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AES-GCM vs AES-GCM-SIV: 48% Slower, Nonce-Safe [2026]
6+ hour, 12+ min ago (669+ words) Here is the side-by-side spec sheet, pulled from the governing standards documents rather than marketing copy. Sixteen rows, covering the cryptographic parameters, the standardization status, and the practical support you will actually hit when you go to implement either mode…...
register_spark_column_namespace -
23+ hour, 4+ min ago (41+ words) Laktory Decorator for registering a custom namespace on PySpark's Column class... note:: This namespace is NATIVE-only. A Narwhals Expr bridge is not provided because Narwhals expressions and PySpark Columns have incompatible semantics. Use in a pipeline YAML:...
Gemma 4 31B vs Qwen2.5-72B: Benchmarks & Cost
6+ day, 15+ hour ago (210+ words) Every change to the models you run, with its source and its date. Releases, price changes, retirements, API changes, and incidents.Every change to the models you run, with its source. Supported · Public rank #111 Updated September 15, 2026. Public scores include evidence…...
dspark
1+ week, 4+ day ago (47+ words) vLLM CPU DeepSeek-V4 DSpark (speculative decoding) — deferred, not implemented. DSparkDeepseekV4ForCausalLM is only instantiated when the speculative- decoding registry resolves it by name for a DSpark speculative config; a plain (non-spec) DeepSeek-V4 CPU model never constructs this class. This stub exists solely…...
CLI & Python SDK for GPU Workflows
2+ week, 1+ day ago (336+ words) Create instances, move files and run scripts with the Jarvislabs CLI. Use the Python SDK in your code, or give your coding agent the same GPU workflow. Free CLI and Python SDK · Python 3.10+ · Compute and storage billed separately Install the jarvislabs…...
Gemma 4 E2B vs Qwen3.8-27B: Benchmarks & Cost
2+ week, 3+ day ago (362+ words) Estimated · Public rank #183 Updated September 4, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload. Supported · Public rank #31 1 results are shared. Category rows resting on Estimated evidence or different benchmark sets are marked directional and…...
sharded_rdt_engine
4+ week, 23+ hour ago (1746+ words) Sharded Ray Direct Transport (RDT) weight transfer engine (consumer side). Pulls only the slice each vLLM worker consumes under tensor/expert parallelism, not the full HF-format tensor. One thing at four resolutions, over three lifetimes. FetchKey -- (name, op_chain), "which slice of…...