METAMORPHIC tech stack
METAMORPHIC builds mostly with Python, C++, Rust, SQL. Its stack also includes PyTorch, Weights & Biases, CUDA Toolkit, CUDA. Python is named in 8 of the 10 job postings METAMORPHIC published in the last 12 months (80%). Counted by Alion from the job postings of METAMORPHIC, updated Sep 27, 2026.
What programming languages does METAMORPHIC use?
Python is named in 80% of job postings at METAMORPHIC, followed by C++ (30%), Rust (20%), SQL (10%).
What frameworks and libraries does METAMORPHIC use?
PyTorch is named in 70% of job postings at METAMORPHIC, followed by CUDA (30%), Dagster (30%), Ray (30%).
PyTorch
7 70%
Dagster
3 30%
Ray
3 30%
DeepSpeed
2 20%
TensorRT-LLM
2 20%
Show all (16)
What cloud and platforms does METAMORPHIC use?
Weights & Biases is named in 40% of job postings at METAMORPHIC, followed by CUDA Toolkit (30%), Kubernetes (30%), MLFlow (30%).
Weights & Biases
4 40%
CUDA Toolkit
3 30%
Kubernetes
3 30%
MLFlow
3 30%
Prefect
2 20%
vLLM
2 20%
AWS
1 10%
Azure
1 10%
Show all (10)
What developer tools does METAMORPHIC use?
Docker is named in 30% of job postings at METAMORPHIC, followed by SkyPilot (20%), TensorRT (20%), Claude Code (10%).
Docker
3 30%
SkyPilot
2 20%
TensorRT
2 20%
Claude Code
1 10%
DVC
1 10%
What AI and ML technologies does METAMORPHIC use?
Claude is named in 10% of job postings at METAMORPHIC, followed by Gemini (10%), Qwen (10%).
Which engineering practices does METAMORPHIC ask for?
Machine Learning is named in 100% of job postings at METAMORPHIC, followed by Multimodal AI (80%), Embodied AI (20%), World Models (20%).
Multimodal AI
8 80%
Computer Vision
2 20%
Fine-tuning
2 20%
Mixture of Experts
2 20%
Show all (29)
What does each METAMORPHIC team work with?
The technologies each team's postings require most often, with the number of postings that require them.
AI/ML
8 postingsHow does your stack fit METAMORPHIC?
How is the METAMORPHIC stack changing?
Read from the dates of the postings themselves: a technology is new when the first posting that names it appeared in the last six months, rising or falling when its share of postings moved between the last two quarters.
How modern is the METAMORPHIC stack?
METAMORPHIC scores 79 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 3; legacy ones: 0.
Companies with a stack like METAMORPHIC
Questions about the METAMORPHIC tech stack
What programming languages does METAMORPHIC use?
The languages named in METAMORPHIC job postings are Python (80%), C++ (30%), Rust (20%), SQL (10%), as a share of the 10 postings of the last 12 months.
Does METAMORPHIC use PyTorch?
Yes. PyTorch is named in 7 of 10 job postings (70%) and required in 7 of them.
What cloud and platforms does METAMORPHIC use?
The cloud and platforms named in METAMORPHIC job postings are Weights & Biases (4), CUDA Toolkit (3), Kubernetes (3) (postings in brackets).
What skills do you need for a AI/ML job at METAMORPHIC?
AI/ML postings at METAMORPHIC most often require PyTorch (7), Python (6), CUDA (2), CUDA Toolkit (2), out of 8 postings in the last 12 months.
Is the METAMORPHIC tech stack changing?
No new technology has appeared in METAMORPHIC job postings in the last six months.
How modern is the METAMORPHIC tech stack?
METAMORPHIC scores 79 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 3; legacy ones: 0.
How does Alion know the METAMORPHIC tech stack?
Alion reads every job posting METAMORPHIC publishes and tags the technologies each one names. The figures on this page count the 10 postings of the last 12 months and were updated on Sep 27, 2026.
Method and citation
Alion reads every job posting the company publishes and tags the technologies each one names. Shares count the postings of the last 12 months, open and closed; the company's own products are counted apart. How we count
Alion, "METAMORPHIC tech stack: 69 technologies from 10 job postings", as of Sep 27, 2026. https://alion.io/company/metamorphic-2/technologies