Positron AI
AI Compute & Inference · AI Chips & Accelerators

Positron AI tech stack

Positron AI builds mostly with Python, SystemVerilog, C++, Perl. Its stack also includes AWS Lambda, AWS, UVM, Cocotb. Python is named in 17 of the 30 job postings Positron AI published in the last 12 months (57%). Counted by Alion from the job postings of Positron AI, updated Nov 11, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 11, 2026
Technologies in use
73
Postings analysed
30
Open now
21
Modernity
74 /100
New in 6 months
8

What programming languages does Positron AI use?

Python is named in 57% of job postings at Positron AI, followed by SystemVerilog (37%), C++ (17%), Perl (13%).

Python 17 57% required in 94% · 11 open now · since Apr 2026
SystemVerilog 11 37% required in 100% · 8 open now · since Apr 2026
C++ 5 17% required in 100% · 4 open now · since Feb 2025
Perl 4 13% required in 100% · 2 open now · since Apr 2026
Verilog 4 13% required in 100% · 2 open now · since Jul 2026
Bash 1 3% required in 100% · 1 open now · since Aug 2026
Rust 1 3% required in 100% · 1 open now · since Aug 2026
Haskell 1 3% optional · 1 open now · since Aug 2026
Show all (9)
SystemC1

What frameworks and libraries does Positron AI use?

UVM is named in 23% of job postings at Positron AI, followed by Cocotb (17%), SGLang (7%), OpenTelemetry (3%).

UVM 7 23% required in 43% · 5 open now · since Apr 2026
Cocotb 5 17% optional · 4 open now · since Aug 2026
SGLang 2 7% required in 100% · since Aug 2026
OpenTelemetry 1 3% required in 100% · 1 open now · since Aug 2026
TPOT 1 3% required in 100% · since Aug 2026
TensorRT-LLM 1 3% required in 100% · since Oct 2026
CUDA 1 3% optional · 1 open now · since Aug 2026
Triton 1 3% optional · 1 open now · since Aug 2026

What cloud and platforms does Positron AI use?

AWS Lambda is named in 30% of job postings at Positron AI, followed by AWS (30%), Linux (23%), vLLM (7%).

AWS Lambda 9 30% required in 100% · 7 open now · since Jul 2026
AWS 9 30% required in 11% · 7 open now · since Jul 2026
Linux 7 23% required in 71% · 6 open now · since Aug 2026
vLLM 2 7% required in 100% · since Aug 2026
Auth0 1 3% required in 100% · 1 open now · since Oct 2026
Azure 1 3% required in 100% · 1 open now · since Oct 2026
GCP 1 3% required in 100% · 1 open now · since Oct 2026
Hugging Face 1 3% required in 100% · since Oct 2026
Show all (13)
Kubernetes1
Okta1
OpenAI1
SIEM1
Grafana1

What developer tools does Positron AI use?

Groq is named in 30% of job postings at Positron AI, followed by Formal Verification (23%), Cadence Genus (10%), Synopsys Design Compiler (10%).

Groq 9 30% required in 100% · 7 open now · since Jul 2026
Formal Verification 7 23% required in 29% · 5 open now · since Apr 2026
Cadence Genus 3 10% required in 100% · 2 open now · since Jul 2026
Synopsys Design Compiler 3 10% required in 100% · 2 open now · since Jul 2026
Cadence Palladium 3 10% required in 33% · 2 open now · since Jul 2026
Siemens Veloce 3 10% required in 33% · 2 open now · since Jul 2026
Synopsys ZeBu 3 10% required in 33% · 2 open now · since Jul 2026
Ansys RedHawk 2 7% required in 100% · 1 open now · since Jul 2026
Show all (22)
Synopsys PrimeTime2
Tessent2
ANSYS1
Ansible1
Claude Code1
OpenAI Codex1
SolidWorks1
Synopsys PrimePower1
Synopsys TestMAX1
Terraform1
Consul1
Prometheus1
QEMU1
TensorRT1

What AI and ML technologies does Positron AI use?

LLM is named in 17% of job postings at Positron AI, followed by VLM (3%).

LLM 5 17% required in 60% · 4 open now · since Feb 2025
VLM 1 3% required in 100% · since Oct 2026

Which engineering practices does Positron AI ask for?

