UitbreidenOS/UitKit - Page 2

llm-raw-json-output-validation

Guidelines and instructions for LLM raw JSON output validation

llm-response-schema-validation-json-schema

Guidelines and instructions for LLM response schema validation (JSON Schema)

llm-streaming-response-parser-rules

Guidelines and instructions for LLM streaming response parser rules

llm-tokens-counter-calculations

Guidelines and instructions for LLM tokens counter calculations

model-inference-execution-wrappers

Guidelines and instructions for Model inference execution wrappers

model-router

Select optimal Claude model tier (Haiku/Sonnet/Opus) for any task using Mixture of Experts routing — 5 modes including tier classification, cascade escalation, parallel expert panel, domain routing, and budget governance

model-tiering

Automatically route and tier developer prompts across Opus, Sonnet, and Haiku based on task characteristics

multi-agent-state-transition-validations

Guidelines and instructions for Multi-agent state transition validations

numpy-matrix-multiplication-operations

Guidelines and instructions for NumPy matrix multiplication operations

numpy-type-conversions-mapping

Guidelines and instructions for NumPy type conversions mapping

numpy-vector-array-computations

Guidelines and instructions for NumPy vector array computations

openai-gpt-chat-completions-setups

Guidelines and instructions for OpenAI GPT chat completions setups

openai-structured-outputs-configurations

Guidelines and instructions for OpenAI structured outputs configurations

pandas-aggregations-groupbys-syntax

Guidelines and instructions for Pandas aggregations groupbys syntax

pandas-csv-import-parser-parameters

Guidelines and instructions for Pandas CSV import parser parameters

pandas-dataframe-columns-selectors

Guidelines and instructions for Pandas DataFrame columns selectors

pandas-datetime-column-parsing-rules

Guidelines and instructions for Pandas datetime column parsing rules

pandas-memory-usage-optimizations

Guidelines and instructions for Pandas memory usage optimizations

pandas-mergejoin-syntax-alignments

Guidelines and instructions for Pandas merge/join syntax alignments

parquet-file-compression-rules

Guidelines and instructions for Parquet file compression rules

pinecone-metadata-index-properties

Guidelines and instructions for Pinecone metadata index properties

pinecone-query-parameters-filters

Guidelines and instructions for Pinecone query parameters filters

pinecone-vector-db-index-setups

Guidelines and instructions for Pinecone Vector DB index setups

prompt-cache-parameter-headers

Guidelines and instructions for Prompt cache parameter headers

prompt-chain-task-orchestrator-steps

Guidelines and instructions for Prompt chain task orchestrator steps

prompt-engineering-role-play-layouts

Guidelines and instructions for Prompt engineering role-play layouts

prompt-instruction-constraint-mappings

Guidelines and instructions for Prompt instruction constraint mappings

prompt-template-input-variable-injections

Guidelines and instructions for Prompt template input variable injections

pyspark-dataframe-partition-configurations

Guidelines and instructions for PySpark DataFrame partition configurations

pyspark-local-run-connection-checks

Guidelines and instructions for PySpark local run connection checks

pytorch-dataloader-batch-managers

Guidelines and instructions for PyTorch DataLoader batch managers

pytorch-dataset-class-implementations

Guidelines and instructions for PyTorch Dataset class implementations

pytorch-loss-functions-configurations

Guidelines and instructions for PyTorch loss functions configurations

pytorch-model-layers-definitions

Guidelines and instructions for PyTorch model layers definitions

pytorch-model-save-load-helpers

Guidelines and instructions for PyTorch model save load helpers

pytorch-optimizer-parameters-mapping

Guidelines and instructions for PyTorch optimizer parameters mapping

pytorch-tensor-gpu-dispatching

Guidelines and instructions for PyTorch tensor GPU dispatching

rag-context-token-window-checks

Guidelines and instructions for RAG context token window checks

rag-prompt-context-placeholder-templates

Guidelines and instructions for RAG prompt context placeholder templates

rag-query-expansion-prompt-configurations

Guidelines and instructions for RAG query expansion prompt configurations