I’m Mehul
Jariwala.

Luhn and Verhoeff checksums, so a 16-digit order reference is not reported as a credit card. Includes Aadhaar and PAN, which Western tooling omits and Indian product data is full of.

A statement is rejected unless it is recognisably a read. Repair is driven by the real database error, because a generic failure message just gets the same guess back.

Content-addressed versions and sticky A/B assignment with no shared state, so a user does not get a different personality on their second message.

fsynced checkpoints and exact resume across 100k-item batches, with a cost estimate before the run rather than an invoice after it.

Because a model two points better at four times the price is the wrong choice, and an index eight times larger is eight times the bill forever. Matryoshka truncation is measured, not assumed.

Every extracted field carries the character span it came from, so “why does the system think this invoice is £3,720” has an answer that is a line number, not a shrug.

JSON-RPC from scratch against the 2026-07-28 spec, plus a 14-check conformance report covering what actually breaks interoperability — starting with notifications that must never be answered.

At-least-once delivery with effectively-once cost, via a content-keyed dedup store. Poison messages leave the partition instead of blocking everything behind them.

A stream yields arbitrary byte chunks, not messages. Tested one byte at a time, split across CRLF, and split through a multi-byte UTF-8 character — the cases that work on localhost and drop tokens in production.

Gradients checked against finite differences and trained adapters measured against the Eckart–Young floor, landing within 0.0008 of the theoretical optimum.