Shakti Singh

Corpus Hub contributor since 2026-10-11

Shakti Singh's work was selected for the XERJ Corpus Hub, the open reference memory AI coding agents search before they write code. When an agent meets the same problem, it gets this implementation back as a worked example, with the author and the repository attached.

1corpus

1selected commit

11files

364lines

★ 6GitHub stars on repo

Totals across every corpus @shaktsin appears in; a commit selected for two corpora counts once. Files and lines count the selected commits; each corpus indexes the whole repository at its pinned commit.

Selected work

GitHub ★ 6

shaktsin/umcode

18829ae4e3 fix(memory): bind reachable observed sources to canonical guidance

selected commit: 11 files · 364 lines · Go · internal/memory, internal/work, internal/engine

The corpus is the whole repository at the pinned commit, not only the files of the selected commit.

selected · in licence reviewcorpus shaktsin--umcodeAIMIT agreed 2026-10-11

Not installable yet: this corpus is not in the hub registry until its licence review passes, so xerj corpus add and xerj ask cannot fetch it. It becomes installable when this card says live in the hub.

[![XERJ Corpus Hub contributor](https://hub.xerj.org/contributors/shaktsin/badge.svg)](https://hub.xerj.org/contributors/shaktsin)

Included with the author's permission (email, 2026-10-11), under each repository's own licence, with attribution. Want it removed? Reply to the email or open an issue on xerj-org/xerj.