CSE Student @ Vel Tech, Chennai
- π Computer Science Engineering student at Vel Tech, Chennai, specializing in AI, Machine Learning, and MLOps.
- πΌ Author & Maintainer of
rerunner(PyPI) β Deterministic record-and-replay engine for offline testing and debugging of LLMs and AI agents. - π Open Source Contributor:
kedro-plugins: 3 merged PRs (#1536, #1538, #1543) improving dataset serialization, test coverage, and documentation.sktime: Merged PR #11445 (forecasting horizon API modernization); authored PR #11448 whose foundation model streaming update pattern was adopted across 6 models (Issue #11245).cleanlab,zenml,kedro, andevidently: Actively fixing NumPy 2.0 / Python 3.12 compatibility, retry backoffs, and distributed runner pipelines.
- π°οΈ Built SatQuery-AI for SIH 2026 (ISRO / SAC) β multimodal Earth observation AI integrating SAR-optical fusion and deterministic GIS verification.
- π Engineered the Smart Child Nutrition Deficiency Tracking System, deployed across 10 districts (under review for IEEE conference publication).
- π Chennai, India Β· π¬
aakash1552005@gmail.com
rerunner records external API interactions (OpenAI, Anthropic, Gemini, HTTP APIs) into deterministic cassettes, enabling fast, offline, zero-token-cost CI test execution and time-travel debugging.
- β‘ Server-Sent Events (SSE) Replayer: Deterministically replays streaming tokens for OpenAI and Anthropic SDKs without network access.
- βοΈ Pluggable Storage: First-class support for Local, AWS S3 (
s3://), and Google Cloud Storage (gs://) backends. - π‘οΈ Automated Sanitization: Masks API keys, JWTs, emails, phone numbers, and IP addresses before cassettes are written to disk.
- π OpenTelemetry Export: Native telemetry export for request latency, cost savings, and token distribution analysis.
pip install rerunner| Project | Stars | Status | What I Built / Fixed |
|---|---|---|---|
kedro-org/kedro-plugins |
9.3k+ β | 3 Merged Β· 7 Active | β’ PR #1536 & PR #1538: Merged into main (CSVDataset index rationale & HoloViews Python 3.10 fixes).β’ PR #1543: Merged into main (experimental dataset YAML documentation).β’ PR #1545 & PR #1546: SQLTableDataset preview schema fix & PathLike support across 11 datasets. |
BerriAI/litellm |
18k+ β | Maintainer Reviewed | β’ PR #46887: Multi-byte UTF-8 incremental chunk decoder for SageMaker event streams. β’ PR #46900: Enforced team member overall budget cap on router fallback targets with zero-cost primary models. |
sktime/sktime |
3.5k+ β | 1 Merged Β· Blueprint Adopted | β’ PR #11445: Merged into main (forecasting horizon API modernization).β’ PR #11448: Zero-shot TimerForecaster streaming update logic adopted as reference architecture across 6 foundation models (Issue #11245). |
cleanlab/cleanlab |
10k+ β | Active PRs | β’ PR #1343: Fixed ranking cutoff bounds in token classification. β’ PR #1344: Added bounding box normalization and migrated to NumPy 2.0 np.isin. |
zenml-io/zenml |
4.1k+ β | Active PRs | β’ PR #5346: Fixed step retry exponential backoff calculation. β’ PR #5347: Fixed remote S3/GCS cloudpickle materializer check. β’ PR #5348: Implemented global active project fallback. |
kedro-org/kedro |
9.3k+ β | Under Review | β’ PR #5811: Modernized DaskRunner distributed deployment guide and native CLI runner parameters. |
evidentlyai/evidently |
5.5k+ β | Active PR | β’ PR #1955: Resolved Python 3.12+ regex syntax warnings and NumPy 2.0 compatibility layer. |
β "Turning data into decisions, one model at a time."

