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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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GPT-6.1 Sol in Copilot: who says it uses fewer tokens
AI & Machine Learning
GPT-6.1 Sol in Copilot: who says it uses fewer tokens

GPT-6.1 Sol arrived in GitHub Copilot on 29 September 2026 at $2 in and $10 out per million tokens. The verifiable change is cached input at half the old rate, not the token claim.

Akash Mohapatra

Sep 30, 2026

Jeeves decision model: it reasons before it answers
AI & Machine Learning
Jeeves decision model: it reasons before it answers

PostHog's Jeeves reasons before it decides and reports 0.889 accuracy where Jev scores 0.857. It also trails Jev on knowledge questions by ten points. Here is the trade, the latency bill, and how to test it on your own labelled data.

Akash Mohapatra

Sep 29, 2026

Claude Sonnet 5.5: five ways your Sonnet 5 code can break
AI & Machine Learning
Claude Sonnet 5.5: five ways your Sonnet 5 code can break

Anthropic shipped Claude Sonnet 5.5 on 28 September with five documented breaking changes against Sonnet 5 code. Four return a 400 on the first request. The fifth drops your thinking blocks without telling you.

Akash Mohapatra

Sep 29, 2026

Opus 5.5 vs Opus 5: cheaper and faster, not more accurate
AI & Machine Learning
Opus 5.5 vs Opus 5: cheaper and faster, not more accurate

An independent test ran Opus 5.5 and Opus 5 on the same three reasoning problems through the API. The answers matched; the bill and the clock did not. Here is what held up and what did not.

Akash Mohapatra

Sep 26, 2026

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

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

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

Copilot default enablement on 22 October: decide first
AI & Machine Learning
Copilot default enablement on 22 October: decide first

On 22 October 2026 GitHub turns on every unconfigured eligible Copilot feature for Business and Enterprise customers. The policy ships enabled, so an admin who does nothing has already chosen yes.

Akash Mohapatra

Sep 26, 2026

Claude Opus 5.5 is cheaper and breaks four things agents use
AI & Machine Learning
Claude Opus 5.5 is cheaper and breaks four things agents use

Claude Opus 5.5 landed on 22 September 2026 at $4 and $20 per MTok, below Claude Opus 5. Anthropic's docs list four breaking changes against Opus 5, three of which return HTTP 400 in production.

Akash Mohapatra

Sep 23, 2026

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