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Reflections On DevRel Uni Cohort 7 - My Takeaways from 5x Sessions with Industry Gurus
I came into Cohort 7 thinking I had a decent mental model of where DevRel was heading. I left with three of those assumptions broken. This was a great…
Jun 7
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Atharva Shah
1
DAB-Bench Explained: The Multi-Database Benchmark That Tells You What Production AI Really Faces
ADE-Bench dominates the discourse. DAB-Bench measures the harder problem most agents quietly fail. A structured breakdown of what the 60.4% score…
Jun 4
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Atharva Shah
From SSIS to dbt in a Weekend: The Agentic Harness Migration Pattern
The 6-month consulting migration is over. A working playbook for translating SSIS packages to dbt models using deterministic parsing, AI-assisted…
Jun 4
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Atharva Shah
Claude Code vs Altimate Code on a 200-Model dbt Project: Where Generalist Agents Break
A side-by-side analysis on a real analytics codebase. Same LLM, same prompt, dramatically different outcomes. The harness is the variable.
Jun 4
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Atharva Shah
Power User for dbt: The Five Features Closing the Gap on the Official VS Code Extension
An engineering teardown of the 456K-install extension that turned VS Code into the dbt IDE most analytics engineers actually use.
Jun 4
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Atharva Shah
May 2026
How I Built 10xDevRel - From Scattershot Chaos to a Self-Serve Systems (DevRel Workbench)
Turning DevRel chaos into a repeatable workbench for launches, community, and content.
May 25
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Atharva Shah
Inside 10xDevRel - A Platform Giving DevRels and PMs Superpowers with Playbooks & AI Toolkits
A guided tour of the product, tools, and workflows built to make DevRel work faster and more consistent.
May 25
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Atharva Shah
Scale with 10xDevRel Playbooks for Repeatable Growth and Measurable Impact
The practical layer-by-layer playbook that turns messy DevRel work into predictable growth and measurable impact.
May 25
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Atharva Shah
Building AI-First DevRel Systems: 15+ Playbooks for Content, GTM, Tooling (Be A Top 1% DevRel)
The full playbook from a 46-minute conversation during DevRelUni Cohort 7: GTM, content systems, tooling, 1M+ organic traffic, and the three mistakes…
May 25
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Atharva Shah
Building an AI OS for AccuKnox's Content, Positioning, and Marketing with MagiHQ
Not a tool. Not a workflow hack. A full operating system with mapped ICPs, competitors, knowledge bases, brand rules. Built before a single word was…
May 3
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Atharva Shah
April 2026
Vibe Coding a Full AI Security CTF Platform in One Day (Here's My Full Process)
From zero to 18 flags: architecture, UX, challenge design, deployment, and launch strategy for an AI CTF event.
Apr 25
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Atharva Shah
I Built a POC AutoGrader at AccuKnox. Here's Why Every B2B Organization Needs One.
A weighted scoring sheet replaced gut instinct with ranked priorities and made our POC calls much sharper.
Apr 25
•
Atharva Shah
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