Thamirawaran Sathiyalogeswaran

Thamirawaran Sathiyalogeswaran · full author list forthcoming

Lead author: method, complete codebase and all experiments, on a single RTX 3090. Final-year undergraduate project, University of Moratuwa.

Conference on Neural Information Processing Systems (NeurIPS 2026) · Main conference · Poster

Savini Kashmira, Jayanaka Dantanarayana, Thamirawaran Sathiyalogeswaran, Krisztian Flautner, Lingjia Tang, Jason Mars

Co-author.

International Symposium on Code Generation and Optimization (CGO 2027)

Fully remote, US-based team

• Maintainer on jaseci-labs/jac with review and merge rights. Merged pull requests are public.
• Rewrote control-flow graph construction as a stateless entry/exit visitor with short-circuit boolean edges, try / except / finally, match and terminal-statement handling (#5040); union member-access diagnostics (#5010).
• Model Context Protocol (MCP) server that gives AI coding assistants Jac documentation and examples: knowledge-map and resource-fetching tools, lazy example loading, and a lite / standard / full mode framework; MCP client support in ByLLM (#5362, #5216, #5682, #5474).
• Version pinning in the Jac stack: a deploy runs the exact Jac release the app pins, for the pod binary, sealed bundle, client bundle and database provisioning, with the pin checked before anything is provisioned (#7713, #8037, #8011, #8777, #8961).
• Rollback across all services of an app, identified by bundle digest, with a bundle retention contract (#8304, #8120).
• Blue-green deployments in jacBuilder: the previous version stays as a warm standby, and rollback picks the fastest path (switch to standby, revert revision, or rebuild), tested end to end on a real cluster.
• Developer documentation and examples (JacBook, LittleX).

• Led a small team fine-tuning and evaluating vision-language models for car-damage captioning: Gemma 3 12B against Qwen 2.5-VL 7B and 3B, LoRA fine-tuning, CIDEr, SPICE and embedding-similarity scoring, with Hydra configs and Weights & Biases tracking.
• Key-information extraction from scanned receipts: LoRA on Gemma 3 12B, deterministic inference, field-level Levenshtein scoring.

• Parser, grammar and code-generation fixes; compiler caching and incremental-build experiments.

University of Moratuwa. Coursework completed June 2026; graduating 11 December 2026.

• Final-year project: multi-LoRA composition (LoRASpace, NeurIPS 2026).
• Linear Algebra A+, Calculus A.