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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AI agent observability: traces, caps and cost controls
Standard monitoring reports whether a service responded. It cannot explain a workflow that looped, called invalid endpoints, or claimed work it skipped. What session traces hold, and the controls that bound the bill.
Akash Mohapatra
Sep 12, 2026
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
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
AI gateway model routing without giving agents keys
Tailscale's Aperture controls model access through network identity rather than API keys: an agent authenticates as itself, works, and terminates without ever holding a credential.
Akash Mohapatra
Sep 12, 2026
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
Enterprise AI agent governance before the vendors ship
Salesforce's Trusted Enterprise AI Harness names the right problem and schedules the answer for early FY28. Four of the five controls that matter need no vendor at all, and they are all available this quarter.
Akash Mohapatra
Sep 11, 2026
Agentic Commerce Protocol and UCP are not the same job
OpenAI's ACP and Google's UCP are described as rivals doing the same thing. They ask for different artefacts and put the integration in different places — and the expensive part of both is your product data.
Akash Mohapatra
Sep 11, 2026
AI engineering roles: the ones nobody can name yet
AI was supposed to turn engineers into generalists. An analysis of 47,101 Fortune 500 job postings found the opposite, and found thousands of companies advertising the same role without a name for it.
Akash Mohapatra
Sep 11, 2026
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
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