021-01                  Graduate Research Asst.   @ University of Florida  [Ph.D. '26, M.Sc. '22]
|\
| * 2024-01                AI Resident               @ SandboxAQ
| * 2023-06                Research Intern           @ Accenture Security Labs
|/
* 2018-06                  Software Engineer         @ Ost β†’ Pepo β†’ Moxie
* 2017-06                  Research Intern           @ IBM India Software Labs
* 2014     (tag: v0.1)     B.E. Computer Engineering @ University of Pune
expand commit messages
  • Meta: decision quality, observability, and evaluation for an advertiser-verification ML agent
  • SandboxAQ: ML pipeline classifying cryptographic strength across 8 algorithms on 300K+ encrypted files (0.79 AUC)
  • Accenture Security Labs: analyzed 100K+ commits across 20 OSS repos to find malicious developer patterns
  • Ost β†’ Pepo β†’ Moxie: one founding team, three pivots; Ethereum token platform API at 500+ tx/s, feed ranking (+35% engagement), real-time video and chat
  • IBM India Software Labs: Hyperledger Fabric IAM with zero-knowledge authentication; co-authored a US patent on identity attribute trust scoring

$ ls -lh skills/

drwxr-xr-x  languages/      Python  JavaScript  Node.js  C/C++  SQL
drwxr-xr-x  ml/             PyTorch  TensorFlow  scikit-learn  spaCy  LLM evaluation
drwxr-xr-x  data/           MySQL  DynamoDB  Neo4j  Cassandra
drwxr-xr-x  research/       NLP  Knowledge Graphs  Neuro-symbolic AI  OSS Security

$ grep -ri "award\|talk" ~/cv

  • πŸ† Best Paper Award, SocialSec 2023
  • 🎀 Predicting OSS Vulnerabilities Through Communication Analysis, OpenSSF Community Day NA 2025
  • 🎟️ Travel Grant, Linux Foundation Open Source Summit 2025
  • πŸŽ“ Student Conferenceship, ACSAC 2022 Β· Student Travel Grant, IEEE S&P 2021 Β· Student Grant, USENIX Enigma 2021

> status: shipping evals @ Meta
> location: Menlo Park, CA
> fun_fact: I studied toxic online behavior for my Ph.D., but I promise I'm nice IRL

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  1. augur augur Public

    Forked from augurlabs/augur

    Python library and web service for Open Source Software Health and Sustainability metrics & data collection. You can find our documentation and new contributor information easily here: https://oss-…

    Python