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 refactoring legacy code: what 300K lines in 3 weeks proves
CodeScene's agents took a 300,000-line C codebase from Code Health 5.6 to 10.0 in three weeks for $4,000 in tokens. The result rests on a frame-by-frame oracle most legacy systems do not have.
Akash Mohapatra
Oct 1, 2026
AI spend monitoring: catch model overuse before the bill
Every provider cost API buckets by day, so your spend alert is already stale. What OpenAI, Anthropic, Google and AI gateways can actually enforce, and why we alert on tokens per request instead.
Akash Mohapatra
Oct 1, 2026
What is superintelligence? The definition, minus the hype
Superintelligence means beating the best humans in practically every field, which is not what today's models do. Here is the definition, what is measured, and what is not.
Akash Mohapatra
Sep 30, 2026
HTTP 402 Payment Required: charging agents per request
RFC 9110 calls 402 reserved for future use. Two Cloudflare products and the x402 specification now disagree. What the real header exchange looks like, and what you would have to build.
Akash Mohapatra
Sep 30, 2026
Superintelligence regulation: what is law, what is proposed
No law anywhere regulates superintelligence. A 2026 MIRI paper proposes a US-China coalition capping training at 10^24 FLOP; the EU AI Act is the regime that actually binds you, with dates.
Akash Mohapatra
Sep 30, 2026
AGI vs ASI: the difference that decides what you build
Narrow AI, AGI and ASI are three different claims, and vendors blur them. Defined against real evaluations, with dated benchmark scores and the one that is a purchasing decision today.
Akash Mohapatra
Sep 30, 2026
Safe superintelligence: what four labs have actually shipped
Safe Superintelligence Inc. has shipped nothing since June 2024, while a division named after the same word ships an API. Here is what each lab claims, with dates, and what the primary sources actually say.
Akash Mohapatra
Sep 30, 2026
Gemini 4 Argon: benchmarks, price, and the guardrail split
Google shipped Gemini 4 Argon on 30 September 2026 with published benchmarks, introductory pricing that doubles later, and a build for vetted defenders that has the cyber guardrails removed.
Akash Mohapatra
Sep 30, 2026
OpenRouter Auto Router: what this AI model router saves
The OpenRouter Auto Router is an AI model router that ranks candidates by what the community spent on similar prompts in the last seven days, and charges nothing for it. Here is the arithmetic, and the three paths it should not touch.
Akash Mohapatra
Sep 30, 2026
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