base_model: Neura-Tech-AI/Neuron-4B-Instruct
gate_mode: hidden
dtype: bfloat16
num_local_experts: 6

experts:
  - source_model: Neura-Tech-AI/Neuron-4B-Instruct
    positive_prompts:
      - chat
      - conversation
      - general
      - assistant
      - help
      - question
      - answer
      - support

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - code
      - programming
      - python
      - javascript
      - java
      - cpp
      - rust
      - go
      - sql

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - math
      - calculus
      - algebra
      - geometry
      - trigonometry
      - linear algebra
      - differential
      - integral
      - equation

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - logic
      - reasoning
      - deduction
      - induction
      - inference
      - puzzle
      - riddle
      - brain teaser
      - critical thinking

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - physics
      - mechanics
      - thermodynamics
      - electromagnetism
      - quantum
      - relativity
      - optics
      - acoustics
      - fluid dynamics

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - chemistry
      - organic
      - inorganic
      - biochemistry
      - molecular
      - atomic
      - periodic
      - reaction
      - synthesis

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - biology
      - genetics
      - evolution
      - ecology
      - microbiology
      - botany
      - zoology
      - anatomy
      - physiology

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - algorithm
      - data structure
      - complexity
      - optimization
      - recursion
      - sorting
      - searching
      - graph
      - tree

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - statistics
      - probability
      - regression
      - correlation
      - distribution
      - variance
      - hypothesis
      - confidence
      - bayesian

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - machine learning
      - deep learning
      - neural network
      - transformer
      - attention
      - gradient
      - backpropagation
      - fine-tune
      - embedding

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - ai
      - llm
      - nlp
      - tokenizer
      - prompt
      - inference
      - training
      - evaluation
      - benchmark

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - data science
      - analytics
      - visualization
      - pandas
      - numpy
      - scikit
      - matplotlib
      - seaborn
      - tableau

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - cybersecurity
      - encryption
      - authentication
      - firewall
      - malware
      - ransomware
      - zero trust
      - vpn
      - cloud

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - networking
      - tcp/ip
      - routing
      - dns
      - http
      - ssh
      - docker
      - kubernetes
      - devops

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - economics
      - finance
      - accounting
      - investment
      - stock
      - portfolio
      - dividend
      - hedging
      - arbitrage

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - business
      - marketing
      - management
      - strategy
      - growth
      - customer
      - revenue
      - roi
      - sales

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - research
      - methodology
      - literature review
      - peer review
      - citation
      - publication
      - academic
      - thesis
      - grant

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - engineering
      - mechanical
      - electrical
      - civil
      - robotics
      - control
      - signal
      - embedded
      - aerospace

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - medicine
      - clinical
      - diagnosis
      - treatment
      - surgery
      - radiology
      - cardiology
      - neurology
      - oncology

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - astronomy
      - cosmology
      - astrophysics
      - galaxy
      - black hole
      - planet
      - orbit
      - telescope
      - nebula

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - environment
      - sustainability
      - climate
      - ecosystem
      - biodiversity
      - conservation
      - renewable
      - solar
      - wind
      - hydro

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - psychology
      - cognition
      - behavior
      - emotion
      - memory
      - learning
      - mental
      - therapy
      - personality

  - source_model: Qwen/Qwen3-4B-Thinking-2507
    positive_prompts:
      - philosophy
      - ethics
      - metaphysics
      - epistemology
      - ontology
      - virtue
      - morality
      - existence
      - consciousness

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - creative
      - write
      - story
      - narrative
      - fiction
      - poetry
      - essay
      - dialogue
      - character

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - translate
      - language
      - english
      - french
      - spanish
      - german
      - chinese
      - japanese
      - arabic
      - hindi

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - summarize
      - paraphrase
      - condense
      - digest
      - shorten
      - main idea
      - key points
      - outline
      - abstract

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - explain
      - tutorial
      - guide
      - walkthrough
      - step-by-step
      - beginner
      - advanced
      - how to
      - instruction

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - education
      - teach
      - learn
      - lecture
      - lesson
      - homework
      - quiz
      - exam
      - grade

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - email
      - letter
      - memo
      - professional
      - formal
      - informal
      - greeting
      - signature
      - subject

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - article
      - blog
      - post
      - seo
      - headline
      - introduction
      - conclusion
      - call to action

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - documentation
      - manual
      - api
      - reference
      - quick start
      - installation
      - configuration
      - usage
      - faq

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - report
      - analysis
      - finding
      - recommendation
      - executive summary
      - chart
      - graph
      - table
      - appendix

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - grammar
      - punctuation
      - spelling
      - syntax
      - tense
      - preposition
      - conjunction
      - clause
      - sentence

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - proofreading
      - editing
      - revise
      - polish
      - refine
      - copyedit
      - style
      - clarity
      - conciseness

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - history
      - civilization
      - revolution
      - war
      - renaissance
      - enlightenment
      - industrial
      - colonial
      - cold war

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - geography
      - map
      - country
      - capital
      - city
      - region
      - continent
      - ocean
      - mountain

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - culture
      - tradition
      - customs
      - festival
      - cuisine
      - music
      - art
      - dance
      - fashion

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - politics
      - government
      - democracy
      - election
      - policy
      - parliament
      - constitution
      - rights
      - law

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - travel
      - tourism
      - destination
      - itinerary
      - accommodation
      - sightseeing
      - cuisine
      - adventure
      - guide

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - architecture
      - design
      - planning
      - blueprint
      - structure
      - urban
      - interior
      - landscape
      - sustainable

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - gaming
      - minecraft
      - rpg
      - strategy
      - multiplayer
      - modding
      - server
      - community
      - moderation

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - roleplay
      - scenario
      - character
      - dialogue
      - immersive
      - worldbuilding
      - lore
      - backstory
      - action

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - brainstorm
      - idea
      - concept
      - innovation
      - prototype
      - solution
      - problem
      - challenge
      - opportunity

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - productivity
      - workflow
      - automation
      - project
      - milestone
      - deadline
      - team
      - collaboration
      - tool

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - personal
      - life
      - health
      - fitness
      - nutrition
      - wellness
      - relationship
      - career
      - success

  - source_model: Qwen/Qwen3-4B-Instruct-2507
    positive_prompts:
      - motivation
      - inspiration
      - mindset
      - confidence
      - positivity
      - meditation
      - mindfulness
      - gratitude
      - reflection