Unconventional AI tech stack

Unconventional AI builds mostly with Python, C++, Verilog, Bash. Its stack also includes Linux, AWS, LangChain, UVM. Python is named in 7 of the 10 job postings Unconventional AI published in the last 12 months (70%). Counted by Alion from the job postings of Unconventional AI, updated Sep 30, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 30, 2026
Technologies in use
63
Postings analysed
10
Open now
9
Modernity
75 /100
New in 6 months
8

What programming languages does Unconventional AI use?

Python is named in 70% of job postings at Unconventional AI, followed by C++ (30%), Verilog (30%), Bash (20%).

Python 7 70% required in 100% · 7 open now · since Nov 2025
C++ 3 30% required in 67% · 3 open now · since Nov 2025
Verilog 3 30% required in 67% · 3 open now · since Nov 2025
Bash 2 20% required in 100% · 2 open now · since Apr 2026
SystemVerilog 2 20% required in 100% · 2 open now · since Apr 2026
JavaScript 1 10% required in 100% · 1 open now · since Jul 2026
MATLAB 1 10% required in 100% · 1 open now · since Nov 2025
Node JS 1 10% required in 100% · 1 open now · since Jul 2026
Show all (9)
SQL1

What frameworks and libraries does Unconventional AI use?

LangChain is named in 20% of job postings at Unconventional AI, followed by UVM (20%), CUDA (10%), DeepSpeed (10%).

LangChain 2 20% required in 50% · 2 open now · since Jul 2026
UVM 2 20% required in 50% · 2 open now · since Apr 2026
CUDA 1 10% required in 100% · 1 open now · since Sep 2026
DeepSpeed 1 10% required in 100% · 1 open now · since Sep 2026
Megatron-LM 1 10% required in 100% · 1 open now · since Sep 2026
Next.js 1 10% required in 100% · 1 open now · since Jul 2026
PyTorch Lightning 1 10% required in 100% · 1 open now · since Sep 2026
Ray 1 10% required in 100% · 1 open now · since Sep 2026
Show all (16)
React.js1
Triton1
LlamaIndex1
NCCL1
PyTorch1
SGLang1
TRL1
Transformers1

What databases does Unconventional AI use?

Milvus is named in 10% of job postings at Unconventional AI, followed by Pinecone (10%), Weaviate (10%).

Milvus 1 10% optional · 1 open now · since Jul 2026
Pinecone 1 10% optional · 1 open now · since Jul 2026
Weaviate 1 10% optional · 1 open now · since Jul 2026

What cloud and platforms does Unconventional AI use?

Linux is named in 30% of job postings at Unconventional AI, followed by AWS (20%), Azure (20%), Databricks (20%).

Linux 3 30% required in 100% · 3 open now · since Apr 2026
AWS 2 20% required in 50% · 2 open now · since Jul 2026
Azure 2 20% required in 50% · 2 open now · since Jul 2026
Databricks 2 20% required in 50% · 2 open now · since Jul 2026
GCP 2 20% required in 50% · 2 open now · since Jul 2026
Kubernetes 2 20% required in 50% · 2 open now · since Jul 2026
CUDA Toolkit 1 10% required in 100% · 1 open now · since Sep 2026
Unix 1 10% required in 100% · 1 open now · since Jul 2026
Show all (11)
Datadog1
Grafana1
vLLM1

What developer tools does Unconventional AI use?

Formal Verification is named in 20% of job postings at Unconventional AI, followed by Claude Code (10%), Cursor (10%), Docker (10%).

Formal Verification 2 20% required in 100% · 2 open now · since Jun 2026
Claude Code 1 10% required in 100% · 1 open now · since Jul 2026
Cursor 1 10% required in 100% · 1 open now · since Jul 2026
Docker 1 10% required in 100% · 1 open now · since Jul 2026
Microsoft Excel 1 10% required in 100% · since Aug 2026
OpenAI Codex 1 10% required in 100% · 1 open now · since Jul 2026
Backstage 1 10% optional · 1 open now · since Jul 2026
HashiCorp Vault 1 10% optional · 1 open now · since Jul 2026
Show all (10)
Prometheus1
Terraform1

What AI and ML technologies does Unconventional AI use?

LLM is named in 30% of job postings at Unconventional AI.

LLM 3 30% required in 33% · 3 open now · since Jul 2026

Which engineering practices does Unconventional AI ask for?

Machine Learning is named in 30% of job postings at Unconventional AI, followed by AI Agents (20%), CI/CD (20%), Semantic Search (20%).

Machine Learning 3 30% optional · 3 open now · since Jun 2026
AI Agents 2 20% required in 100% · 2 open now · since Jul 2026
CI/CD 2 20% required in 100% · 2 open now · since Jul 2026
Semantic Search 2 20% required in 50% · 2 open now · since Jul 2026
Semantic Search 2 20% required in 50% · 2 open now · since Jul 2026
Agentic Workflows 1 10% required in 100% · 1 open now · since Jul 2026
Diffusion Models 1 10% required in 100% · 1 open now · since Sep 2026
Mixture of Experts 1 10% required in 100% · 1 open now · since Sep 2026
Show all (13)
Platform Engineering1
IAM1
Post-training1
Prompt Engineering1
RAG1

What does each Unconventional AI team work with?

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

Hardware

5 postings
Python3
Formal Verification2
SystemVerilog2
Verilog2

AI/ML

4 postings
Python4
C++2
Linux2

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How is the Unconventional 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
KubernetesJul 2026
LLMJul 2026
AI AgentsJul 2026
CI/CDJul 2026
AWSJul 2026
AzureJul 2026
DatabricksJul 2026
GCPJul 2026

How modern is the Unconventional AI stack?

Cutting-edge AI adopter 75/100

Unconventional AI scores 75 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: 1; legacy ones: 0.

How common is the Unconventional AI stack in its industry?

Share of the 132 companies in the same industries, whose stack Alion knows, that use each technology.

Python38%
C++14%
LLM13%
Linux22%
Verilog3%
AWS22%
Azure14%
Bash9%
Databricks6%
GCP10%

What sets Unconventional AI apart

Verilog3%

Questions about the Unconventional AI tech stack

What programming languages does Unconventional AI use?

The languages named in Unconventional AI job postings are Python (70%), C++ (30%), Verilog (30%), Bash (20%), SystemVerilog (20%), as a share of the 10 postings of the last 12 months.

Does Unconventional AI use LangChain?

Yes. LangChain is named in 2 of 10 job postings (20%) and required in 1 of them.

What cloud and platforms does Unconventional AI use?

The cloud and platforms named in Unconventional AI job postings are Linux (3), AWS (2), Azure (2) (postings in brackets).

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

Hardware postings at Unconventional AI most often require Python (3), Formal Verification (2), SystemVerilog (2), Verilog (2), out of 5 postings in the last 12 months.

Is the Unconventional AI tech stack changing?

Yes. Kubernetes, LLM, AI Agents, CI/CD first appeared in Unconventional AI job postings in the last six months.

How modern is the Unconventional AI tech stack?

Unconventional AI scores 75 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: 1; legacy ones: 0.

How does Alion know the Unconventional AI tech stack?

Alion reads every job posting Unconventional AI publishes and tags the technologies each one names. The figures on this page count the 10 postings of the last 12 months and were updated on Sep 30, 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, "Unconventional AI tech stack: 63 technologies from 10 job postings", as of Sep 30, 2026. https://alion.io/company/unconv/technologies

Licence: CC BY-SA 4.0JSON