Functions for calling large language models (LLM) functionality programmatically and for allowing LLMs to access Wolfram Language tools.

ChatObject — create and represent an ongoing chat conversation

ChatEvaluate — add chat interactions and continue a conversation

LLMFunction — a templated function to be evaluated by an LLM

LLMResourceFunction — use a prewritten template (from Prompt Repository, URL, etc.)

LLMExampleFunction — construct a template from examples

LLMPrompt — retrieve a prewritten prompt

LLMSynthesize — synthesize text from a prompt using an LLM

LLMTool — symbolic representation of a tool for use by an LLM

EntityType — symbolic representation of an entity type

EntityProperty (updated), EntityClass (updated), EntityPropertyClass (updated) — support for child types

KernelConfigurationEdit — edit properties for a given kernel

$DefaultParallelKernels — list of kernels configured for parallel computing

TestCreate — create a test object from an input and an expected output

TestObject — symbolic representation of a unit test

RealValuedNumberQ — test if an expression is a number with a real value

RealValuedNumericQ — test if an expression represents a number with a real value

ByteArray (updated) — now supports empty arrays

LineIntegrate — vector line integrals

SurfaceIntegrate — vector surface integrals

ContourIntegrate — complex contour integration

New landmark capabilities, achieving F. Oberhettinger et.al, Tables of Laplace Transforms.

RSolveValue (updated) — improved quality and performance for constant coefficient linear ΔEs

Support for the Appell bivariate hypergeometric special functions.

Support for interval evaluation in several more special functions.

FiniteField — represent a finite field

FiniteFieldElement — represent an element of a finite field

Support for polynomial computations over finite fields

Factor (updated) — factor a polynomial over a finite field

PolynomialGCD (updated) — find the g.c.d. of polynomials with coefficients from a finite field

These are now structured matrices with compact representation and fast computation.

TargetStructure — specify the form of generated output

Support for TargetStructure in matrix constructors.

Fuzzy autocompletion of symbols.

Typing & now flashes the scope of the pure function.

Package editor toolbar has been updated with new functionality.

Elegant and Elegant Printout environments for elegant code formatting.

Squiggled — add a wavy underline to text

Highlighted (updated) — new option to control whether the head is removed when used as input

Bra, Ket, BraKet — Dirac notation

DefaultFontProperties (updated) — allows explicit specification of Wolfram font

ActionMenu (updated) — action menus now allow submenus

NotebookLocate (updated) — support for locating line numbers in package files

Cells (updated) — extended to filter for cells with given counter settings or increments

NotebookWrite (updated) — new syntax to allow writing before or after a BoxObject or CellObject

ImageIdentify (updated) — updated accuracy of the core model; added a smaller, faster model

NetModel (updated), NetGraph (updated) — huge speedup on Windows, Linux, Mac (Intel) platforms

NetExternalObject (updated) — support for MXNet format

Classify (updated), ClassifierMeasurements (updated) — use FittedModel as input

Broader support for input data similar to ML functions.

New networks for foreground segmentation, pose estimation, multimodal classification, etc.

"CenterNet Pose Estimation Nets Trained on MS-COCO Data"  ▪  "CLIP Multi-domain Feature Extractor"  ▪  "DoubleU-Net Trained on Medical Image Segmentation Datasets"  ▪  "Optic-Net Classifier for Retinal Diseases"  ▪  "U2-Net Portrait Generator Trained on APDrawing Data"  ▪  "U2-Net Trained on DUTS-TR Data"  ▪  "Vision Transformer Trained on ImageNet Competition Data"

New dynamic highlighting capabilities for interactive exploration and static highlighting for presentations in static media such as books and articles.

Highlighted (updated) — statically or dynamically highlight specific elements in visualization

PlotHighlighting — set global highlighting effects for visualizations

Updated default color function with a larger dynamic range.

Updated details for better learning and commonly used graphics options.

Around (updated) — support of uncertain numbers in numerical and comparison functions

Duration (updated) — support dates, intervals and entities

Homogeneous support of options in date constructors.

DateGranularity (updated) — extended support for specification of date granularity

Improved precision of astronomy functionality.

Dated (updated) — accept date specifications like year 2023.34 in astronomical computations

SphericalDistance — compute distances on the unit sphere

ARPublish — publish 3D graphics and geometries to AR devices

"USD", "GLTF" — AR formats for mobile devices

"OBJ" (updated) — texture support for color 3D printing, as well as performance and robustness

"STL" (updated) — performance and robustness

Dramatic performance and robustness improvements for 2D Boolean and morphological operations.

Dramatic performance and robustness enhancements for spatial relation computations.

RegionHausdorffDistance — measure how different two regions are

RegionDistance (updated) — the nearest distance between two regions (separation distance)

RegionFarthestDistance — the farthest distance between two regions (spanning distance)

CircumscribedBall — minimal enclosing ball

InscribedBall — maximum inscribed ball

Documentation updates with illustrations and more.

Disk (updated) — multi-disk specification

Haloing — creates halo around a graphics object, typically used for text labels

ImageSynthesize — generate an image from a textual prompt

FindImageShapes — find common shapes (lines, circles, ellipses, ...) in an image

ImageSaliencyFilter (updated) — image saliency filtering using salient object detection

RemoveBackground (updated) — separate foreground and background based on foreground saliency

BarcodeImage (updated) — support for new barcodes (UPCE and Code93)

Documentation updates for better illustrations and more.

TourVideo (updated) — create a tour from a GeoGraphics object

VideoTranscode (updated) — transcode multiple videos to have conformed properties

Speed improvement in video trimming and related operations.

Audio (updated) — significant GUI update for better performance and consistency with other GUIs

Support for speech synthesis and recognition through external services (Google & OpenAI).

SolidMechanicsPDEComponent (updated) — now supports the Yeoh hyperelastic model

New applications using hyperelastic material models (NeoHookean, Yeoh).

SystemModelCalibrate — calibrate a system model parameters with measurement data

"SVG" (updated) — import as (vector) Graphics

"USD" — 3D graphics scene description format

"GLTF" — 3D content transmission format

ForeignFunctionLoad — load a function from a dynamic library

ForeignPointerLookup — get the pointer to a function in a dynamic library

ForeignFunction — a function that calls into a dynamic library

RawMemoryAllocate — allocate raw memory of a given type

RawMemoryFree — free raw memory

RawMemoryRead — read values from raw memory

CreateManagedObject — create a memory managed object

RawPointer — a raw pointer to a typed memory address

KernelEvaluate — evaluate expressions in a Wolfram Language kernel

SequenceType — representation of a sequence of types

Cast — enhanced by addition of casting in C

"ByteArray" — one-dimensional array of bytes

"CuckooFilter" — test whether elements are definitely not members

"SortedKeyStore" — store of sorted keys and values

"BitVector" — enhanced with new operations and faster deserialization

"BloomFilter" — enhanced with new operations and faster deserialization

Improved compilation speed of the compiler by compiling more of the compiler.

Improved performance of compiled code by optimizing memory management operations.