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valency.io
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Electronic Components
LLM & Generative AI
Artificial Intelligence
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News
Navier-Stokes and the Future AI Acceleration in Science
A partial resolution of a Millennium Prize problem is a milestone for frontier models in the
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Report
We will need more (not fewer) scientists
AI co-scientists are getting good at precisely the labor we trained to do. But the pursuit of knowledge is not a zero-sum game. Instead, as the scientific frontier expands, the vast space to explore explodes faster than any fleet of agents can fill it.
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Report
Technologies
Tech DNA
Python
TypeScript
Node JS
PostgreSQL
DynamoDB
MySQL
AWS
Cloudflare
AWS Lambda
LLM
AI/ML
Python
AI Agents
AWS
Cloudflare
Model Context Protocol
AWS Lambda
AWS Step Functions
CI/CD
Kubernetes
PostgreSQL
Prefect
GitHub
Azure
Docker
GCP
Pulumi
Terraform
DynamoDB
MySQL
Redis
arXiv
Hallucination
LLM
PubMed
RAG
Claude Code
Human-in-the-Loop
LLM Guardrails
Amazon CloudWatch
Amazon ECS
Amazon EKS
Amazon S3
AWS Fargate
FinOps
GitHub Actions
Platform Engineering
Vector
Backend
Node JS
Go
Java
Rust
Elixir
Apache Kafka
RabbitMQ
Rest API
Security
JavaScript
SOC 2
GDPR
Least Privilege
FedRAMP
ISO 27001
Other
TypeScript
ETL/ELT
Discord
Stack modernity
73/100
How modern this stack is, based on technology relevance, AI adoption and the share of legacy tools.
In-demand technologies
AI Agents
7 jobs
Required
Python
4 jobs
Required
TypeScript
4 jobs
Required
AWS
4 jobs
Required
Cloudflare
4 jobs
Required
Model Context Protocol
3 jobs
Required
JavaScript
3 jobs
Optional
Node JS
3 jobs
Optional
Salary medians are calculated from this company's open jobs and compared with the market.
Industry adoption
Python
18%
JavaScript
15%
AWS
14%
AI Agents
13%
CI/CD
13%
TypeScript
12%
Share of companies in the same industry that use each technology.
Stack changes
Rest API
Sep 2026
Platform Engineering
Sep 2026
LLM Guardrails
Sep 2026
ISO 27001
Sep 2026
Human-in-the-Loop
Sep 2026
GitHub Actions
Sep 2026
FinOps
Sep 2026
FedRAMP
Sep 2026
Technologies recently added to or removed from this company's stack - a signal of tech migrations and new initiatives.
Jobgether
Salesforce
VueJobs
Job Mail
RELX
NVIDIA
Growth
Hiring Momentum
56/100
Growing
Open positions
8
0 opened / 0 closed in 30 days
Median time-to-fill
33 days
faster than 38% of the market
ATS activity
Every ~1 hours
Today
Hiring Dynamics
+100%
Hiring Focus
The percentage next to each role is its share of the company's job openings over the last 90 days; the arrow shows the shift versus the previous period.
Backend
50% ▲
Product
17% ▼
Marketing
17% ▼
Sales
17% ▼
Actively hiring for Backend (+3 in 30 days)
Activity Timeline
Added Platform Engineering to stack
Sep 2026
Added LLM Guardrails to stack
Sep 2026
Added ISO 27001 to stack
Sep 2026
Added Human-in-the-Loop to stack
Sep 2026
Added GitHub Actions to stack
Sep 2026
Added FinOps to stack
Sep 2026
Offices
Where the company hires and what each office is for
Cities
1
Hiring now
1
Countries
1
Busiest office
Berkeley
Berkeley
United States
Engineering / R&D
8 open roles 5 posted in 90 days 38% engineering 50-200 est. staff
hires for Backend, Leadership, AI/ML
2168 Shattuck Ave, 2FL, Berkeley, CA 94704
Jobs
≈ $87k – $198k per year (Estimated) • Remote/Hybrid • Full-Time • Berkeley
AI Agents
DevOps
GitHub
Apply
≈ $104k – $225k per year (Estimated) • Remote • Full-Time • 8+ years exp
Python
Go
JavaScript
Java
Rust
TypeScript
Node JS
MySQL
PostgreSQL
Redis
DynamoDB
RabbitMQ
Apache Kafka
AI/ML
Prefect
AI Agents
DevOps
Terraform
GCP
Pulumi
Azure
CI/CD
AWS
Docker
Kubernetes
Cloudflare
AWS Lambda
AWS Step Functions
Cybersecurity
SOC 2
GDPR
Least Privilege
Analytics
ETL/ELT
Apply
≈ $139k – $279k per year (Estimated) • Equity • Remote/Hybrid • Full-Time • 10+ years exp • Berkeley
Model Context Protocol
LLM
RAG
Hallucination
arXiv
PubMed
DevOps
Rest API
Apply
≈ $119k – $249k per year (Estimated) • Remote/Hybrid • Full-Time • 8+ years exp • Berkeley
Python
Go
JavaScript
Java
Rust
TypeScript
Node JS
MySQL
PostgreSQL
Redis
DynamoDB
RabbitMQ
Apache Kafka
AI/ML
Prefect
AI Agents
DevOps
Terraform
GCP
Pulumi
Azure
CI/CD
AWS
Docker
Kubernetes
Cloudflare
AWS Lambda
AWS Step Functions
Cybersecurity
SOC 2
GDPR
Least Privilege
Analytics
ETL/ELT
Apply
≈ $151k – $323k per year (Estimated) • Remote/Hybrid • Full-Time • Berkeley
JavaScript
TypeScript
Node JS
PostgreSQL
AI/ML
Claude Code
Model Context Protocol
AI Agents
DevOps
AWS
Cloudflare
AWS Lambda
AWS Step Functions
Apply
≈ $132k – $275k per year (Estimated) • Remote/Hybrid • Full-Time • Berkeley
Python
Elixir
AI Agents
Human-in-the-Loop
LLM Guardrails
DevOps
GitHub Actions
CI/CD
AWS
Kubernetes
Cloudflare
Platform Engineering
Amazon EKS
AWS Fargate
FinOps
Amazon S3
Amazon ECS
Amazon CloudWatch
Cybersecurity
ISO 27001
SOC 2
FedRAMP
Apply
≈ $155k – $332k per year (Estimated) • Remote/Hybrid • Full-Time • PhD • Berkeley
AI Agents
Apply