AI & Machine Learning Insights
87 articles on AI & Machine Learning from the Creuto engineering and product team: practical guides, trends, and lessons from building real software.
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DIFC Regulation 10: the UAE's only binding AI rulebook
Regulation 10 of the DIFC Data Protection Regulations is the only AI-specific instrument we could verify in force anywhere in the UAE. Here is what it requires, where its boundary runs, and who holds the enforcement power.
Akash Mohapatra
Oct 8, 2026
Dubai AI Act: the tier table nobody can source
Consultancies have published a confident four-tier compliance table for a Dubai AI Act, complete with deadlines and dirham penalties. We went looking for the instrument behind it and could not find one. Here is what is actually published.
Akash Mohapatra
Oct 8, 2026
Strands Decider 2B: the decision model that fits on a laptop
AWS released a 1.9B decision model under Apache-2.0 that runs on a laptop and ships its full training recipe. We checked every figure against AWS's announcement, the repository and the model card — and two of them disagree.
Akash Mohapatra
Oct 3, 2026
OpenAI Dots: decide these four things before you enable one
A dot reads your connected apps between your requests, on its own cloud computer. OpenAI does publish admin controls for it. The weaker part is what you can reconstruct afterwards.
Akash Mohapatra
Oct 2, 2026
Cloudflare Clef: what typed probabilities remove
Cloudflare's Clef scores every option of every question in one forward pass. We read the model card against the changelog, found a context-length contradiction, and set out what typed probabilities delete from a codebase.
Akash Mohapatra
Oct 2, 2026
Clef vs Jev: which decision model to build on
Cloudflare's Clef beats Jev on every figure Cloudflare published. We read the model card, the pricing and the benchmark that splits the two Clef models apart, and set out when migrating is worth it.
Akash Mohapatra
Oct 2, 2026
AI evaluation awareness: models know when they are tested
Frontier models can tell an evaluation from real deployment, and one developer measured it in 13% of its own audit transcripts. What that does to your eval scores, and what to do instead.
Akash Mohapatra
Oct 1, 2026
Will AI replace software engineers? What the evidence shows
A 90% forecast from March 2025 against a 38.8% measured resolve rate on private production code. What published agent benchmarks and the 300k-line refactor actually show about developer jobs.
Akash Mohapatra
Oct 1, 2026
Superintelligence timelines: what the labs have actually said
The public record of superintelligence predictions, each one a direct quote with a named speaker, a date and a primary source, including the ones that have already slipped and the measured trend worth watching instead.
Akash Mohapatra
Oct 1, 2026
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