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Creuto: AI Technology & Product Insights

Stay informed with practical insights from the Creuto team on artificial intelligence, custom software, mobile applications, SaaS development, product engineering, technology trends, and digital transformation.

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Kubernetes native histograms end the bucket guessing
Software Architecture & Technical
Kubernetes native histograms end the bucket guessing

Native histograms graduate to Beta in Kubernetes v1.37, enabled by default. They fix bucket guessing, tenfold cardinality multiplication and interpolation error in percentiles — and the compatibility check belongs before the upgrade.

Akash Mohapatra

Sep 12, 2026

Package registry supply chain attack via the docs builder
Software Architecture & Technical
Package registry supply chain attack via the docs builder

Researchers allege autonomous agents uploaded over two thousand malicious packages to RubyGems in a week, exploiting the documentation builder rather than any dependency. The attribution is inference; the mechanism is the lesson.

Akash Mohapatra

Sep 12, 2026

Multicloud architecture tradeoffs: Form3 says don't
Software Architecture & Technical
Multicloud architecture tradeoffs: Form3 says don't

Form3 rebuilt its payments platform across AWS, Azure and Google because a regulator and a customer required it. Its engineers are unusually candid about the cost and about the three conditions you need first.

Akash Mohapatra

Sep 12, 2026

MCP specification breaking changes: sessions are gone
Software Architecture & Technical
MCP specification breaking changes: sessions are gone

MCP's July 2026 specification removes the initialize handshake and the session header, which deletes the reason most deployments needed sticky routing. Six authorization SEPs and a changed error code come with it.

Akash Mohapatra

Sep 11, 2026

AI agent evaluation: score the trajectory, not the answer
Software Architecture & Technical
AI agent evaluation: score the trajectory, not the answer

A correct answer reached through two tool calls that should never have happened is a failing run, and single-output testing cannot see it. What trajectory evaluation measures, and a way to start that does not need a platform.

Akash Mohapatra

Sep 11, 2026

When to shard Postgres: later than you think
Software Architecture & Technical
When to shard Postgres: later than you think

PlanetScale's Neki brings the Vitess team's sharding experience to Postgres. Counterintuitively, a credible managed option is an argument for postponing the decision rather than bringing it forward.

Akash Mohapatra

Sep 11, 2026

Forgejo RCE template repository flaw: what it teaches
Software Architecture & Technical
Forgejo RCE template repository flaw: what it teaches

Generating a repository from a template could recreate a .git folder that git then adopted, giving a malicious template arbitrary reads and process execution on the host. Two other fixes in the same release share the failure mode.

Akash Mohapatra

Sep 11, 2026

The HTTP QUERY method RFC 10008 ends the GET or POST bind
Software Architecture & Technical
The HTTP QUERY method RFC 10008 ends the GET or POST bind

Every complex search endpoint has picked between a URL that runs out of room and a POST that cannot be cached. That choice was a limitation of the method set, and the method set just changed.

Akash Mohapatra

Sep 10, 2026

GitHub Actions prompt injection secrets: a comment is enough
Software Architecture & Technical
GitHub Actions prompt injection secrets: a comment is enough

No vulnerability, no exploit, no privilege escalation. Someone types into a text box you left open and the agent you invited into CI reads it as an instruction.

Akash Mohapatra

Sep 10, 2026

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