{"company":{"id":7910,"name":"Panoptyc","domain":"panoptyc.com","url":"https://alion.io/company/panoptyc"},"answer":"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 17, 2026.","window_days":365,"postings_analysed":6,"open_postings":1,"technologies_in_use":48,"modernity_score":83,"ai_adoption":true,"technologies":[{"name":"Computer Vision","layer":"practices","postings":3,"share":0.5,"required":3,"open_postings":0,"first_seen":"2026-07-16","last_seen":"2026-09-08","median_stated_pay_usd":null},{"name":"Human-in-the-Loop","layer":"practices","postings":3,"share":0.5,"required":3,"open_postings":0,"first_seen":"2026-07-16","last_seen":"2026-09-10","median_stated_pay_usd":null},{"name":"CI/CD","layer":"practices","postings":2,"share":0.3333,"required":2,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"AWS","layer":"cloud","postings":2,"share":0.3333,"required":1,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"AWS Fargate","layer":"cloud","postings":2,"share":0.3333,"required":1,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"Amazon EC2","layer":"cloud","postings":2,"share":0.3333,"required":1,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"Amazon ECS","layer":"cloud","postings":2,"share":0.3333,"required":1,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"Amazon S3","layer":"cloud","postings":2,"share":0.3333,"required":1,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"Kubernetes","layer":"cloud","postings":2,"share":0.3333,"required":0,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"CircleCI","layer":"tools","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-08-01","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"Fine-tuning","layer":"practices","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"GitHub","layer":"cloud","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-08-01","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"GitHub Actions","layer":"cloud","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-08-01","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"GitLab","layer":"cloud","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-08-01","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"GitLab CI","layer":"cloud","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-08-01","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"IAM","layer":"practices","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-08-01","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"Incident Management","layer":"practices","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-08-01","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"Jenkins","layer":"tools","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-08-01","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"Jupyter Notebook","layer":"tools","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"LLaVA","layer":"ai","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"ONNX","layer":"tools","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"Quantization","layer":"practices","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"Qwen","layer":"ai","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"TensorRT","layer":"tools","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"VLM","layer":"ai","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"Windows","layer":"cloud","postings":1,"share":0.1667,"required":1,"open_postings":1,"first_seen":"2024-11-15","last_seen":"2026-03-31","median_stated_pay_usd":null},{"name":"YOLO","layer":"ai","postings":1,"share":0.1667,"required":1,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"AWS Bedrock","layer":"cloud","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"Amazon CloudWatch","layer":"cloud","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-08-01","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"Amazon SageMaker","layer":"cloud","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"CloudFormation","layer":"tools","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-08-01","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"Data Augmentation","layer":"practices","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"Datadog","layer":"cloud","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-08-01","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"Docker","layer":"tools","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"Grafana","layer":"cloud","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-08-01","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"MLFlow","layer":"cloud","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"Multimodal AI","layer":"practices","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"PagerDuty","layer":"cloud","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-08-01","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"PyTorch","layer":"frameworks","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"Python","layer":"languages","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-08-01","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"Ruby","layer":"languages","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-08-01","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"SGLang","layer":"frameworks","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"Synthetic Data","layer":"practices","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"Terraform","layer":"tools","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-08-01","last_seen":"2026-08-01","median_stated_pay_usd":null},{"name":"Transformers","layer":"frameworks","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"Weights & Biases","layer":"cloud","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"llama.cpp","layer":"tools","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null},{"name":"vLLM","layer":"cloud","postings":1,"share":0.1667,"required":0,"open_postings":0,"first_seen":"2026-07-29","last_seen":"2026-07-29","median_stated_pay_usd":null}],"own_products":[],"changes":{"first_appeared":[{"name":"CI/CD","first_seen":"2026-07-29"},{"name":"AWS","first_seen":"2026-07-29"},{"name":"AWS Fargate","first_seen":"2026-07-29"},{"name":"Amazon EC2","first_seen":"2026-07-29"},{"name":"Amazon ECS","first_seen":"2026-07-29"},{"name":"Amazon S3","first_seen":"2026-07-29"},{"name":"Kubernetes","first_seen":"2026-07-29"},{"name":"Computer Vision","first_seen":"2026-07-16"}],"rising":[],"falling":[],"not_seen_180d":[]},"similar_stacks":[{"name":"Jumio","url":"https://alion.io/company/jumio/technologies","shared_technologies":36},{"name":"Preferred Networks","url":"https://alion.io/company/preferred-networks/technologies","shared_technologies":29},{"name":"Torc Robotics","url":"https://alion.io/company/torc-robotics/technologies","shared_technologies":35},{"name":"Arka","url":"https://alion.io/company/arka-com/technologies","shared_technologies":31},{"name":"Rehire","url":"https://alion.io/company/rehire/technologies","shared_technologies":31},{"name":"Mach Industries","url":"https://alion.io/company/machindustries/technologies","shared_technologies":29},{"name":"Institute of Foundation Models","url":"https://alion.io/company/institute-of-foundation-models/technologies","shared_technologies":30},{"name":"IDFC FIRST Bank","url":"https://alion.io/company/idfcfirst/technologies","shared_technologies":29}],"html_url":"https://alion.io/company/panoptyc/technologies","json_url":"https://alion.io/company/panoptyc/technologies.json","license":"CC BY-SA 4.0","meta":{"source":"Alion","built_at":"2026-10-17T06:22:37Z","generated_at":"2026-10-17T11:34:53Z"}}