Avinash Saraswat

Public work

An index of my public work, with the official link for each item.

Each entry says what I did and where to check it. Anything not yet published is marked as such.

Speaking

Build vertical AI: Architect domain-specific models at scale with GKE

Google Cloud Next 2026, session BRK2-130, April 23, 2026. Named co-speaker with Fernando Rubbo. The session covers architecture for domain-specific models at scale with GKE. The listing and the official video are two links for one session.

Credited as Avi Saraswat.

Writing

Get started with ready-to-use AI frameworks

Google Cloud article, published August 28, 2025, coauthored with Fernando Rubbo. It introduces AI Industry Bundles and describes how infrastructure, models, and deployment guidance fit different industry needs.

My series on knowledge work in an agentic IDE is on the writing page.

Code

fsi-eval-harness

A public evaluation harness for LLM output on regulated financial data. An LLM drafts an analyst-style brief from the structured XBRL facts of an SEC 10-Q or 10-K filing. A deterministic verifier checks every numeric GAAP claim against those facts. The brief is regenerated until each claim reconciles or is dropped. Every keep and drop is logged with a reason code. Python, Apache-2.0 license.

Version 0.2.0 was released on October 19, 2026. It is archived on Zenodo. Cite it as DOI 10.5281/zenodo.23464698, which covers every version archived there. The DOI for version 0.2.0 alone is 10.5281/zenodo.23464699.

Identifiers