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I Built a Version Bump Tool in Rust That Is 10,000x Faster Than Its Python Counterparts.

Hello, fellow version-bumping enthusiasts, sleep-deprived Rustaceans, and accidental software...

Dev.to·tools

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AIabout 4 hours ago

I Let AI Plan 170 Changes. It Made the Same 3 Mistakes Every Time.

Everyone is arguing about which model plans best. I ran 170 goals and found out the model was never...

#ai#agents#llm

Dev.to

AIabout 5 hours ago

An MI300X Over MCP: What the Matrix Cores Execute, and What They Don't

One AMD Instinct MI300X on AMD Developer Cloud, managed entirely through a tag-scoped Python MCP server, with every figure read off the card rather than a spec sheet. fp8 e4m3fnuz runs 1.77x bf16; int8, which AMD rates identically to fp8, runs 0.69x; fp4 is not on this silicon at all. One droplet, $1.99 an hour, and two readings that were wrong the first time.

#amd#mcp#rocm

Dev.to

AIabout 12 hours ago

A 4 GB Laptop GPU Beats a 12-Core CPU by 4.3x on Gemma 4

Serving Gemma 4 E2B q4_0 through llama.cpp on one laptop, twice: CPU-only and on a 2021-era 4 GB GTX 1650 Ti. Same GGUF, same binary, same prompts, one flag apart. The card takes decode by 4.3x, and needs only 1598 MiB to do it.

#machinelearning#gpu#benchmarking

Dev.to

DATA ENGabout 15 hours ago

Deploying Apache Flink on a Kubernetes Cluster as an Alternative to GCP Dataflow

Google Cloud Dataflow is a managed stream and batch processing service built on Apache Beam that...

#flink#kubernetes#dataengineering

Dev.to

DATA ENGabout 16 hours ago

ELT with Dataform on Google Cloud

A real-world ELT pipeline with Dataform and BigQuery — staging and mart layers, JavaScript includes, dynamic tables and views, GitHub sync over SSH and Terraform provisioning.

#dataform#bigquery#googlecloud

Dev.to

RESEARCHabout 16 hours ago