Lila Sciences
Materials Science & Nanotechnology · Laboratory & Pharmaceutical Robotics

Lila Sciences tech stack

Lila Sciences builds mostly with Python, SQL, TypeScript, C++. Its stack also includes AWS, Kubernetes, PyTorch, FastAPI. Python is named in 89 of the 148 job postings Lila Sciences published in the last 12 months (60%). Counted by Alion from the job postings of Lila Sciences, updated Nov 12, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 12, 2026
Technologies in use
209
Postings analysed
148
Open now
91
Modernity
79 /100
New in 6 months
8

What programming languages does Lila Sciences use?

Python is named in 60% of job postings at Lila Sciences, followed by SQL (12%), TypeScript (10%), C++ (4%).

Python 89 60% required in 78% · 55 open now · since Oct 2025
SQL 18 12% required in 94% · 10 open now · since Oct 2025
TypeScript 15 10% required in 93% · 10 open now · since Oct 2025
C++ 6 4% required in 50% · 5 open now · since Oct 2025
PowerShell 4 3% required in 100% · 2 open now · since Jul 2026
Go 3 2% required in 67% · 1 open now · since Apr 2026
JavaScript 3 2% optional · 3 open now · since Oct 2025
C# 2 1% required in 50% · 1 open now · since Mar 2026
Show all (13)
MATLAB2
Rust2
Bash1
Java1
Fortran1

What frameworks and libraries does Lila Sciences use?

PyTorch is named in 18% of job postings at Lila Sciences, followed by FastAPI (11%), JAX (9%), Dagster (7%).

PyTorch 27 18% required in 70% · 14 open now · since Oct 2025
FastAPI 16 11% required in 94% · 8 open now · since Oct 2025
JAX 14 9% required in 93% · 6 open now · since Oct 2025
Dagster 11 7% required in 27% · 7 open now · since Mar 2026
Pydantic 9 6% required in 78% · 5 open now · since May 2026
NumPy 8 5% required in 38% · 5 open now · since Oct 2025
Ray 7 5% required in 29% · 5 open now · since Oct 2025
SciPy 7 5% required in 29% · 4 open now · since Oct 2025
Show all (35)
TensorFlow5
ROS24
CUDA4
Django4
SQLModel4
Nav23
Megatron-LM2
SQLAlchemy2
NCCL2
ROS2
React.js2
Triton2
DeepSpeed1
Flink1
Playwright1
Pytest1
Scikit-learn1
Temporal1
TensorRT-LLM1
Vitest1
LangChain1
LangGraph1
Next.js1
OpenCV1
Polars1
Ray Serve1
Remix1

What databases does Lila Sciences use?

PostgreSQL is named in 3% of job postings at Lila Sciences, followed by DuckDB (1%), ClickHouse (1%), Delta Lake (1%).

PostgreSQL 4 3% required in 100% · 2 open now · since May 2026
DuckDB 2 1% required in 50% · 1 open now · since Apr 2026
ClickHouse 1 1% required in 100% · since Apr 2026
Delta Lake 1 1% required in 100% · 1 open now · since Jun 2026
Google BigQuery 1 1% required in 100% · since Apr 2026

What cloud and platforms does Lila Sciences use?

AWS is named in 24% of job postings at Lila Sciences, followed by Kubernetes (20%), GitHub Actions (11%), Flyte (9%).

AWS 36 24% required in 78% · 18 open now · since Oct 2025
Kubernetes 29 20% required in 83% · 15 open now · since Oct 2025
GitHub Actions 16 11% required in 19% · 8 open now · since Oct 2025
Flyte 13 9% required in 31% · 8 open now · since May 2026
GCP 12 8% required in 58% · 6 open now · since Apr 2026
Prefect 12 8% required in 25% · 7 open now · since Mar 2026
Linux 6 4% required in 100% · 4 open now · since Jul 2026
vLLM 5 3% required in 60% · 4 open now · since Jul 2026
Show all (36)
Azure5
Amazon S34
Windows3
Apache Kafka3
NATS3
Amazon EC22
Amazon EKS2
GitHub2
SIEM2
TGI2
Hugging Face2
Okta2
MLFlow2
.NET1
Active Directory1
Amazon CloudWatch1
Anthropic1
DLP1
Figma1
Microsoft Entra ID1
OpenAI1
VMWare1
Windows Server1
Wiz1
GitLab CI1
Grafana1
Microsoft Defender for Cloud1
Splunk1

What developer tools does Lila Sciences use?

Terraform is named in 14% of job postings at Lila Sciences, followed by CloudFormation (8%), LIMS (8%), Model Context Protocol (7%).

Terraform 21 14% required in 43% · 10 open now · since Oct 2025
CloudFormation 12 8% required in 17% · 5 open now · since Oct 2025
LIMS 12 8% required in 17% · 11 open now · since Mar 2026
Model Context Protocol 10 7% required in 70% · 6 open now · since May 2026
SolidWorks 6 4% required in 83% · 5 open now · since Jul 2026
MQTT 6 4% required in 33% · 3 open now · since May 2026
Rest API 5 3% required in 60% · 2 open now · since Jul 2026
Docker 5 3% required in 40% · 2 open now · since Oct 2025
Show all (34)
Git4
Isaac Sim3
AutoCAD2
Fusion 3602
GraphQL2
Helm2
Gazebo2
OPC UA2
AWS Trainium1
FlowJo1
Hyper-V1
Proxmox VE1
SLURM1
Siemens NX1
Triton Inference Server1
Ansible1
Bazel1
Claude Code1
Copilot1
Cursor1
Keycloak1
NVLink1
Prometheus1
TensorRT1
Turborepo1
osquery1

What AI and ML technologies does Lila Sciences use?

