{"company":{"id":65163,"name":"Lila Sciences","domain":"lila.ai","url":"https://alion.io/company/lila-ai"},"answer":"Lila Sciences builds mostly with Python, SQL, TypeScript, C++. Its stack also includes AWS, Kubernetes, PyTorch, FastAPI. Python is named in 65 of the 106 job postings Lila Sciences published in the last 12 months (61%). Counted by Alion from the job postings of Lila Sciences, updated Sep 28, 2026.","window_days":365,"postings_analysed":106,"open_postings":81,"technologies_in_use":167,"modernity_score":81,"ai_adoption":true,"technologies":[{"name":"Python","layer":"languages","postings":65,"share":0.6132,"required":54,"open_postings":52,"first_seen":"2025-10-06","last_seen":"2026-09-24","median_stated_pay_usd":240000},{"name":"Machine Learning","layer":"practices","postings":52,"share":0.4906,"required":45,"open_postings":43,"first_seen":"2025-10-06","last_seen":"2026-09-24","median_stated_pay_usd":280000},{"name":"AI Agents","layer":"practices","postings":40,"share":0.3774,"required":32,"open_postings":29,"first_seen":"2025-10-06","last_seen":"2026-09-21","median_stated_pay_usd":288000},{"name":"AWS","layer":"cloud","postings":29,"share":0.2736,"required":26,"open_postings":22,"first_seen":"2025-10-06","last_seen":"2026-09-21","median_stated_pay_usd":271000},{"name":"Kubernetes","layer":"cloud","postings":26,"share":0.2453,"required":24,"open_postings":20,"first_seen":"2025-10-06","last_seen":"2026-09-21","median_stated_pay_usd":272000},{"name":"CI/CD","layer":"practices","postings":23,"share":0.217,"required":13,"open_postings":18,"first_seen":"2025-10-06","last_seen":"2026-08-27","median_stated_pay_usd":270000},{"name":"PyTorch","layer":"frameworks","postings":22,"share":0.2075,"required":16,"open_postings":16,"first_seen":"2025-10-06","last_seen":"2026-09-08","median_stated_pay_usd":304000},{"name":"Terraform","layer":"tools","postings":20,"share":0.1887,"required":9,"open_postings":15,"first_seen":"2025-10-06","last_seen":"2026-09-21","median_stated_pay_usd":270000},{"name":"SQL","layer":"languages","postings":17,"share":0.1604,"required":17,"open_postings":13,"first_seen":"2025-10-06","last_seen":"2026-09-21","median_stated_pay_usd":256000},{"name":"FastAPI","layer":"frameworks","postings":16,"share":0.1509,"required":16,"open_postings":12,"first_seen":"2025-10-06","last_seen":"2026-09-21","median_stated_pay_usd":256000},{"name":"GitHub Actions","layer":"cloud","postings":16,"share":0.1509,"required":4,"open_postings":13,"first_seen":"2025-10-06","last_seen":"2026-08-27","median_stated_pay_usd":256000},{"name":"LLM","layer":"ai","postings":15,"share":0.1415,"required":13,"open_postings":12,"first_seen":"2025-10-06","last_seen":"2026-08-27","median_stated_pay_usd":294000},{"name":"TypeScript","layer":"languages","postings":15,"share":0.1415,"required":13,"open_postings":12,"first_seen":"2025-10-06","last_seen":"2026-08-27","median_stated_pay_usd":280000},{"name":"Multimodal AI","layer":"practices","postings":13,"share":0.1226,"required":13,"open_postings":10,"first_seen":"2025-11-03","last_seen":"2026-09-15","median_stated_pay_usd":358000},{"name":"CloudFormation","layer":"tools","postings":13,"share":0.1226,"required":3,"open_postings":9,"first_seen":"2025-10-06","last_seen":"2026-08-27","median_stated_pay_usd":263000},{"name":"JAX","layer":"frameworks","postings":11,"share":0.1038,"required":11,"open_postings":8,"first_seen":"2025-10-06","last_seen":"2026-09-08","median_stated_pay_usd":304000},{"name":"Prefect","layer":"cloud","postings":11,"share":0.1038,"required":3,"open_postings":8,"first_seen":"2026-03-23","last_seen":"2026-09-01","median_stated_pay_usd":256000},{"name":"Model Context Protocol","layer":"tools","postings":10,"share":0.0943,"required":7,"open_postings":7,"first_seen":"2026-05-21","last_seen":"2026-09-21","median_stated_pay_usd":272000},{"name":"RAG","layer":"practices","postings":10,"share":0.0943,"required":4,"open_postings":9,"first_seen":"2025-10-06","last_seen":"2026-09-08","median_stated_pay_usd":272000},{"name":"Tool