manav agarwal_

applied LLM mechanic_

i dissect, tweak and fine-tune language models, from architecture to inference. strong math base, faster execution.

"winners don't make excuses when the other side plays the game"

selected projects

lamport_

CLI coding agent for solana programs. writes anchor, builds, debugs-fully autonomous.

simplemem_

long-term memory architecture for LLM agents. achieved 67% SBERT similarity, 49% ROUGE-L, 48% F1 on 199 QA tasks.

qwen3_inference_

deployed qwen3-4B-instruct using vLLM on modal A10G GPUs. 337 tokens/sec throughput, 6.7s P50 latency.

poker_

texas-hold-em arena where LLMs bluff, bet and banter in character.

openxploit_

a containerized tool for scanning and reporting vulnerabilities in local or docker-based applications.

toy qwen3_

a character-level language model inspired by qwen3, implemented and trained on shakespeare dataset.

Work Experience

Connect

Feel free to contact me at manuagarwal1443@gmail.com