AI Agents is named in 17% of job postings at Positron AI, followed by KV Cache (17%), Mixture of Experts (13%), Speculative Decoding (10%).

AI Agents 5 17% required in 100% · 3 open now · since Jul 2026
KV Cache 5 17% required in 80% · 3 open now · since Feb 2025
Mixture of Experts 4 13% required in 75% · 2 open now · since Jul 2026
Speculative Decoding 3 10% required in 100% · 1 open now · since Jul 2026
HPC 3 10% required in 67% · 3 open now · since Feb 2025
Machine Learning 2 7% required in 100% · 1 open now · since Feb 2025
CI/CD 2 7% required in 50% · 2 open now · since Feb 2025
PKI 2 7% required in 50% · 2 open now · since Aug 2026
Show all (19)
Quantization2
Agentic Workflows1
FMEA1
Function Calling1
GD&T1
Multimodal AI1
Structured Outputs1
Tokenization1
Verification & Validation1
Incident Management1
eBPF1

What does each Positron AI team work with?

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

Hardware

19 postings
Python12
SystemVerilog11
AWS Lambda7
Groq7
Perl4
Verilog4

Backend

3 postings
C++3
Linux3
Python2

See the open roles

How does your stack fit Positron AI?

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

How much does Positron AI pay by technology?

Median stated pay of the postings that name each technology, against the median of all Positron AI postings with stated pay: $300k across 30 postings.

TechnologyPostings with payMedianvs company median
Python17$300k0%
SystemVerilog11$350k+17%
AWS9$300k0%
AWS Lambda9$300k0%
UVM7$350k+17%
Linux7$300k0%
C++5$300k0%
Cocotb5$300k0%
LLM5$300k0%

How is the Positron AI 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
PKIAug 2026
SGLangAug 2026
vLLMAug 2026
LinuxAug 2026
CocotbAug 2026
Mixture of ExpertsJul 2026
Speculative DecodingJul 2026
Ansys RedHawkJul 2026
Rising
AWS Lambda17% → 55%
Groq17% → 55%
AWS17% → 55%
AI Agents11% → 27%
LLM11% → 27%
Cocotb11% → 27%
Falling
KV Cache28% → 0%
Linux33% → 9%
Mixture of Experts22% → 0%
C++22% → 9%

How modern is the Positron AI stack?

Modern AI adopter 74/100

Positron AI 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: 2; legacy ones: 0.

How common is the Positron AI stack in its industry?

Share of the 361 companies in the same industries, whose stack Alion knows, that use each technology.

Python74%
SystemVerilog24%
AWS41%
AWS Lambda6%
Linux65%
UVM18%
C++58%
Cocotb2%
LLM47%
Perl19%

What sets Positron AI apart

Cocotb2%

Questions about the Positron AI tech stack

What programming languages does Positron AI use?

The languages named in Positron AI job postings are Python (57%), SystemVerilog (37%), C++ (17%), Perl (13%), Verilog (13%), as a share of the 30 postings of the last 12 months.

Does Positron AI use UVM?

Yes. UVM is named in 7 of 30 job postings (23%) and required in 3 of them.

What cloud and platforms does Positron AI use?

The cloud and platforms named in Positron AI job postings are AWS Lambda (9), AWS (9), Linux (7) (postings in brackets).

What skills do you need for a Hardware job at Positron AI?

Hardware postings at Positron AI most often require Python (12), SystemVerilog (11), AWS Lambda (7), Groq (7), out of 19 postings in the last 12 months.

Is the Positron AI tech stack changing?

Yes. PKI, SGLang, vLLM, Linux first appeared in Positron AI job postings in the last six months.

How modern is the Positron AI tech stack?

Positron AI 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: 2; legacy ones: 0.

How does Alion know the Positron AI tech stack?

Alion reads every job posting Positron AI publishes and tags the technologies each one names. The figures on this page count the 30 postings of the last 12 months and were updated on Nov 11, 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, "Positron AI tech stack: 73 technologies from 30 job postings", as of Nov 11, 2026. https://alion.io/company/positron-ai/technologies

Licence: CC BY-SA 4.0JSON