Use","layer":"practices","postings":10,"share":0.0943,"required":4,"open_postings":7,"first_seen":"2025-10-06","last_seen":"2026-09-08","median_stated_pay_usd":301000},{"name":"Dagster","layer":"frameworks","postings":10,"share":0.0943,"required":3,"open_postings":7,"first_seen":"2026-03-23","last_seen":"2026-09-01","median_stated_pay_usd":264000},{"name":"GCP","layer":"cloud","postings":9,"share":0.0849,"required":6,"open_postings":8,"first_seen":"2026-04-01","last_seen":"2026-09-21","median_stated_pay_usd":288000},{"name":"NumPy","layer":"frameworks","postings":9,"share":0.0849,"required":3,"open_postings":9,"first_seen":"2025-10-06","last_seen":"2026-09-02","median_stated_pay_usd":256000},{"name":"Ray","layer":"frameworks","postings":8,"share":0.0755,"required":7,"open_postings":6,"first_seen":"2025-10-06","last_seen":"2026-09-15","median_stated_pay_usd":243000},{"name":"Flyte","layer":"cloud","postings":8,"share":0.0755,"required":4,"open_postings":7,"first_seen":"2026-05-21","last_seen":"2026-09-02","median_stated_pay_usd":248000},{"name":"SciPy","layer":"frameworks","postings":8,"share":0.0755,"required":2,"open_postings":8,"first_seen":"2025-10-06","last_seen":"2026-09-02","median_stated_pay_usd":272000},{"name":"Pydantic","layer":"frameworks","postings":7,"share":0.066,"required":7,"open_postings":4,"first_seen":"2026-05-21","last_seen":"2026-05-29","median_stated_pay_usd":256000},{"name":"Agentic Workflows","layer":"practices","postings":7,"share":0.066,"required":3,"open_postings":5,"first_seen":"2026-07-01","last_seen":"2026-09-15","median_stated_pay_usd":217800},{"name":"TensorFlow","layer":"frameworks","postings":6,"share":0.0566,"required":6,"open_postings":6,"first_seen":"2025-10-06","last_seen":"2026-09-08","median_stated_pay_usd":301000},{"name":"Fine-tuning","layer":"practices","postings":6,"share":0.0566,"required":5,"open_postings":4,"first_seen":"2025-10-06","last_seen":"2026-08-03","median_stated_pay_usd":null},{"name":"Post-training","layer":"practices","postings":6,"share":0.0566,"required":4,"open_postings":3,"first_seen":"2025-10-06","last_seen":"2026-09-08","median_stated_pay_usd":301000},{"name":"Function Calling","layer":"practices","postings":6,"share":0.0566,"required":3,"open_postings":4,"first_seen":"2025-10-06","last_seen":"2026-09-08","median_stated_pay_usd":293500},{"name":"Diffusion Models","layer":"practices","postings":6,"share":0.0566,"required":2,"open_postings":5,"first_seen":"2026-04-27","last_seen":"2026-09-15","median_stated_pay_usd":358000},{"name":"C++","layer":"languages","postings":5,"share":0.0472,"required":3,"open_postings":3,"first_seen":"2025-10-06","last_seen":"2026-08-06","median_stated_pay_usd":217866},{"name":"CUDA","layer":"frameworks","postings":5,"share":0.0472,"required":3,"open_postings":2,"first_seen":"2025-10-06","last_seen":"2026-08-05","median_stated_pay_usd":289000},{"name":"CUDA Toolkit","layer":"cloud","postings":5,"share":0.0472,"required":3,"open_postings":2,"first_seen":"2025-10-06","last_seen":"2026-08-05","median_stated_pay_usd":289000},{"name":"Django","layer":"frameworks","postings":5,"share":0.0472,"required":3,"open_postings":5,"first_seen":"2025-10-06","last_seen":"2026-05-29","median_stated_pay_usd":288000},{"name":"MQTT","layer":"tools","postings":5,"share":0.0472,"required":1,"open_postings":4,"first_seen":"2026-05-26","last_seen":"2026-08-10","median_stated_pay_usd":217866},{"name":"RLHF","layer":"practices","postings":5,"share":0.0472,"required":1,"open_postings":2,"first_seen":"2025-10-06","last_seen":"2026-09-08","median_stated_pay_usd":null},{"name":"Physical AI","layer":"practices","postings":4,"share":0.0377,"required":4,"open_postings":3,"first_seen":"2026-05-29","last_seen":"2026-08-10","median_stated_pay_usd":null},{"name":"Amazon S3","layer":"cloud","postings":4,"share":0.0377,"required":3,"open_postings":4,"first_seen":"2026-04-01","last_seen":"2026-08-10","median_stated_pay_usd":null},{"name":"Docker","layer":"tools","postings":4,"share":0.0377,"required":3,"open_postings":3,"first_seen":"2025-10-06","last_seen":"2026-09-02","median_stated_pay_usd":null},{"name":"NLP","layer":"practices","postings":4,"share":0.0377,"required":3,"open_postings":2,"first_seen":"2025-11-03","last_seen":"2026-07-10","median_stated_pay_usd":null},{"name":"Rest