Panoptyc tech stack
Panoptyc builds mostly with Python, Ruby. Its stack also includes AWS, AWS Fargate, PyTorch, SGLang. AWS is named in 2 of the 6 job postings Panoptyc published in the last 12 months (33%). Counted by Alion from the job postings of Panoptyc, updated Oct 16, 2026.
What programming languages does Panoptyc use?
Python is named in 17% of job postings at Panoptyc, followed by Ruby (17%).
What frameworks and libraries does Panoptyc use?
PyTorch is named in 17% of job postings at Panoptyc, followed by SGLang (17%), Transformers (17%).
What cloud and platforms does Panoptyc use?
AWS is named in 33% of job postings at Panoptyc, followed by AWS Fargate (33%), Amazon EC2 (33%), Amazon ECS (33%).
AWS
2 33%
AWS Fargate
2 33%
Amazon EC2
2 33%
Kubernetes
2 33%
GitHub
1 17%
GitHub Actions
1 17%
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What developer tools does Panoptyc use?
CircleCI is named in 17% of job postings at Panoptyc, followed by Jenkins (17%), Jupyter Notebook (17%), ONNX (17%).
CircleCI
1 17%
Jenkins
1 17%
Jupyter Notebook
1 17%
ONNX
1 17%
TensorRT
1 17%
CloudFormation
1 17%
Docker
1 17%
Terraform
1 17%
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What AI and ML technologies does Panoptyc use?
LLaVA is named in 17% of job postings at Panoptyc, followed by Qwen (17%), VLM (17%), YOLO (17%).
Which engineering practices does Panoptyc ask for?
Computer Vision is named in 50% of job postings at Panoptyc, followed by Human-in-the-Loop (50%), CI/CD (33%), Fine-tuning (17%).
Computer Vision
3 50%
CI/CD
2 33%
Fine-tuning
1 17%
Incident Management
1 17%
Quantization
1 17%
Data Augmentation
1 17%
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How does your stack fit Panoptyc?
How is the Panoptyc 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 Panoptyc stack?
Panoptyc scores 83 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: 4; legacy ones: 0.
How common is the Panoptyc stack in its industry?
Share of the 272 companies in the same industries, whose stack Alion knows, that use each technology.
Companies with a stack like Panoptyc
Questions about the Panoptyc tech stack
What programming languages does Panoptyc use?
The languages named in Panoptyc job postings are Python (17%), Ruby (17%), as a share of the 6 postings of the last 12 months.
Does Panoptyc use AWS?
Yes. AWS is named in 2 of 6 job postings (33%) and required in 1 of them.
What cloud and platforms does Panoptyc use?
The cloud and platforms named in Panoptyc job postings are AWS (2), AWS Fargate (2), Amazon EC2 (2) (postings in brackets).
Is the Panoptyc tech stack changing?
Yes. CI/CD, AWS, AWS Fargate, Amazon EC2 first appeared in Panoptyc job postings in the last six months.
How modern is the Panoptyc tech stack?
Panoptyc scores 83 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: 4; legacy ones: 0.
How does Alion know the Panoptyc tech stack?
Alion reads every job posting Panoptyc publishes and tags the technologies each one names. The figures on this page count the 6 postings of the last 12 months and were updated on Oct 16, 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, "Panoptyc tech stack: 48 technologies from 6 job postings", as of Oct 16, 2026. https://alion.io/company/panoptyc/technologies