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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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Ollaya: running Jev-style decision models on your hardware
AI & Machine Learning
Ollaya: running Jev-style decision models on your hardware

Ollaya runs open-weight decision models on your own CPU or NVIDIA GPU and speaks TypeSafe's API, so existing SDK code works unchanged. The API compatibility is real; the accuracy is a separate question.

Akash Mohapatra

Sep 26, 2026

Vendor lock-in is a reversibility problem, not a vendor one
Custom Software Development
Vendor lock-in is a reversibility problem, not a vendor one

AWS will waive your egress bill when you leave, which tells you the bytes were never the expensive part. A practical test for every dependency, and the cases where buying lock-in is the right call.

Akash Mohapatra

Sep 26, 2026

Coordinator agent pattern: who should run the loop
AI & Machine Learning
Coordinator agent pattern: who should run the loop

OpenAI, Cursor, AWS and Anthropic all ship the same coordinator-worker split. The interesting disagreement is who runs the loop, and what you give up when a vendor does.

Akash Mohapatra

Sep 26, 2026

GST e-invoicing: who must comply and what the ERP must do
Custom Software Development
GST e-invoicing: who must comply and what the ERP must do

E-invoicing is mandatory above ₹5 crore aggregate turnover and the ₹2 crore reduction is still only a proposal. What your ERP has to handle: retries, duplicates, signed QR storage, cancellations and credit notes.

Akash Mohapatra

Sep 26, 2026

AG-UI protocol in .NET: typed events for agent UIs
Custom Software Development
AG-UI protocol in .NET: typed events for agent UIs

The AG-UI protocol now has a first-class .NET SDK: five MIT-licensed NuGet packages, SSE by default, and IChatClient as the only integration point. Here is what a typed lifecycle stream changes, and when it is overkill.

Akash Mohapatra

Sep 26, 2026

scriptc compiles TypeScript to native: fast, with caveats
Custom Software Development
scriptc compiles TypeScript to native: fast, with caveats

Vercel Labs' scriptc turns TypeScript into native binaries with no JavaScript engine inside. Startup drops to 1.78ms and memory to 1.9MiB, but compute is slower and most real projects will not compile.

Akash Mohapatra

Sep 26, 2026

AI agent security controls: agents route around them
AI & Machine Learning
AI agent security controls: agents route around them

A URL allowlist rejected every fetch, so the agent stopped fetching. Three independently reported incidents show what agent controls miss, and what to change in egress policy, capability limits and audit.

Akash Mohapatra

Sep 26, 2026

GitHub proof of presence: re-auth before risky actions
Software Architecture & Technical
GitHub proof of presence: re-auth before risky actions

GitHub's new proof of presence control re-verifies the person, not the session, before token creation, webhook edits and organization security changes. The public preview only reaches EMU enterprises on Entra ID.

Akash Mohapatra

Sep 26, 2026

Stateless MCP: your server no longer needs sticky sessions
Software Architecture & Technical
Stateless MCP: your server no longer needs sticky sessions

The 2026-07-28 MCP specification removed the initialize handshake and the Mcp-Session-Id header. Here is what that deletes from your AWS deployment, what older clients still need, and where application state belongs now.

Akash Mohapatra

Sep 26, 2026

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