API","layer":"tools","postings":4,"share":0.0377,"required":2,"open_postings":2,"first_seen":"2026-07-07","last_seen":"2026-09-21","median_stated_pay_usd":null},{"name":"SQLModel","layer":"frameworks","postings":4,"share":0.0377,"required":2,"open_postings":4,"first_seen":"2026-05-21","last_seen":"2026-05-29","median_stated_pay_usd":null},{"name":"Azure","layer":"cloud","postings":4,"share":0.0377,"required":0,"open_postings":3,"first_seen":"2026-05-21","last_seen":"2026-08-03","median_stated_pay_usd":null},{"name":"Knowledge Graph","layer":"practices","postings":4,"share":0.0377,"required":0,"open_postings":3,"first_seen":"2025-11-03","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"LLM Evaluation","layer":"practices","postings":4,"share":0.0377,"required":0,"open_postings":4,"first_seen":"2025-10-06","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"ETL/ELT","layer":"practices","postings":3,"share":0.0283,"required":3,"open_postings":3,"first_seen":"2025-10-06","last_seen":"2026-09-01","median_stated_pay_usd":null},{"name":"Edge AI","layer":"practices","postings":3,"share":0.0283,"required":3,"open_postings":3,"first_seen":"2026-03-23","last_seen":"2026-05-26","median_stated_pay_usd":null},{"name":"Hugging Face","layer":"cloud","postings":3,"share":0.0283,"required":3,"open_postings":1,"first_seen":"2025-11-03","last_seen":"2026-02-03","median_stated_pay_usd":null},{"name":"IAM","layer":"practices","postings":3,"share":0.0283,"required":3,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"LLM Guardrails","layer":"practices","postings":3,"share":0.0283,"required":3,"open_postings":2,"first_seen":"2026-07-01","last_seen":"2026-08-03","median_stated_pay_usd":null},{"name":"Platform Engineering","layer":"practices","postings":3,"share":0.0283,"required":3,"open_postings":3,"first_seen":"2026-06-23","last_seen":"2026-09-21","median_stated_pay_usd":null},{"name":"PostgreSQL","layer":"data","postings":3,"share":0.0283,"required":3,"open_postings":3,"first_seen":"2026-05-26","last_seen":"2026-09-01","median_stated_pay_usd":null},{"name":"SFT","layer":"practices","postings":3,"share":0.0283,"required":3,"open_postings":2,"first_seen":"2025-10-06","last_seen":"2026-09-08","median_stated_pay_usd":null},{"name":"SolidWorks","layer":"tools","postings":3,"share":0.0283,"required":3,"open_postings":2,"first_seen":"2026-07-20","last_seen":"2026-08-06","median_stated_pay_usd":null},{"name":"Digital Twin","layer":"practices","postings":3,"share":0.0283,"required":2,"open_postings":3,"first_seen":"2025-10-06","last_seen":"2026-08-10","median_stated_pay_usd":null},{"name":"Git","layer":"tools","postings":3,"share":0.0283,"required":2,"open_postings":2,"first_seen":"2026-03-20","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Go","layer":"languages","postings":3,"share":0.0283,"required":2,"open_postings":2,"first_seen":"2026-04-29","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"HPC","layer":"practices","postings":3,"share":0.0283,"required":2,"open_postings":1,"first_seen":"2025-10-06","last_seen":"2026-08-22","median_stated_pay_usd":null},{"name":"GRPO","layer":"practices","postings":3,"share":0.0283,"required":1,"open_postings":2,"first_seen":"2025-10-06","last_seen":"2026-09-08","median_stated_pay_usd":null},{"name":"Mixture of Experts","layer":"practices","postings":3,"share":0.0283,"required":1,"open_postings":2,"first_seen":"2025-10-06","last_seen":"2026-09-08","median_stated_pay_usd":null},{"name":"NATS","layer":"cloud","postings":3,"share":0.0283,"required":1,"open_postings":3,"first_seen":"2026-05-26","last_seen":"2026-09-01","median_stated_pay_usd":null},{"name":"OCR","layer":"practices","postings":3,"share":0.0283,"required":1,"open_postings":1,"first_seen":"2025-11-03","last_seen":"2026-06-11","median_stated_pay_usd":null},{"name":"Reinforcement Learning","layer":"practices","postings":3,"share":0.0283,"required":1,"open_postings":2,"first_seen":"2025-10-06","last_seen":"2026-08-03","median_stated_pay_usd":null},{"name":"JavaScript","layer":"languages","postings":3,"share":0.0283,"required":0,"open_postings":3,"first_seen":"2025-10-06","last_seen":"2026-07-09","median_stated_pay_usd":null},{"name":"Amazon