Artificial Intelligence Tools
Browse all available artificial intelligence tools.
Available tools
- AI Output Citation ID Token Format an explicit source identifier using the local [cite:ID] annotation convention without verifying a citation or claiming a platform-specific syntax.
- Alibi Attention One Distance Penalty Tool Calculate alibi attention one distance penalty from explicit caller-supplied inputs.
- Artificial Intelligence: Attention Head Dimension Check Tool Check exact equal attention-head dimensional divisibility for one supplied embedding width; unused headDimension zero marks incompatibility, not a model architecture recommendation.
- Artificial Intelligence: Kv Cache Token Byte Count Tool Count exact dense key-plus-value cache bytes for supplied token/layer/KV-head geometry; excludes batching, alignment, metadata, quantization overhead and allocator fragmentation.
- Artificial Intelligence: LoRA Layer Trainable Parameter Count Tool Count two bias-free low-rank adapter matrices r*in + out*r for one dense layer; excludes base weights, optimizer state and any trained biases.
- Artificial Intelligence: Topk Boundary Tie Policy Tool Select a bounded top-k score set with explicit stable-index or include-all-boundary-ties policy; no sampling or probabilistic interpretation.
- Attention Head Masked Share Tool Calculate attention head masked share from explicit caller-supplied inputs.
- Attention Mask Visible Key Count Tool Count one supplied boolean attention-mask row under an explicit visibility convention.
- Attention Query Key Dot Scale Term Tool Scaled dot-product attention logit before masking or softmax; key dimension determines the square-root scale.
- Attention Row Mask Density Tool Calculate attention row mask density from explicit caller-supplied inputs.
- Beam Score Length Penalty Factor Tool GNMT-style length penalty ((5+length)/6)^alpha; normalize a supplied cumulative log score by division.
- Classifier Free Guidance One Coordinate Tool Use unconditional + scale*(conditional-unconditional); scale 1 reproduces the conditional prediction.
- Embedding Cosine Temperature Logit Term Tool Calculate embedding cosine temperature logit term from explicit caller-supplied inputs.
- Evaluation Label Separator Ambiguity Flag supplied evaluation labels containing the exact nonempty separator before delimiter-based serialization.
- Grouped Query Head Replication Factor Tool Contiguous grouped-query head assignment with equal-sized groups.
- Inference Batch Sequence Waste Term Tool Static rectangular padding by the maximum final sequence length; excludes continuous-batching reuse.
- Kv Cache Head Padding Budget Tool Element storage arithmetic from supplied head, padding and copy counts; no model architecture is inferred.
- Log Probability Nats Bits Crosswalk Tool Calculate log probability nats bits crosswalk from explicit caller-supplied inputs.
- Logit Bias One Token Odds Factor Tool Apply an additive bias to one token with all other logits fixed; its odds against the rest multiply by exp(bias).
- Logit Mask Forbidden Token Exclude explicitly forbidden token IDs from a logit vector and return surviving logits with original indices, avoiding nonportable infinite mask values.
- Logit Scale Temperature Composition Tool Compose positive multiplicative logit scale and two temperatures before softmax.
- LoRA Update One Weight Entry Term Tool One B*A inner product with alpha/rank scaling; the caller supplies the matching row and column orientation.
- Mixture Router Load One Expert Term Tool Calculate mixture router load one expert term from explicit caller-supplied inputs.
- Model Log Probability Exp Underflow Flag Exponentiate one supplied finite nonpositive natural log-probability and flag binary64 underflow to zero.
- Model Nonfinite Logit Flag Classify explicit decimal or NaN/Infinity text tokens for nonfinite logits without placing nonfinite numbers in a portable JSON input.
- Prompt Cache Discount One Token Cost Tool Caller-supplied token pricing and cached share, without a provider price lookup.
- Prompt Placeholder Escape Escape literal braces for a Python-style brace-format template by doubling both brace characters; no prompt is sent or evaluated.
- Prompt Variable Required Value Flag Flag an explicitly required prompt variable only when supplied text is empty; whitespace remains a value.
- Quantization Bin Center Error Tool Measure a supplied value relative to an explicit bin center without selecting a quantizer.
- Quantization Zero Point Reconstruction Residual Tool Affine dequantization of one supplied integer code, without inferring clipping range or a quantizer.
- Quantized Weight Zero Point Code Subtract an explicit quantization zero point from an in-range integer weight code without estimating scale.
- Reward Reference Log Ratio One Token Tool One supplied policy/reference log-ratio term, not a learned reward or preference-model assessment.
- Rotary Angle Wrap Token Tool Separate a supplied rotary phase into full turns and a nonnegative within-turn angle.
- Rotary Embedding One Pair Rotation Tool Rotate one explicit coordinate pair; the caller supplies the RoPE position/frequency angle.
- Router Capacity Overflow Term Tool Calculate router capacity overflow term from explicit caller-supplied inputs.
- Softmax Logit Shift Invariance Residual Measure binary64 softmax probability change after adding an explicit finite common logit shift using max-subtracted exponentials.
- Speculative Decoding Prefix Accept Count Tool Count only the consecutive accepted draft prefix; later flags do not bypass a rejection.
- Token Bucket Padding Efficiency Term Tool Calculate token bucket padding efficiency term from explicit caller-supplied inputs.
- Token Budget Reserved Output Margin Reconcile explicit context, input and reserved-output token counts without estimating tokenization.
- Token Logit Scaling Gap Tool Inspect one explicit temperature-scaled logit; no probability normalization or model call.
- Token Offset Interval Label Label an explicit half-open token offset interval and its indexing unit without converting between byte and character offsets.
- Token Probability Rank Margin Tool Rank one supplied token probability with competition ties and compare to the next strictly lower probability.
- Tool Call Argument Schema Path Associate one supplied tool-call argument with an explicit schema-pointer transcription without resolving or validating a schema.
- Top P Boundary Token Residual Mass Tool Find the smallest descending-probability nucleus reaching a supplied top-p threshold, including its boundary token.
- Transformer Ffn Expansion Width Factor Tool Calculate transformer ffn expansion width factor from explicit caller-supplied inputs.