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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Self hosted LLM cost: the $8 a month claim checked
A widely shared guide claims Llama 3.3 70B runs on an $8 a month GPU droplet. Its own text contradicts the headline, the hourly rate is a third of the published price, and 70B at float16 does not fit on the card it names.
Akash Mohapatra
Sep 14, 2026
Characterization tests legacy code before refactoring
Record what the code actually does, hash it, then change one thing at a time and check the hash. The technique is old; what changed is that generating the recording is now cheap and agents made the question urgent.
Akash Mohapatra
Sep 14, 2026
AI agent consistency testing: run it five times
IBM researchers ran every task five times and found a 24 point gap between the average pass rate and the fraction succeeding every time. The second number is the one your users get.
Akash Mohapatra
Sep 14, 2026
Workflow orchestration at scale: what Netflix deleted
Conductor 4.0 separates workflow metadata from execution data, taking maximum workflow size from 2,500 tasks to 30,000 and p99 latency down 40%. Two of the ideas behind it work at a thousandth of the scale.
Akash Mohapatra
Sep 12, 2026
Kubernetes native histograms end the bucket guessing
Native histograms graduate to Beta in Kubernetes v1.37, enabled by default. They fix bucket guessing, tenfold cardinality multiplication and interpolation error in percentiles — and the compatibility check belongs before the upgrade.
Akash Mohapatra
Sep 12, 2026
Batch processing memory optimisation: 500 files to 50,000
A pipeline that handled hundreds of documents a day started failing with MemoryError as volume grew, with no code change at all. Three causes, four ordinary fixes, and the property worth designing for.
Akash Mohapatra
Sep 12, 2026
Build iOS app without a Mac: what actually changed
EAS builds signed iOS binaries in the cloud and stores the certificates for you, turning a hardware purchase into an operating cost. What that removes, what it does not, and who it actually changes things for.
Akash Mohapatra
Sep 12, 2026
Type aware linting typescript projects, 12x faster
tsgolint reached stable v7 covering 59 of typescript-eslint's 61 type-aware rules, benchmarking 12 to 18 times faster than ESLint. The constraints will decide it for most teams before the benchmarks do.
Akash Mohapatra
Sep 12, 2026
Cloudflare Workers production issues worth learning early
A developer shipped a paid image product on Cloudflare Workers and documented every failure. Four of the nine transfer to any stack, and the most expensive was choosing the wrong identifier for an idempotency key.
Akash Mohapatra
Sep 12, 2026
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