EKS","layer":"cloud","postings":2,"share":0.0189,"required":2,"open_postings":2,"first_seen":"2026-07-28","last_seen":"2026-08-10","median_stated_pay_usd":null},{"name":"AutoCAD","layer":"tools","postings":2,"share":0.0189,"required":2,"open_postings":1,"first_seen":"2026-07-20","last_seen":"2026-07-23","median_stated_pay_usd":null},{"name":"DeepSpeed","layer":"frameworks","postings":2,"share":0.0189,"required":2,"open_postings":1,"first_seen":"2025-10-06","last_seen":"2026-07-01","median_stated_pay_usd":null},{"name":"Linux","layer":"cloud","postings":2,"share":0.0189,"required":2,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-08-03","median_stated_pay_usd":null},{"name":"Megatron-LM","layer":"frameworks","postings":2,"share":0.0189,"required":2,"open_postings":1,"first_seen":"2025-10-06","last_seen":"2026-07-01","median_stated_pay_usd":null},{"name":"PowerShell","layer":"languages","postings":2,"share":0.0189,"required":2,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-08-03","median_stated_pay_usd":null},{"name":"SQLAlchemy","layer":"frameworks","postings":2,"share":0.0189,"required":2,"open_postings":2,"first_seen":"2026-05-26","last_seen":"2026-05-29","median_stated_pay_usd":null},{"name":"Apache Kafka","layer":"cloud","postings":2,"share":0.0189,"required":1,"open_postings":2,"first_seen":"2026-04-01","last_seen":"2026-09-01","median_stated_pay_usd":null},{"name":"DHCP","layer":"practices","postings":2,"share":0.0189,"required":1,"open_postings":1,"first_seen":"2026-07-23","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"DuckDB","layer":"data","postings":2,"share":0.0189,"required":1,"open_postings":2,"first_seen":"2026-04-01","last_seen":"2026-09-01","median_stated_pay_usd":null},{"name":"Helm","layer":"tools","postings":2,"share":0.0189,"required":1,"open_postings":2,"first_seen":"2026-04-29","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Chaos Engineering","layer":"practices","postings":2,"share":0.0189,"required":0,"open_postings":2,"first_seen":"2026-07-09","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Incident Management","layer":"practices","postings":2,"share":0.0189,"required":0,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-08-10","median_stated_pay_usd":null},{"name":"Material Design","layer":"practices","postings":2,"share":0.0189,"required":0,"open_postings":2,"first_seen":"2026-01-23","last_seen":"2026-01-28","median_stated_pay_usd":null},{"name":"OPC UA","layer":"tools","postings":2,"share":0.0189,"required":0,"open_postings":1,"first_seen":"2026-07-20","last_seen":"2026-07-23","median_stated_pay_usd":null},{"name":"React.js","layer":"frameworks","postings":2,"share":0.0189,"required":0,"open_postings":2,"first_seen":"2025-10-06","last_seen":"2025-10-06","median_stated_pay_usd":null},{"name":"Triton","layer":"frameworks","postings":2,"share":0.0189,"required":0,"open_postings":1,"first_seen":"2026-02-03","last_seen":"2026-08-05","median_stated_pay_usd":null},{"name":".NET","layer":"cloud","postings":1,"share":0.0094,"required":1,"open_postings":0,"first_seen":"2026-03-20","last_seen":"2026-03-20","median_stated_pay_usd":null},{"name":"A/B Testing","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"AWS Trainium","layer":"tools","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Active Directory","layer":"cloud","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Amazon EC2","layer":"cloud","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"ArgoCD","layer":"tools","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2025-10-06","last_seen":"2025-10-06","median_stated_pay_usd":null},{"name":"BigQuery","layer":"data","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-04-01","last_seen":"2026-04-01","median_stated_pay_usd":null},{"name":"C#","layer":"languages","postings":1,"share":0.0094,"required":1,"open_postings":0,"first_seen":"2026-03-20","last_seen":"2026-03-20","median_stated_pay_usd":null},{"name":"ClickHouse","layer":"data","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-04-01","last_seen":"2026-04-01","median_stated_pay_usd":null},{"name":"Computer Vision","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-06-11","last_seen":"2026-06-11","median_stated_pay_usd":null},{"name":"Context