LLM is named in 18% of job postings at Lila Sciences, followed by AWQ (1%), GPTQ (1%).

LLM 27 18% required in 70% · 20 open now · since Oct 2025
AWQ 2 1% optional · 1 open now · since Jul 2026
GPTQ 2 1% optional · 1 open now · since Jul 2026

Which engineering practices does Lila Sciences ask for?

Machine Learning is named in 38% of job postings at Lila Sciences, followed by AI Agents (30%), CI/CD (17%), Multimodal AI (14%).

Machine Learning 56 38% required in 89% · 32 open now · since Oct 2025
AI Agents 44 30% required in 82% · 28 open now · since Oct 2025
CI/CD 25 17% required in 48% · 14 open now · since Oct 2025
Multimodal AI 20 14% required in 85% · 12 open now · since Nov 2025
RAG 12 8% required in 42% · 10 open now · since Oct 2025
Agentic Workflows 10 7% required in 60% · 4 open now · since Feb 2026
Post-training 9 6% required in 78% · 6 open now · since Oct 2025
Function Calling 8 5% required in 63% · 5 open now · since Oct 2025
Show all (83)
LLM Evaluation7
Fine-tuning6
Diffusion Models6
Platform Engineering5
Red Teaming5
Reinforcement Learning5
SFT5
Embeddings5
NLP5
Knowledge Graph5
Mixture of Experts5
OCR5
RLHF5
LLM Guardrails4
Physical AI4
GRPO4
IAM4
Cell Culture4
Computer Vision3
DPO3
Digital Twin3
PPO3
SLI/SLO/SLA3
Flow Cytometry3
HPC3
Reranking3
DNS2
Interpretability2
KV Cache2
Motion Planning2
TCP/IP2
Tokenization2

And 43 more, each named in fewer postings.

What does each Lila Sciences team work with?

The technologies each team's postings require most often, with the number of postings that require them.

AI/ML

32 postings
Python16
PyTorch13
JAX10
TensorFlow5
AWS2
GCP2

Backend

23 postings
Python21
AWS19
Kubernetes18
FastAPI14
SQL14
TypeScript11

Leadership

13 postings
LLM4
Kubernetes3
AWS2
TypeScript2

Robotics

7 postings
ROS23
Nav22
SolidWorks2

Data Science

6 postings
Python5
NumPy2

See the open roles

How does your stack fit Lila Sciences?

Sign in to compare your skills with this stack and see which open roles fit you.
Sign In

How much does Lila Sciences pay by technology?

Median stated pay of the postings that name each technology, against the median of all Lila Sciences postings with stated pay: $256k across 118 postings.

TechnologyPostings with payMedianvs company median
Python67$256k0%
AWS32$271k+6%
Kubernetes27$272k+6%
PyTorch20$304k+19%
LLM20$296k+16%
SQL17$256k0%
FastAPI16$263k+3%
GitHub Actions15$256k0%
TypeScript14$279k+9%
Flyte13$256k0%

How is the Lila Sciences 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.

First appeared
RerankingOct 2026
InterpretabilityOct 2026
ROSOct 2026
Fusion 360Oct 2026
Isaac SimOct 2026
Motion PlanningOct 2026
GazeboOct 2026
Cell CultureSep 2026
Rising
Post-training2% → 8%
LLM Evaluation2% → 8%
Red Teaming0% → 5%
Embeddings0% → 5%
ROS20% → 5%
Cell Culture0% → 5%
DPO0% → 4%
PPO0% → 4%
Falling
CI/CD30% → 5%
Kubernetes32% → 11%
Terraform27% → 7%
GitHub Actions23% → 3%
CloudFormation20% → 1%
AWS32% → 16%
SQL21% → 5%
FastAPI20% → 5%
Not named for 6 months
Hugging FaceFeb 2026
Material DesignJan 2026

How modern is the Lila Sciences stack?

Cutting-edge AI adopter 79/100

Lila Sciences 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 common is the Lila Sciences stack in its industry?

Share of the 271 companies in the same industries, whose stack Alion knows, that use each technology.

Python75%
AWS42%
Kubernetes41%
LLM43%
PyTorch44%
SQL32%
FastAPI13%
GitHub Actions14%
TypeScript41%
JAX23%

What sets Lila Sciences apart

Flyte2%
Pydantic3%
ROS24%
SQLModel1%
NATS2%
Nav21%

Questions about the Lila Sciences tech stack

What programming languages does Lila Sciences use?

The languages named in Lila Sciences job postings are Python (60%), SQL (12%), TypeScript (10%), C++ (4%), PowerShell (3%), as a share of the 148 postings of the last 12 months.

Does Lila Sciences use PyTorch?

Yes. PyTorch is named in 27 of 148 job postings (18%) and required in 19 of them.

What cloud and platforms does Lila Sciences use?

The cloud and platforms named in Lila Sciences job postings are AWS (36), Kubernetes (29), GitHub Actions (16) (postings in brackets).

What skills do you need for a AI/ML job at Lila Sciences?

AI/ML postings at Lila Sciences most often require Python (16), PyTorch (13), JAX (10), TensorFlow (5), out of 32 postings in the last 12 months.

Is the Lila Sciences tech stack changing?

Yes. Reranking, Interpretability, ROS, Fusion 360 first appeared in Lila Sciences job postings in the last six months.

How modern is the Lila Sciences tech stack?

Lila Sciences 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 Lila Sciences tech stack?

Alion reads every job posting Lila Sciences publishes and tags the technologies each one names. The figures on this page count the 148 postings of the last 12 months and were updated on Nov 12, 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, "Lila Sciences tech stack: 209 technologies from 148 job postings", as of Nov 12, 2026. https://alion.io/company/lila-ai/technologies

Licence: CC BY-SA 4.0JSON