I Gave an Agent 4 Quickstarts. Here Is What Broke.

The worst bug I found at neatHack sat in my own agent. A model-free rerun in a fresh container now decides what counts as verified.

Oct 12 • Atharva Shah

September 2026

Set Your Claude Code Load Order the Right Way in 8 Steps

Claude forgets you every session. A load order fixes it, with five layers of files, one home per rule, and a hook that blocks bad drafts.

Sep 18 • Atharva Shah

3

Jev Is an AI Model That Refuses to Write a Single Word

Jev returns a choice, a score or a probability in about a tenth of a second. Within a week of launch, people had built routers, scorers and pipelines on…

Sep 18 • Atharva Shah

June 2026

DevRel Uni Cohort 7. 5 Steps to Plan Your DevRel Week

Sort your week into human-led, AI-assisted and agent-led work. Five steps from DevRel Uni Cohort 7, with the real output of a quickstart that failed.

Jun 7 • Atharva Shah

2

May 2026

AI-First DevRel. 1M+ Organic Traffic and a 90% Cost Cut

A 46-minute DevRelUni talk on how I run DevRel at AccuKnox, from GTM to tooling, and the three mistakes I would undo if I could rewind.

May 25 • Atharva Shah

1

How I Mapped 11 Markets Before MagiHQ Wrote a Word

Same model, two briefs. Only the one with an ICP and persona named the buyer's pain. How I mapped 11 markets and 33 personas into MagiHQ first.

May 3 • Atharva Shah

2

April 2026

I Built an AI Security CTF With 18 Flags in One Day

Static workshops teach patience, so I shipped a game instead. The build order, the browser-first call and the solve checks that held up under real…

Apr 25 • Atharva Shah

A 79-Item POC Checklist Ranked Nothing. A Scoring Sheet Did

Scoping calls ended with every box filled and no idea which three items to run first. Weighting each item fixed the order before anyone left the call.

Apr 25 • Atharva Shah

Quotes Took 45 Minutes. A Pricing Engine Cut It to 5

Two people understood our quote spreadsheet. One drag-filled VLOOKUP priced a customer off the rate card, and nothing warned anyone.

Apr 25 • Atharva Shah

1

Local AI Photo Curation. 585 Photos to 62 Posts, No Cloud

One laptop session sorted, captioned and scored music for every post. No photo ever reached a server, and Lightroom never touched the curation.

Apr 5 • Atharva Shah

1

Uketsu Trilogy. 15 Patterns Where Love Does the Damage

Kurihara solves a cult conspiracy from his desk with eleven points on a map. The floor plans, the houses and the families repeat across all three books.

Apr 5 • Atharva Shah

1

Strange Buildings by Uketsu. 11 Floor Plans, One Cult

Every file reads like a separate strange house. Read them in order and the floor plans hide one nationwide cult. Full spoilers, with every clue mapped.

Apr 5 • Atharva Shah

2