Overview
News
Technologies
Salaries
Products
People
Growth
Jobs
Financials
Overview
Normal Computing is an artificial intelligence and semiconductor technology company headquartered in New York City, New York, and founded in 2022. The firm develops a full-stack platform including AI-native Electronic Design Automation software and thermodynamic Application-Specific Integrated Circuits designed to optimize AI inference and long-context reasoning. Backed by investors such as Samsung Catalyst, the company partners with major semiconductor manufacturers to deploy its co-design solutions for complex system-on-chip verification and hardware acceleration.
News
AI chips are getting too expensive-and too power-hungry. This startup just raised $50M to change that.
Part of a growing wave of startups rethinking how AI is computed, Normal Computing is betting on new architectures to move beyond GPUs.
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Report
Building an Open-Source Verilog Simulator with AI: 580K Lines in 43 Days - Normal Computing
How one Normal engineer used AI agents to build a practical verification toolchain on top of CIRCT: simulation, formal verification, mutation testing, and more.
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Report
Normal Computing Announces Tape-Out of World's First Thermodynamic Computing Chip - Normal Computing
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Report
thermox: The First Thermodynamic Computing Simulator - Normal Computing
Fast and exact Ornstein-Uhlenbeck processes with JAX
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Report
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Technologies
Tech DNA
Python
SystemVerilog
C++
UVM
PyTorch
AutoGen
PostgreSQL
Redis
AWS
Azure
GCP
LLM
AI/ML
Python
C++
AI Agents
LLM
Reinforcement Learning
Fine-tuning
Prompt Engineering
Post-training
Quantization
PyTorch
RLHF
Kubernetes
PostgreSQL
Redis
Diffusion Models
AutoGen
CrewAI
JAX
LangGraph
RLlib
Synthetic Data
Transformers
LangChain
Ray
Multimodal AI
RAG
LLM Evaluation
Hugging Face
Function Calling
CI/CD
Docker
GitLab CI
Platform Engineering
AWS
Azure
GCP
GitLab
HPC
LLVM
Hardware
SystemVerilog
VHDL
Rust
UVM
Cocotb
Synopsys HAPS
Xilinx Vivado
CVA6
Cadence Pegasus
Synopsys IC Compiler II
Synopsys PrimeTime
Cadence Allegro
Mentor Xpedition
OrCAD
Cadence vManager
Cadence Xcelium
Other
Perl
Node JS
TypeScript
JavaScript
React.js
Stack modernity
76/100
How modern this stack is, based on technology relevance, AI adoption and the share of legacy tools.
In-demand technologies
Python
11 jobs
Required
$400k
+122% vs market
AI Agents
7 jobs
Required
$400k
+81% vs market
SystemVerilog
6 jobs
Required
$400k
+83% vs market
LLM
5 jobs
Required
$400k
+100% vs market
UVM
4 jobs
Required
$400k
+83% vs market
Reinforcement Learning
4 jobs
Required
$400k
+49% vs market
Fine-tuning
3 jobs
Required
$400k
+74% vs market
Prompt Engineering
3 jobs
Required
$400k
+119% vs market
Salary medians are calculated from this company's open jobs and compared with the market.
Industry adoption
Python
21%
JavaScript
17%
CI/CD
17%
AWS
16%
TypeScript
15%
Kubernetes
15%
Share of companies in the same industry that use each technology.
Stack changes
HPC
Aug 2026
GitLab
Aug 2026
Function Calling
Aug 2026
Hugging Face
Aug 2026
LLM Evaluation
Aug 2026
Post-training
Aug 2026
Rust
Aug 2026
LLVM
Aug 2026
Technologies recently added to or removed from this company's stack - a signal of tech migrations and new initiatives.
