Normal Computing tech stack

Normal Computing builds mostly with Python, SystemVerilog, C++, Perl. Its stack also includes PyTorch, UVM, Kubernetes, PostgreSQL. Python is named in 15 of the 19 job postings Normal Computing published in the last 12 months (79%). Counted by Alion from the job postings of Normal Computing, updated Sep 26, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 26, 2026
Technologies in use
69
Postings analysed
19
Open now
16
Modernity
74 /100

What programming languages does Normal Computing use?

Python is named in 79% of job postings at Normal Computing, followed by SystemVerilog (32%), C++ (16%), Perl (11%).

Python 15 79% required in 87% · 12 open now · since Jun 2026
SystemVerilog 6 32% required in 100% · 4 open now · since Jun 2026
C++ 3 16% required in 100% · 1 open now · since Aug 2026
Perl 2 11% required in 50% · 2 open now · since Jul 2026
Node JS 1 5% required in 100% · 1 open now · since Jul 2026
Rust 1 5% required in 100% · 1 open now · since Aug 2026
TypeScript 1 5% required in 100% · 1 open now · since Jul 2026
VHDL 1 5% required in 100% · since Aug 2026
Show all (9)
JavaScript1

What frameworks and libraries does Normal Computing use?

PyTorch is named in 26% of job postings at Normal Computing, followed by UVM (21%), Transformers (16%), JAX (11%).

PyTorch 5 26% required in 100% · 4 open now · since Jul 2026
UVM 4 21% required in 75% · 3 open now · since Jun 2026
Transformers 3 16% required in 33% · 2 open now · since Aug 2026
JAX 2 11% required in 100% · 1 open now · since Aug 2026
LangChain 2 11% required in 50% · 1 open now · since Aug 2026
LangGraph 2 11% required in 50% · 1 open now · since Aug 2026
Ray 2 11% required in 50% · 1 open now · since Aug 2026
RLlib 2 11% optional · 1 open now · since Aug 2026
Show all (13)
PyTorch C++1
React.js1
AutoGen1
Cocotb1
CrewAI1

What databases does Normal Computing use?

PostgreSQL is named in 11% of job postings at Normal Computing, followed by Redis (11%).

PostgreSQL 2 11% required in 100% · 2 open now · since Jul 2026
Redis 2 11% required in 50% · 2 open now · since Jul 2026

What cloud and platforms does Normal Computing use?

Kubernetes is named in 11% of job postings at Normal Computing, followed by Hugging Face (5%), Synopsys HAPS (5%), Windows (5%).

Kubernetes 2 11% required in 50% · 2 open now · since Jul 2026
Hugging Face 1 5% required in 100% · 1 open now · since Jul 2026
Synopsys HAPS 1 5% required in 100% · since Aug 2026
Windows 1 5% required in 100% · 1 open now · since Sep 2026
AWS 1 5% optional · 1 open now · since Jul 2026
Azure 1 5% optional · 1 open now · since Jul 2026
GCP 1 5% optional · 1 open now · since Jul 2026
GitLab 1 5% optional · since Aug 2026
Show all (9)
GitLab CI1

What developer tools does Normal Computing use?

Cadence Allegro is named in 5% of job postings at Normal Computing, followed by Cadence Pegasus (5%), Cadence Xcelium (5%), Cadence vManager (5%).

Cadence Allegro 1 5% required in 100% · 1 open now · since Jul 2026
Cadence Pegasus 1 5% required in 100% · 1 open now · since Jul 2026
Cadence Xcelium 1 5% required in 100% · 1 open now · since Jul 2026
Cadence vManager 1 5% required in 100% · 1 open now · since Jul 2026
Mentor Xpedition 1 5% required in 100% · 1 open now · since Jul 2026
OrCAD 1 5% required in 100% · 1 open now · since Jul 2026
Synopsys IC Compiler II 1 5% required in 100% · 1 open now · since Jul 2026
Synopsys PrimeTime 1 5% required in 100% · 1 open now · since Jul 2026
Show all (11)
Xilinx Vivado1
CVA61
Docker1

What AI and ML technologies does Normal Computing use?

LLM is named in 37% of job postings at Normal Computing.

LLM 7 37% required in 86% · 5 open now · since Jul 2026

Which engineering practices does Normal Computing ask for?

AI Agents is named in 47% of job postings at Normal Computing, followed by Reinforcement Learning (32%), Tool Use (21%), Fine-tuning (16%).

AI Agents 9 47% required in 89% · 8 open now · since Jun 2026
Reinforcement Learning 6 32% required in 100% · 5 open now · since Jul 2026
Tool Use 4 21% required in 100% · 3 open now · since Jul 2026
Fine-tuning 3 16% required in 100% · 3 open now · since Jun 2026
Function Calling 3 16% required in 100% · 3 open now · since Jul 2026
Post-training 3 16% required in 100% · 3 open now · since Jun 2026
Prompt Engineering 3 16% required in 100% · 3 open now · since Jun 2026
Synthetic Data 3 16% required in 100% · 2 open now · since Aug 2026
Show all (24)
Machine Learning3
RLAIF3
RLHF3
KV Cache2
Multi-Agent Systems2
Quantization2
Agentic Workflows1
Diffusion Models1
LLM Evaluation1
Multimodal AI1
Platform Engineering1
RAG1
Reward Modeling1
CI/CD1
HPC1
Human-in-the-Loop1

What does each Normal Computing team work with?

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

Hardware

6 postings
SystemVerilog4
Python3
C++2
LLM2

AI/ML

6 postings
Python5
LLM4
PyTorch4
JAX2

Backend

4 postings
PostgreSQL2
Python2

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How modern is the Normal Computing stack?

Modern AI adopter 74/100

Normal Computing scores 74 out of 100 (Modern). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 1; legacy ones: 0.

How common is the Normal Computing stack in its industry?

Share of the 2,088 companies in the same industries, whose stack Alion knows, that use each technology.

Python62%
LLM40%
SystemVerilog4%
PyTorch18%
UVM3%
C++18%
Transformers6%
JAX5%
Kubernetes36%
LangChain17%

What sets Normal Computing apart

SystemVerilog4%
UVM3%

Questions about the Normal Computing tech stack

What programming languages does Normal Computing use?

The languages named in Normal Computing job postings are Python (79%), SystemVerilog (32%), C++ (16%), Perl (11%), Node JS (5%), as a share of the 19 postings of the last 12 months.

Does Normal Computing use PyTorch?

Yes. PyTorch is named in 5 of 19 job postings (26%) and required in 5 of them.

What cloud and platforms does Normal Computing use?

The cloud and platforms named in Normal Computing job postings are Kubernetes (2), Hugging Face (1), Synopsys HAPS (1) (postings in brackets).

What skills do you need for a Hardware job at Normal Computing?

Hardware postings at Normal Computing most often require SystemVerilog (4), Python (3), C++ (2), LLM (2), out of 6 postings in the last 12 months.

Is the Normal Computing tech stack changing?

No new technology has appeared in Normal Computing job postings in the last six months.

How modern is the Normal Computing tech stack?

Normal Computing scores 74 out of 100 (Modern). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 1; legacy ones: 0.

How does Alion know the Normal Computing tech stack?

Alion reads every job posting Normal Computing publishes and tags the technologies each one names. The figures on this page count the 19 postings of the last 12 months and were updated on Sep 26, 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, "Normal Computing tech stack: 69 technologies from 19 job postings", as of Sep 26, 2026. https://alion.io/company/normalcomputing/technologies

Licence: CC BY-SA 4.0JSON