Final-year B.Tech CSE (AI/ML), GITAM University · Visakhapatnam, India

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I build tools that make AI/ML systems more reliable. Most AI demos are slick; most AI in production is messy — I like working in that gap, close enough to the real problem to build something that doesn't fall apart outside a notebook. Author of codehound, 15 PRs merged into major AI frameworks with a combined 300k+ stars.

Merged PRs   15  ·  9 orgs  ·  300k+ ⭐
Flagship     codehound (AST analyzer)
Bug classes  async-blocking, task GC,
             resource leaks, B006
Research     accepted @ IEEE ISED 2026
Stack        Python · Java · PyTorch · LLMs

An AST-based Python static analyzer — ~750 LOC, zero dependencies, CI on Python 3.9–3.12. It detects six real bug classes: event-loop-blocking calls inside async functions, fire-and-forget tasks that can be garbage-collected mid-run, mutable default arguments, unclosed file handles, and deprecated event-loop APIs. Several of the merged fixes below were surfaced by it.

Real bug fixes across widely-used AI/ML repositories. One change shipped in a HuggingFace production release; one came from a founder's invitation to contribute (Future AGI).

unsloth 69k⭐	Blocking time.sleep (up to 30s) freezing the async event loop in the model-export route — found by codehound. #6135 ·
pydantic-ai 18k⭐	Shared mutable-default deque in process_tool_calls leaking one run's result into the next — found by codehound. Merged same day. #6189 ·
prowler 14k⭐	Azure Flexible Server check reading log-retention from the wrong config key, with a regression test. Merged by a maintainer. #11761 ·
agno 41k⭐	Blocking time.sleep / requests.get in async, plus a file-handle leak in transcribe_audio. Discord-handler bug found by codehound. #8158 · #8186 · #8161 · #8138 ·
mem0 62k⭐	Mutable default arguments (B006) in Completions.create and BaseEmbedderConfig, with a regression test. #5302 ·
HuggingFace hub · accelerate · peft	Documented undocumented public-API parameters. The hub change shipped in release v1.17.0 — live on PyPI. hub #4289 · accelerate #4051 ·
marimo 22k⭐ · YC	Shipped a new public-API feature — a filter argument on mo.ui.file_browser(). #9667 ·
Weaviate · Xorbits vector DB · inference	Blocking time.sleep in async wait_for_weaviate — found by codehound, merged by a maintainer. Same bug class fixed at Xorbits. weaviate #2104 · xinference #5055 ·

_{15 PRs merged · 9 organizations · 300k+ combined stars — all reviewed and merged by core maintainers.}

Currently under review — beyond Python/AI, into new languages and domains:

Co-authored with Dr. Chandrakanta Mahanty (GITAM). (Full list on ResearchGate)

• Machine Learning-Based Student Performance Prediction: A Comparative Study Using Ensemble Methods and Explainable AI
  14th International Conference on Intelligent Systems and Embedded Design (ISED 2026), NIT Warangal · Publisher: IEEE
• Behavior-Driven Adaptive Learning Agents for Personalized Education — under review, IEEE
• HAPS: Hybrid AI Proctoring (dual-stream CNNs + YOLO) — preprint

PathForge AI placement-prep platform — RAG over FAISS with a skill-gap scoring layer	MarkMe Attendance — face recognition + GPS geo-fencing + rotating session keys
SoulSync Transformer-based emotion classification for mental-health support (SIH 2024)	PaperMind RAG arXiv explainer with streaming responses & D3.js knowledge graphs

_{Python · Java · PyTorch · TensorFlow · scikit-learn · OpenCV · LangChain · FastAPI · React/Node · PostgreSQL · Docker · Git}