Engineering","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Contrastive Learning","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":0,"first_seen":"2026-08-03","last_seen":"2026-08-03","median_stated_pay_usd":null},{"name":"DNS","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"DPO","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-09-08","last_seen":"2026-09-08","median_stated_pay_usd":null},{"name":"Delta Lake","layer":"data","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-06-02","last_seen":"2026-06-02","median_stated_pay_usd":null},{"name":"Embeddings","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-09-15","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Figma","layer":"cloud","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-08-10","last_seen":"2026-08-10","median_stated_pay_usd":null},{"name":"Flask","layer":"frameworks","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2025-10-06","last_seen":"2025-10-06","median_stated_pay_usd":null},{"name":"Flink","layer":"frameworks","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-04-01","last_seen":"2026-04-01","median_stated_pay_usd":null},{"name":"GitHub","layer":"cloud","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-08-06","last_seen":"2026-08-06","median_stated_pay_usd":null},{"name":"GitOps","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2025-10-06","last_seen":"2025-10-06","median_stated_pay_usd":null},{"name":"Google BigQuery","layer":"data","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-04-01","last_seen":"2026-04-01","median_stated_pay_usd":null},{"name":"GraphQL","layer":"tools","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-05-21","last_seen":"2026-05-21","median_stated_pay_usd":null},{"name":"Human-in-the-Loop","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-08-10","last_seen":"2026-08-10","median_stated_pay_usd":null},{"name":"Hyper-V","layer":"tools","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Java","layer":"languages","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-03-20","last_seen":"2026-03-20","median_stated_pay_usd":null},{"name":"KV Cache","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Knowledge Distillation","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":0,"first_seen":"2025-10-06","last_seen":"2025-10-06","median_stated_pay_usd":null},{"name":"MATLAB","layer":"languages","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-09-15","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Microsoft Entra ID","layer":"cloud","postings":1,"share":0.0094,"required":1,"open_postings":0,"first_seen":"2026-09-15","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"Microsoft Excel","layer":"tools","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-03-29","last_seen":"2026-03-29","median_stated_pay_usd":null},{"name":"Model Distillation","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":0,"first_seen":"2025-10-06","last_seen":"2025-10-06","median_stated_pay_usd":null},{"name":"NCCL","layer":"frameworks","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Okta","layer":"cloud","postings":1,"share":0.0094,"required":1,"open_postings":0,"first_seen":"2026-09-15","last_seen":"2026-09-15","median_stated_pay_usd":null},{"name":"PPO","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-09-08","last_seen":"2026-09-08","median_stated_pay_usd":null},{"name":"Playwright","layer":"frameworks","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-08-10","last_seen":"2026-08-10","median_stated_pay_usd":null},{"name":"Proxmox VE","layer":"tools","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Pytest","layer":"frameworks","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-08-10","last_seen":"2026-08-10","median_stated_pay_usd":null},{"name":"ROS2","layer":"frameworks","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-09-22","last_seen":"2026-09-22","median_stated_pay_usd":null},{"name":"SIEM","layer":"cloud","postings":1,"share":0.0094,"required":1,"open_postings":0,"first_seen":"2026-08-03","last_seen":"2026-08-03","median_stated_pay_usd":null},{"name":"SLI/SLO/SLA","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"SLURM","layer":"tools","postings":1,"share":0.0094,"required":1,"open_postings":0,"first_seen":"2026-08-03","last_seen":"2026-08-03","median_stated_pay_usd":null},{"name":"Scikit-learn","layer":"frameworks","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-08-03","last_seen":"2026-08-03","median_stated_pay_usd":null},{"name":"Self-Healing","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-09","last_seen":"2026-07-09","median_stated_pay_usd":null},{"name":"Self-Supervised