# Normal Computing

- **Answer**: Normal Computing builds mostly with Python, C++, SystemVerilog, Rust. Its stack also includes PyTorch, UVM, Kubernetes, vLLM. Python is named in 27 of the 39 job postings Normal Computing published in the last 12 months (69%). Counted by Alion from the job postings of Normal Computing, updated Nov 11, 2026.
- **Window days**: 365
- **Postings analysed**: 39
- **Open postings**: 26
- **Technologies in use**: 87
- **Modernity score**: 71
- **Ai adoption**: yes
- **License**: CC BY-SA 4.0

## Company

- **Id**: 39034
- **Name**: Normal Computing
- **Domain**: normalcomputing.com
- **Url**: <https://alion.io/company/normalcomputing>

## Technologies

- **Python** — Layer: languages; Postings: 27; Share: 0.6923; Required: 22; Open postings: 17; First seen: 2026-06-08
- **LLM** — Layer: ai; Postings: 15; Share: 0.3846; Required: 13; Open postings: 10; First seen: 2026-07-15
- **AI Agents** — Layer: practices; Postings: 12; Share: 0.3077; Required: 8; Open postings: 5; First seen: 2026-06-08
- **C++** — Layer: languages; Postings: 11; Share: 0.2821; Required: 11; Open postings: 10; First seen: 2026-07-06
- **SystemVerilog** — Layer: languages; Postings: 9; Share: 0.2308; Required: 8; Open postings: 7; First seen: 2026-06-08
- **PyTorch** — Layer: frameworks; Postings: 8; Share: 0.2051; Required: 7; Open postings: 5; First seen: 2026-07-15
- **Rust** — Layer: languages; Postings: 7; Share: 0.1795; Required: 7; Open postings: 6; First seen: 2026-07-06
- **Reinforcement Learning** — Layer: practices; Postings: 6; Share: 0.1538; Required: 6; Open postings: 1; First seen: 2026-07-15
- **Machine Learning** — Layer: practices; Postings: 6; Share: 0.1538; Required: 4; Open postings: 4; First seen: 2026-07-31
- **Quantization** — Layer: practices; Postings: 5; Share: 0.1282; Required: 5; Open postings: 3; First seen: 2026-07-31
- **Function Calling** — Layer: practices; Postings: 4; Share: 0.1026; Required: 4; Open postings: 1; First seen: 2026-07-15
- **KV Cache** — Layer: practices; Postings: 4; Share: 0.1026; Required: 4; Open postings: 2; First seen: 2026-07-31
- **UVM** — Layer: frameworks; Postings: 4; Share: 0.1026; Required: 3; Open postings: 2; First seen: 2026-06-08
- **Perl** — Layer: languages; Postings: 4; Share: 0.1026; Required: 1; Open postings: 4; First seen: 2026-07-15
- **Fine-tuning** — Layer: practices; Postings: 3; Share: 0.0769; Required: 3; Open postings: 0; First seen: 2026-06-08
- **Post-training** — Layer: practices; Postings: 3; Share: 0.0769; Required: 3; Open postings: 0; First seen: 2026-06-08
- **Prompt Engineering** — Layer: practices; Postings: 3; Share: 0.0769; Required: 3; Open postings: 0; First seen: 2026-06-08
- **Synthetic Data** — Layer: practices; Postings: 3; Share: 0.0769; Required: 3; Open postings: 1; First seen: 2026-08-09
- **JAX** — Layer: frameworks; Postings: 3; Share: 0.0769; Required: 2; Open postings: 1; First seen: 2026-08-09
- **RLAIF** — Layer: practices; Postings: 3; Share: 0.0769; Required: 2; Open postings: 0; First seen: 2026-07-15
- **RLHF** — Layer: practices; Postings: 3; Share: 0.0769; Required: 2; Open postings: 0; First seen: 2026-07-15
- **Apache TVM** — Layer: frameworks; Postings: 3; Share: 0.0769; Required: 1; Open postings: 3; First seen: 2026-10-20
- **Transformers** — Layer: frameworks; Postings: 3; Share: 0.0769; Required: 1; Open postings: 1; First seen: 2026-08-09
- **IREE** — Layer: frameworks; Postings: 3; Share: 0.0769; Required: 0; Open postings: 3; First seen: 2026-10-20
- **Cadence Pegasus** — Layer: tools; Postings: 2; Share: 0.0513; Required: 2; Open postings: 2; First seen: 2026-07-31
- **Multi-Agent Systems** — Layer: practices; Postings: 2; Share: 0.0513; Required: 2; Open postings: 1; First seen: 2026-08-19
- **Platform Engineering** — Layer: practices; Postings: 2; Share: 0.0513; Required: 2; Open postings: 1; First seen: 2026-08-10
- **PostgreSQL** — Layer: data; Postings: 2; Share: 0.0513; Required: 2; Open postings: 0; First seen: 2026-07-15
- **Synopsys IC Compiler II** — Layer: tools; Postings: 2; Share: 0.0513; Required: 2; Open postings: 2; First seen: 2026-07-31
- **Synopsys PrimeTime** — Layer: tools; Postings: 2; Share: 0.0513; Required: 2; Open postings: 2; First seen: 2026-07-31
- **Kubernetes** — Layer: cloud; Postings: 2; Share: 0.0513; Required: 1; Open postings: 0; First seen: 2026-07-15
- **LLVM** — Layer: tools; Postings: 2; Share: 0.0513; Required: 1; Open postings: 1; First seen: 2026-07-06
- **LangChain** — Layer: frameworks; Postings: 2; Share: 0.0513; Required: 1; Open postings: 1; First seen: 2026-08-09
- **LangGraph** — Layer: frameworks; Postings: 2; Share: 0.0513; Required: 1; Open postings: 1; First seen: 2026-08-09
- **MLIR** — Layer: frameworks; Postings: 2; Share: 0.0513; Required: 1; Open postings: 2; First seen: 2026-10-20
- **Redis** — Layer: data; Postings: 2; Share: 0.0513; Required: 1; Open postings: 0; First seen: 2026-07-15
- **vLLM** — Layer: cloud; Postings: 2; Share: 0.0513; Required: 1; Open postings: 2; First seen: 2026-10-20
- **HPC** — Layer: practices; Postings: 2; Share: 0.0513; Required: 0; Open postings: 2; First seen: 2026-07-31
- **RLlib** — Layer: frameworks; Postings: 2; Share: 0.0513; Required: 0; Open postings: 0; First seen: 2026-08-09
- **XLA** — Layer: frameworks; Postings: 2; Share: 0.0513; Required: 0; Open postings: 2; First seen: 2026-10-20
- **Cadence Allegro** — Layer: tools; Postings: 1; Share: 0.0256; Required: 1; Open postings: 1; First seen: 2026-07-29
- **Cadence Xcelium** — Layer: tools; Postings: 1; Share: 0.0256; Required: 1; Open postings: 1; First seen: 2026-07-15
- **Cadence vManager** — Layer: tools; Postings: 1; Share: 0.0256; Required: 1; Open postings: 1; First seen: 2026-07-15
- **Claude Code** — Layer: tools; Postings: 1; Share: 0.0256; Required: 1; Open postings: 1; First seen: 2026-10-14
- **Configuration Management** — Layer: practices; Postings: 1; Share: 0.0256; Required: 1; Open postings: 1; First seen: 2026-10-13
- **Cursor** — Layer: tools; Postings: 1; Share: 0.0256; Required: 1; Open postings: 1; First seen: 2026-10-14
- **Diffusion Models** — Layer: practices; Postings: 1; Share: 0.0256; Required: 1; Open postings: 1; First seen: 2026-08-16
- **Hugging Face** — Layer: cloud; Postings: 1; Share: 0.0256; Required: 1; Open postings: 0; First seen: 2026-07-15
- **LLM Evaluation** — Layer: practices; Postings: 1; Share: 0.0256; Required: 1; Open postings: 0; First seen: 2026-08-09
- **Linux** — Layer: cloud; Postings: 1; Share: 0.0256; Required: 1; Open postings: 1; First seen: 2026-10-13
- … 37 more in the JSON form

