Unconventional AI tech stack
Unconventional AI builds mostly with Python, Verilog, Perl, C++. Its stack also includes Linux, Databricks, LangChain, Next.js. Python is named in 11 of the 16 job postings Unconventional AI published in the last 12 months (69%). Counted by Alion from the job postings of Unconventional AI, updated Nov 14, 2026.
What programming languages does Unconventional AI use?
Python is named in 69% of job postings at Unconventional AI, followed by Verilog (31%), Perl (19%), C++ (19%).
Python
11 69%
Verilog
5 31%
Perl
3 19%
C++
3 19%
Bash
2 13%
JavaScript
2 13%
Node JS
2 13%
SQL
2 13%
Show all (10)
What frameworks and libraries does Unconventional AI use?
LangChain is named in 19% of job postings at Unconventional AI, followed by Next.js (13%), React.js (13%), UVM (13%).
LangChain
3 19%
Next.js
2 13%
React.js
2 13%
UVM
2 13%
DeepSpeed
1 6%
PyTorch Lightning
1 6%
Show all (16)
What databases does Unconventional AI use?
Milvus is named in 6% of job postings at Unconventional AI, followed by Pinecone (6%), Weaviate (6%).
What cloud and platforms does Unconventional AI use?
Linux is named in 19% of job postings at Unconventional AI, followed by Databricks (19%), AWS (19%), Azure (19%).
Databricks
3 19%
AWS
3 19%
Azure
3 19%
GCP
3 19%
Kubernetes
2 13%
Datadog
1 6%
Show all (10)
What developer tools does Unconventional AI use?
Formal Verification is named in 25% of job postings at Unconventional AI, followed by Claude Code (13%), Cursor (13%), OpenAI Codex (13%).
Claude Code
2 13%
Cursor
2 13%
Cadence Innovus
1 6%
Docker
1 6%
Show all (13)
What AI and ML technologies does Unconventional AI use?
LLM is named in 25% of job postings at Unconventional AI.
LLM
4 25%
Which engineering practices does Unconventional AI ask for?
Machine Learning is named in 44% of job postings at Unconventional AI, followed by AI Agents (25%), CI/CD (19%), Semantic Search (19%).
AI Agents
4 25%
CI/CD
3 19%
Prompt Engineering
2 13%
RAG
2 13%
Diffusion Models
1 6%
Show all (12)
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
8 postingsAI/ML
5 postingsHow does your stack fit Unconventional AI?
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.
How modern is the Unconventional AI stack?
Unconventional AI scores 77 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 90 companies in the same industries, whose stack Alion knows, that use each technology.
Companies with a stack like Unconventional AI
Institute of Foundation Models
44 shared technologies
SambaNova Systems
47 shared technologies
Cohere
47 shared technologies
Tower Research Capital
44 shared technologies
Meesho
43 shared technologies
Fireworks AI
44 shared technologies
Sprinklr
43 shared technologies
Huawei Technologies
53 shared technologies
Questions about the Unconventional AI tech stack
What programming languages does Unconventional AI use?
The languages named in Unconventional AI job postings are Python (69%), Verilog (31%), Perl (19%), C++ (19%), Bash (13%), as a share of the 16 postings of the last 12 months.
Does Unconventional AI use LangChain?
Yes. LangChain is named in 3 of 16 job postings (19%) and required in 2 of them.
What cloud and platforms does Unconventional AI use?
The cloud and platforms named in Unconventional AI job postings are Linux (3), Databricks (3), AWS (3) (postings in brackets).
What skills do you need for a Hardware job at Unconventional AI?
Hardware postings at Unconventional AI most often require Python (6), Formal Verification (3), Perl (3), SystemVerilog (2), out of 8 postings in the last 12 months.
Is the Unconventional AI tech stack changing?
Yes. Perl, Kubernetes, AI Agents, LLM first appeared in Unconventional AI job postings in the last six months.
How modern is the Unconventional AI tech stack?
Unconventional AI scores 77 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 16 postings of the last 12 months and were updated on Nov 14, 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: 65 technologies from 16 job postings", as of Nov 14, 2026. https://alion.io/company/unconv/technologies