Learning","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":0,"first_seen":"2026-08-03","last_seen":"2026-08-03","median_stated_pay_usd":null},{"name":"Synthetic Data","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":0,"first_seen":"2025-10-06","last_seen":"2025-10-06","median_stated_pay_usd":null},{"name":"TCP/IP","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"TGI","layer":"cloud","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Temporal","layer":"frameworks","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-08-10","last_seen":"2026-08-10","median_stated_pay_usd":null},{"name":"Transfer Learning","layer":"practices","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-08-03","last_seen":"2026-08-03","median_stated_pay_usd":null},{"name":"Transformers","layer":"frameworks","postings":1,"share":0.0094,"required":1,"open_postings":0,"first_seen":"2025-11-03","last_seen":"2025-11-03","median_stated_pay_usd":null},{"name":"Triton Inference Server","layer":"tools","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"VMWare","layer":"cloud","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Vitest","layer":"frameworks","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-08-10","last_seen":"2026-08-10","median_stated_pay_usd":null},{"name":"Windows","layer":"cloud","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Windows Server","layer":"cloud","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Wiz","layer":"cloud","postings":1,"share":0.0094,"required":1,"open_postings":0,"first_seen":"2026-08-03","last_seen":"2026-08-03","median_stated_pay_usd":null},{"name":"gRPC","layer":"tools","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-02-03","last_seen":"2026-02-03","median_stated_pay_usd":null},{"name":"vLLM","layer":"cloud","postings":1,"share":0.0094,"required":1,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"AWQ","layer":"ai","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Bazel","layer":"tools","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2026-07-09","last_seen":"2026-07-09","median_stated_pay_usd":null},{"name":"CAPA","layer":"tools","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2026-07-20","last_seen":"2026-07-20","median_stated_pay_usd":null},{"name":"Claude Code","layer":"tools","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2026-06-02","last_seen":"2026-06-02","median_stated_pay_usd":null},{"name":"Copilot","layer":"tools","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2026-08-27","last_seen":"2026-08-27","median_stated_pay_usd":null},{"name":"Cursor","layer":"tools","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2026-06-02","last_seen":"2026-06-02","median_stated_pay_usd":null},{"name":"FinOps","layer":"practices","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2026-08-14","last_seen":"2026-08-14","median_stated_pay_usd":null},{"name":"GPTQ","layer":"ai","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"GitLab CI","layer":"cloud","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2026-04-29","last_seen":"2026-04-29","median_stated_pay_usd":null},{"name":"Grafana","layer":"cloud","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2025-10-06","last_seen":"2025-10-06","median_stated_pay_usd":null},{"name":"Image Segmentation","layer":"practices","postings":1,"share":0.0094,"required":0,"open_postings":0,"first_seen":"2026-07-01","last_seen":"2026-07-01","median_stated_pay_usd":null},{"name":"MLFlow","layer":"cloud","postings":1,"share":0.0094,"required":0,"open_postings":0,"first_seen":"2026-05-27","last_seen":"2026-05-27","median_stated_pay_usd":null},{"name":"Microsoft Defender for