Ashwin Krish

Educator. Agentic Engineer. Poet.

ash1794
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Work

Things I built for builders. Things built for learners live in Teaching, and show up here on the shelf.

vibe-engineering

Open-source engineering-discipline skills for Claude Code, installable as a plugin in one line.

The repository (opens in a new tab)

Version 2.0.0, . Changelog (opens in a new tab)

/plugin marketplace add ash1794/vibe-engineering/plugin install vibe-engineering@vibe-plugins

AskBNS

Search 15 Indian laws in plain words or by old IPC number. Exact text, free.

Open the live site (opens in a new tab)

Repository: coming soon

Informational tool, not legal advice.

This site

The colophon

Built with agents and checked on every push: performance budgets, a leak guard, content lints and accessibility journeys gate each change before it ships.

26 Sep to 20 Oct
2026 · UTC

Recorded development activity

This site, through its preserved development history.

Commits per dayPeak 201

25 consecutive UTC days, 26 Sept 2026 to 20 Oct 2026. Daily counts and milestones are in the evidence list below.

Commits per day · author date, UTC. Milestones: ● decision · ◆ review · ■ correction.

The complete chart and manual date controls are available without animation.

· 64 commit records

Verification work is serialized

The default heavy-work limit changed from two slots to one. This is a scheduling setting, not observed agent concurrency.

Preserved development commit · 19:55:16 UTC

Commit records, not hours, effort or agent counts. A gap means no commits recorded in this source, not no work.

Dates, milestones and source coverage

Unique reachable non-merge commit objects, grouped by author UTC date. Preserved development history. The main launch history was squashed. Counts cover the preserved development lineage only. They do not describe all work on this project.

Captured 20 Oct 2026. Source records are retained in a private repository. Milestone timestamps date the persisted record or review, which may follow the original decision.

  1. · 201 commit records

    The brief becomes a record

    The brand and orchestration instructions were persisted.

    Preserved development commit ·

  2. · 57 commit records

  3. · 128 commit records

    A visitor outcome guides the cut

    The cut plan records the owner’s answers and the purpose of the site.

    Preserved development commit ·

    Review checks the build boundary

    A review found that the preview flag was missing from the build path.

    Dated build review ·

  4. · 73 commit records

    Direction B is recorded

    The selected visual direction was locked before the shared foundations and pages.

    Preserved development commit ·

  5. · 51 commit records

  6. · 0 commit records

  7. · 0 commit records

  8. · 0 commit records

  9. · 0 commit records

  10. · 0 commit records

  11. · 0 commit records

  12. · 0 commit records

  13. · 0 commit records

  14. · 0 commit records

  15. · 4 commit records

  16. · 13 commit records

  17. · 7 commit records

  18. · 0 commit records

  19. · 0 commit records

  20. · 0 commit records

  21. · 0 commit records

  22. · 27 commit records

  23. · 0 commit records

  24. · 64 commit records

    Verification work is serialized

    The default heavy-work limit changed from two slots to one. This is a scheduling setting, not observed agent concurrency.

    Preserved development commit ·

  25. · 26 commit records

    A final-head review is recorded

    The review records the scoped CI change and its exact-head routine result.

    Dated CI review ·

  • Commit timestamps are not working hours, task durations or agent counts.
  • This is a preserved development branch, not main commit counts; main launch was squashed.
  • No records on a date means no commits in this source, not no work.
  • Authored timestamps may be preserved through cherry-pick or rewritten.
  • No comparison across project commit conventions.

Media.net

Senior Software Engineer (SDE-3)

Latency-sensitive, high-QPS, fault-tolerant APIs, production machine learning models and data pipelines, including ad phrase analyzers and the core contextualization systems for search re-targeting and content-based ads.

30,000/s

peak queries a second, under 20 ms, on the contextual data platform API

CRED

Senior Software Engineer

Led the engineering team behind the communications platform, architecting a self-serve ML framework for rapid model deployment and A/B testing, and redesigned its architecture for latency, error handling and monitoring.

On the shelf

Talks

  • Sovereign AI Debate

    A debate at Bengaluru Tech Week, September 2026.

  • Quoted in Financial Express

    “If AI writes your stories, you’ll be performing someone else’s memories.”

  • AajTak Interview

    Interviewed in Hindi on AI and education, July 2026.

  • SheBuilds Panel

    Moderator, at the NST x S-VYASA women’s hackathon, May 2026.

  • Vibe Coding Is Dead. Long Live Vibe Engineering.

    A talk at RU campus, April 2026.