NVIDIA
Qualcomm
Weekday
Micron Technology
Bosch
Intel Corporation
Salary insights
Compensation ranges based on this company's open jobs
Median
$400k
Typical range
$175k – $400k
Open positions
14
4
Jobs
Middle
50%
Senior
50%
| Level | Jobs | Median | Typical range |
|---|---|---|---|
| Middle | 2 | $400k | $400k |
| Senior | 2 | $400k | $400k |
Highest paying role
Forward Deployed Engineer
$400k
Normalized to USD per year
Growth
Hiring Momentum
38/100
Slowing
Open positions
15
0 opened / 0 closed in 30 days
ATS activity
Every ~20 hours
Today
Hiring Dynamics
0%
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.
Hardware
40% ▲
Backend
33% ▼
AI/ML
27% ▲
Actively hiring for Hardware (+3 in 30 days)
Activity Timeline
Added Rust to stack
Aug 2026
Added LLVM to stack
Aug 2026
Added RAG to stack
Aug 2026
Added Cadence Xcelium to stack
Aug 2026
Added Cadence vManager to stack
Aug 2026
Added Prompt Engineering to stack
Aug 2026
Added Multimodal AI to stack
Aug 2026
Added GCP to stack
Aug 2026
Added Fine-tuning to stack
Aug 2026
Added Azure to stack
Aug 2026
Added AWS to stack
Aug 2026
Added JavaScript to stack
Aug 2026
Jobs
≈ $151k – $269k per year (Estimated) • Remote/Hybrid • Full-Time • PhD
C++
Python
SystemVerilog
Diffusion Models
LLM
Quantization
Apply
$200k – $400k per year • Remote/Hybrid • Full-Time • New York
C++
Python
SystemVerilog
VHDL
CI/CD
Docker
GitLab CI
GitLab
Chips/EDA
Cocotb
Synopsys HAPS
UVM
Xilinx Vivado
Apply
$200k – $400k per year • Remote/Hybrid • Full-Time • 4+ years exp • New York • London • Zurich • Copenhagen
PostgreSQL
Redis
AI/ML
AI Agents
LLM
DevOps
Kubernetes
Platform Engineering
Apply
$200k – $400k per year • Remote/Hybrid • Full-Time • New York • London • Copenhagen
Reinforcement Learning
Post-training
Apply
$200k – $400k per year • Remote/Hybrid • Full-Time • New York • London
SystemVerilog
CVA6
Apply
$200k – $400k per year • Remote/Hybrid • Full-Time • PhD • New York • London • Zurich • Copenhagen
Python
AutoGen
CrewAI
JAX
LangGraph
LLM
PyTorch
Reinforcement Learning
RLHF
RLlib
Synthetic Data
Transformers
LangChain
Ray
LLM Evaluation
AI Agents
Apply
$200k – $400k per year • In office • Full-Time • New York • London • Zurich • Copenhagen
Python
HPC
Chips/EDA
Cadence Pegasus
Synopsys IC Compiler II
Synopsys PrimeTime
Apply
$200k – $400k per year • Remote/Hybrid • Full-Time • PhD • New York • London • Copenhagen
Python
Quantization
Reinforcement Learning
Apply
$200k – $400k per year • Remote/Hybrid • Full-Time • New York • London • Copenhagen
Perl
Python
LLM
Chips/EDA
Cadence Allegro
Mentor Xpedition
OrCAD
Apply
$200k – $400k per year • Remote/Hybrid • Full-Time • 4+ years exp • New York • London • Copenhagen
PostgreSQL
Redis
DevOps
Kubernetes
Apply
$200k – $400k per year • Remote/Hybrid • Full-Time • 5+ years exp • New York • London
Node JS
Python
TypeScript
JavaScript
AI Agents
Frontend
React.js
Apply
$200k – $400k per year • Remote/Hybrid • Full-Time • New York • London • Copenhagen
Python
Fine-tuning
LLM
Multimodal AI
Prompt Engineering
PyTorch
Reinforcement Learning
RLHF
Hugging Face
AI Agents
Function Calling
DevOps
AWS
Azure
GCP
Apply
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