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synalinks-core - Keras-inspired framework for neuro-symbolic LLM apps

Framework for structured LLM I/O with DataModel, Field, JSON operators, LanguageModel, and EmbeddingModel

Tags

Updated: 2026-05-28

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • define structured data schema
  • create data fields
  • process JSON data
  • concatenate JSON objects
  • apply logical operations
  • generate text responses
  • create embeddings
  • configure logging
  • set random seed
  • clear session

Inputs

  • language model
  • embedding model
  • data model
  • input data
  • API configuration
  • model parameters
  • configuration settings

Outputs

  • structured JSON output
  • language model response
  • embedding vector
  • pretty JSON string
  • schema definition

Requirements

  • Python environment
  • async/await support
  • LLM provider API
  • compatible language model

Source

  • Spec: SKILL.md

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neuro-symbolic
structured output
LLM
Keras-style
data model
JSON operations
generative
define structured data schema
create data fields
process JSON data
concatenate JSON objects
language model
embedding model
data model
structured JSON output
language model response
embedding vector