Cloud","layer":"cloud","postings":1,"share":0.0094,"required":0,"open_postings":0,"first_seen":"2026-08-03","last_seen":"2026-08-03","median_stated_pay_usd":null},{"name":"Multi-Agent Systems","layer":"practices","postings":1,"share":0.0094,"required":0,"open_postings":0,"first_seen":"2025-10-06","last_seen":"2025-10-06","median_stated_pay_usd":null},{"name":"Nav2","layer":"frameworks","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2026-09-22","last_seen":"2026-09-22","median_stated_pay_usd":null},{"name":"PKI","layer":"practices","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Pandas","layer":"frameworks","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2025-10-06","last_seen":"2025-10-06","median_stated_pay_usd":null},{"name":"Polars","layer":"frameworks","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2026-09-01","last_seen":"2026-09-01","median_stated_pay_usd":null},{"name":"Prometheus","layer":"tools","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2025-10-06","last_seen":"2025-10-06","median_stated_pay_usd":null},{"name":"Quantization","layer":"practices","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Rust","layer":"languages","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Sim-to-Real","layer":"practices","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2025-10-06","last_seen":"2025-10-06","median_stated_pay_usd":null},{"name":"Speculative Decoding","layer":"practices","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2026-07-28","last_seen":"2026-07-28","median_stated_pay_usd":null},{"name":"Turborepo","layer":"tools","postings":1,"share":0.0094,"required":0,"open_postings":1,"first_seen":"2026-07-09","last_seen":"2026-07-09","median_stated_pay_usd":null}],"own_products":[],"changes":{"first_appeared":[{"name":"IAM","first_seen":"2026-07-28"},{"name":"Amazon EKS","first_seen":"2026-07-28"},{"name":"Incident Management","first_seen":"2026-07-28"},{"name":"Linux","first_seen":"2026-07-28"},{"name":"PowerShell","first_seen":"2026-07-28"},{"name":"DHCP","first_seen":"2026-07-23"},{"name":"SolidWorks","first_seen":"2026-07-20"},{"name":"AutoCAD","first_seen":"2026-07-20"}],"rising":[{"name":"Agentic Workflows","share_from":0,"share_to":12},{"name":"Ray","share_from":0,"share_to":10},{"name":"Rest API","share_from":0,"share_to":7},{"name":"Function Calling","share_from":0,"share_to":5},{"name":"C++","share_from":0,"share_to":5},{"name":"CUDA","share_from":0,"share_to":5},{"name":"CUDA Toolkit","share_from":0,"share_to":5},{"name":"Docker","share_from":0,"share_to":5}],"falling":[{"name":"AWS","share_from":55,"share_to":19},{"name":"CI/CD","share_from":45,"share_to":10},{"name":"Kubernetes","share_from":48,"share_to":16},{"name":"SQL","share_from":38,"share_to":7},{"name":"GitHub Actions","share_from":38,"share_to":7},{"name":"TypeScript","share_from":34,"share_to":3},{"name":"CloudFormation","share_from":34,"share_to":3},{"name":"Terraform","share_from":41,"share_to":12}],"not_seen_180d":[{"name":"Hugging Face","last_seen":"2026-02-03"},{"name":"Material Design","last_seen":"2026-01-28"},{"name":"React.js","last_seen":"2025-10-06"}]},"similar_stacks":[{"name":"Scale AI","url":"https://alion.io/company/scale-ai/technologies","shared_technologies":113},{"name":"Wayve","url":"https://alion.io/company/wayve/technologies","shared_technologies":97},{"name":"Crusoe","url":"https://alion.io/company/crusoe-ai/technologies","shared_technologies":117},{"name":"42dot","url":"https://alion.io/company/42dot/technologies","shared_technologies":115},{"name":"Cerebras Systems","url":"https://alion.io/company/cerebras-systems/technologies","shared_technologies":102},{"name":"Baseten","url":"https://alion.io/company/baseten/technologies","shared_technologies":93},{"name":"Millennium Management","url":"https://alion.io/company/millennium-management/technologies","shared_technologies":103},{"name":"Mistral AI","url":"https://alion.io/company/mistral-ai/technologies","shared_technologies":97}],"html_url":"https://alion.io/company/lila-ai/technologies","json_url":"https://alion.io/company/lila-ai/technologies.json","license":"CC BY-SA 4.0","meta":{"source":"Alion","built_at":"2026-09-28T09:08:42Z","generated_at":"2026-09-28T22:35:14Z"}}