Model Roadmap

Planned ArtixCode models — from smartphone SLMs to frontier research

Three model families with multiple planned variants for coding, debugging, analysis, vulnerability assistance, codebase audit, and Bangla-English developer workflows.

Roadmap, not hype

ArtixCode's model family is planned in stages. Smaller SLM and local models are the practical first step. Larger parameter targets represent long-term research direction and may change based on infrastructure, data quality, safety evaluation, and product needs.

These models are part of the ArtixCode roadmap. Parameter targets, capabilities, and release timelines may change as research, infrastructure, and safety evaluation progress.

Model families & variants

Each family includes planned variants from lightweight SLMs to long-term frontier research targets. None are production-ready unless explicitly marked available.

Mohuya family

Planned coding assistance models for code generation, explanation, refactoring, test generation, and Bangla-English developer education.

Primary focus: Coding assistance, code generation, code explanation, refactoring, test generation, Bangla-English developer education.

Mohuya Nano

Target: 0.5B-1B parameters

SLMPlanned

A planned small language model for lightweight coding help, short explanations, and offline developer education.

Target devices

SmartphonesTabletsLow-power laptopsEdge devices

Focus areas

  • Basic coding help
  • Short code explanation
  • Bangla-English learning support
  • Simple refactoring
  • +1 more planned focus areas

Availability

Planned roadmap — not currently available

Mohuya Lite

Target: 3B parameters

MobilePlanned

A planned mobile-friendly coding model for everyday programming help and lightweight code generation.

Target devices

High-end smartphonesApple Silicon devicesConsumer laptopsLocal developer machines

Focus areas

  • Code completion
  • Simple debugging
  • Code explanation
  • Bangla-English developer support

Availability

Planned roadmap — not currently available

Mohuya Coder

Target: 7B parameters

LocalUpcoming

A planned practical coding model for local developer workflows, code generation, debugging, explanation, and refactoring.

Target devices

MacBook Pro / Mac StudioDeveloper workstationsLocal GPU machinesPrivate team servers

Focus areas

  • Code generation
  • Refactoring
  • Test generation
  • Bangla-English explanations
  • +1 more planned focus areas

Availability

Upcoming — planned for local developer workflows

Mohuya Pro

Target: 15B parameters

CloudResearch planned

A planned stronger coding model for deeper software engineering assistance, better reasoning, and more reliable multi-file understanding.

Target devices

Cloud GPU inferencePrivate team serversEnterprise inference nodes

Focus areas

  • Multi-step code generation
  • Debugging
  • Framework-specific reasoning
  • Test planning
  • +1 more planned focus areas

Availability

Research planned — cloud inference target

Mohuya Max

Target: 30B parameters

CloudResearch planned

A planned advanced coding model for larger context, deeper reasoning, and professional software workflows.

Target devices

Cloud GPU clustersEnterprise private deployments

Focus areas

  • Large-context coding help
  • Advanced refactoring
  • Code architecture support
  • Framework migration planning

Availability

Research planned — professional cloud target

Mohuya Frontier

Long-term target: 500B parameters

ResearchPrivate research

A long-term research target for a frontier-scale ArtixCode coding model focused on multilingual software engineering.

Target devices

Research-scale GPU infrastructureFuture enterprise/cloud systems

Focus areas

  • Advanced coding intelligence
  • Multilingual developer support
  • Large-scale software reasoning
  • Autonomous coding workflows

Availability

Private research — long-term frontier target

From smartphone SLMs to frontier research

Planned scale progression across all ArtixCode model families. Smaller variants are practical first steps; frontier targets represent long-term research direction.

1

Nano

0.5B–1B

Smartphone-runnable SLM targets for lightweight help

2

Lite

3B

Mobile/on-device targets for everyday developer workflows

3

Core

7B

Local developer models — Coder, Debug, Review

4

Pro

15B

Cloud professional models — Pro, Analyst, Audit

5

Max

30B

Enterprise-scale models — Max, Secure, Enterprise

6

Frontier

500B–700B

Long-term research targets — not currently available

Capability matrix

Planned capability focus across model families. Values reflect roadmap intent—not current availability or benchmark results.

CapabilityMohuyaAzihaAronna
Code generationPlannedNot primary focusNot primary focus
DebuggingPlannedAdvanced plannedResearch planned
Bangla-English explanationPlannedPlannedNot primary focus
Architecture analysisPlannedAdvanced plannedResearch planned
Vulnerability assistanceNot primary focusAdvanced plannedResearch planned
Codebase auditNot primary focusPlannedAdvanced planned
Repository scanningNot primary focusPlannedAdvanced planned
Enterprise security reviewNot primary focusResearch plannedAdvanced planned
Autonomous developer workflowsResearch plannedResearch plannedAdvanced planned

Built for defensive, authorized engineering

  • ArtixCode models are intended to help developers improve code quality, reliability, and security.
  • Vulnerability assistance must be used only on owned or authorized systems.
  • Outputs must be reviewed before production use.
  • Private user code will not be used for model training without explicit consent.
  • Official benchmark results will be published only after evaluation.

Roadmap timeline

ArtixCode's phased approach from web assistant to planned frontier research models.

Phase 1

ArtixCode web assistant

Live assistant workflows for generation, debugging, and explanation on the ArtixCode platform.

Current focus

Phase 2

Bangla-English coding dataset

Curated Bangla-English coding dataset with consent-first collection for multilingual developer support.

Planned

Phase 3

SLM and mobile targets

Research planning for Nano and Lite variants — planned smartphone-runnable SLMs and mobile/on-device coding models.

Planned

Phase 4

Local 7B developer models

Upcoming local models — Mohuya Coder, Aziha Debug, and Aronna Review for practical developer workstations.

Planned

Phase 5

Cloud 15B/30B professional models

Research planning for Pro, Analyst, Audit, Max, Secure, and Enterprise variants for team and cloud inference.

Planned

Phase 6

Frontier research targets

Long-term private research for 500B–700B frontier models across Mohuya, Aziha, and Aronna families.

Planned

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