The judgment gap in AI

The judgment gap in AI

AI gathers review evidence better than any human, but lacks context. Here’s why human judgment still drives our final performance ratings.

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Claude workspace

Why multi-repo workspaces are a must for Claude Code

Why multi-repo setups are vital for Claude Code, and their trade-offs.

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AI Speed highway

Our first production test of Fable

We put the new Fable AI model to the test on a real production project: how we compressed two weeks of development into just five hours, and why true success still depends on solid architecture and human review.

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Jigsaw

Chrome's built-in translator can crash your React app

A mysterious crash turned out to be Chrome's translator quietly rewriting the DOM behind React's back.

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Product management

What using AI looks like when you're a PM without a technical background

A non-technical PM's ground-level view of using Claude day to day: writing itself into status reports, explaining unfamiliar tools, sharpening QA, and drawing the line between understanding a system and building one.

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Robots

Our honest take on llms.txt

We shipped llms.txt on marsbased.com and checked the data. Honest verdict: low cost, useful for docs, not a SEO play, and almost no bots read it yet.

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Our best articles

Chosen by our community of readers and clients.

The judgment gap in AI

The judgment gap in AI

AI gathers review evidence better than any human, but lacks context. Here’s why human judgment still drives our final performance ratings.

Read full article
MarsBased x Claude

How we use Claude for product management at MarsBased

How MarsBased uses Claude and Linear to automate PM workflows, shifting the role from administrative tasks to strategic product thinking.

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WebMCP

WebMCP: Making your website ready for AI agents

WebMCP is the new W3C standard that makes websites natively operable by AI agents, no slow vision models needed. Learn how to implement it in 15 minutes.

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Latest episodes

From our YouTube channel, Road to CTO, Building MarsBased, and more.

4 mistakes that didn't kill our company | Building MarsBased
01 / 03
18 Aug 2026

4 mistakes that didn't kill our company | Building MarsBased

Building a bootstrapped software consultancy comes with unique challenges, unexpected financial gaps, and hard-learned lessons. In this…

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4 Aug 2026

Why 94% of companies fail at AI ROI | Sven Peters (Atlassian)

Only 6% of companies see a real Return on Investment from AI. The rest buy licenses, burn through tokens, and confuse faster individual…

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29 Jul 2026

How to reinvent yourself in the AI era | Adarsh Pandit

How do you navigate career reinvention and build a resilient software consultancy in the age of AI? In this episode, Adarsh Pandit (founder…

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Complex Ruby project, worldwide distributed stakeholders, thin definition. And with all that, MarsBased pulled it off. Great maintainable code, on time and within budget.
Sergio Gago
Sergio Gago
Former CTO @ Rakuten Europe