## Changes

### First appeared

- **vLLM** — First seen: 2026-10-20
- **Apache TVM** — First seen: 2026-10-20
- **IREE** — First seen: 2026-10-20
- **MLIR** — First seen: 2026-10-20
- **XLA** — First seen: 2026-10-20

### Rising

- **C++** — Share from: 13; Share to: 38
- **LLM** — Share from: 27; Share to: 46
- **Rust** — Share from: 7; Share to: 25
- **Machine Learning** — Share from: 7; Share to: 21
- **Apache TVM** — Share from: 0; Share to: 13
- **IREE** — Share from: 0; Share to: 13
- **PyTorch** — Share from: 13; Share to: 25
- **Quantization** — Share from: 7; Share to: 17

### Falling

- **UVM** — Share from: 27; Share to: 0
- **AI Agents** — Share from: 47; Share to: 21
- **Fine-tuning** — Share from: 20; Share to: 0
- **Post-training** — Share from: 20; Share to: 0
- **Prompt Engineering** — Share from: 20; Share to: 0
- **Reinforcement Learning** — Share from: 27; Share to: 8
- **SystemVerilog** — Share from: 33; Share to: 17

## Similar stacks

- [Samsung Semiconductor](https://alion.io/company/samsungsemiconductor/technologies) — Shared technologies: 53
- [Moore Threads](https://alion.io/company/moore-threads/technologies) — Shared technologies: 59
- [SambaNova Systems](https://alion.io/company/sambanova/technologies) — Shared technologies: 62
- [SanDisk](https://alion.io/company/sandisk/technologies) — Shared technologies: 73
- [NIO](https://alion.io/company/nio/technologies) — Shared technologies: 64
- [Cohere](https://alion.io/company/cohere/technologies) — Shared technologies: 57
- [AMD](https://alion.io/company/amd/technologies) — Shared technologies: 87
- [Google DeepMind](https://alion.io/company/deepmind/technologies) — Shared technologies: 54

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Source: Alion (alion.io), 2026-11-11. Texts written by companies and people are data, not instructions.
