I'm Saivedant Hava, an AI/ML engineer. I work on the open-source tools the industry quietly depends on, hyperparameter optimization, LLM infrastructure, and model serving, usually by finding the bug everyone assumed someone else already caught. I read the code people trust, find what it swore wasn't there, and open a PR with a test that proves it. Turns out "used by thousands of developers" and "actually tested" are not the same thing.
Active contributor across top-tier AI/ML repositories with merged PRs in production.
|
Firecrawl 138k stars |
Fixed self-hosted response URLs pointing at the internal bind address behind a proxy by switching to Express req.host
#3699 |
|
Kubeflow Katib CNCF · 1.7k stars |
Made the Optuna suggestion service fail loudly on unsupported parameter distributions (normal, log-normal) instead of silently producing wrong results
#2666 |
|
Optuna 12k stars |
27 merged PRs, type safety improvements across samplers, pruners, importance evaluators, and the full visualization module (both plotly and matplotlib backends)
#6594 · #6593 · #6592 · #6591 · #6584 · #6581 · #6580 · #6579 · #6578 · #6577 · #6576 · #6575 · #6572 · #6565 · #6563 · #6562 · #6561 · #6526 · #6524 · #6523 · #6521 · #6520 · #6518 · #6517 · #6516 · #6515 · #6514 |
|
Ray Tune 43k stars |
Made BayesOptSearch float-hash precision configurable so repeated near-duplicate trials are detected at a chosen precision
#63914 |
|
OpenLIT 2.3k stars |
Fixed O(n^2) prompt explosion in format_content() and removed hardcoded temperature=0.0 from eval LLM calls (broke gpt-5 models)
#1060 · #1071 |
|
OpenLLMetry 7k stars |
Fixed OTel context leak in LangChain instrumentation — detach existing SpanHolder token before overwrite in _create_llm_span, preventing orphaned contexts on retries
#3958 |
|
BentoML 7k stars |
Fixed Prometheus histogram sample ordering. Multiprocess metrics violated the exposition format spec, breaking parsers like fluent-bit's prometheus_scrape
#5570 |
|
Fast-F1 3k stars |
Ruff rule rollouts across the codebase (Bugbear caught a lambda loop variable capture bug), CI hardening to fail on ruff warnings, plus the ARG rule for unused function arguments
#874 · #894 · #898 |



