Reflection AI
AI Research Labs · Foundation Models

Reflection AI tech stack

Reflection AI builds mostly with Python, Go, TypeScript, Rust. Its stack also includes Kubernetes, GCP, Megatron-LM, NCCL. Python is named in 22 of the 55 job postings Reflection AI published in the last 12 months (40%). Counted by Alion from the job postings of Reflection AI, updated Nov 11, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 11, 2026
Technologies in use
93
Postings analysed
55
Open now
38
Modernity
70 /100
New in 6 months
8

What programming languages does Reflection AI use?

Python is named in 40% of job postings at Reflection AI, followed by Go (9%), TypeScript (9%), Rust (5%).

Python 22 40% required in 91% · 12 open now · since Oct 2025
Go 5 9% required in 100% · 3 open now · since Mar 2026
TypeScript 5 9% required in 80% · 1 open now · since Mar 2026
Rust 3 5% required in 100% · 3 open now · since Mar 2026
SQL 3 5% required in 100% · 1 open now · since Dec 2025
C++ 2 4% required in 100% · 2 open now · since Mar 2026

What frameworks and libraries does Reflection AI use?

Megatron-LM is named in 7% of job postings at Reflection AI, followed by NCCL (7%), Ray (7%), Flink (5%).

Megatron-LM 4 7% required in 100% · 2 open now · since Mar 2026
NCCL 4 7% required in 100% · 3 open now · since Mar 2026
Ray 4 7% required in 100% · 3 open now · since Mar 2026
Flink 3 5% required in 100% · 3 open now · since Jun 2026
SGLang 3 5% required in 100% · 2 open now · since Dec 2025
Dagster 2 4% required in 100% · 2 open now · since Jul 2026
JAX 2 4% required in 100% · 1 open now · since Mar 2026
OpenTelemetry 2 4% required in 100% · 2 open now · since Mar 2026
Show all (13)
PyTorch2
FastAPI2
DeepSpeed1
FSDP1
Triton1

What databases does Reflection AI use?

Delta Lake is named in 4% of job postings at Reflection AI, followed by Google BigQuery (4%), Snowflake (4%).

Delta Lake 2 4% required in 100% · 2 open now · since Jul 2026
Google BigQuery 2 4% required in 100% · 2 open now · since Jul 2026
Snowflake 2 4% required in 100% · 2 open now · since Jul 2026

What cloud and platforms does Reflection AI use?

Kubernetes is named in 33% of job postings at Reflection AI, followed by GCP (9%), AWS (7%), Windows (7%).

Kubernetes 18 33% required in 100% · 12 open now · since Dec 2025
GCP 5 9% required in 100% · 3 open now · since Mar 2026
AWS 4 7% required in 100% · 2 open now · since Mar 2026
Windows 4 7% required in 100% · 3 open now · since Apr 2026
Okta 4 7% required in 50% · 2 open now · since Apr 2026
Cloudflare 3 5% required in 100% · 3 open now · since Jul 2026
Linux 3 5% required in 100% · 2 open now · since Apr 2026
OpenAI 3 5% required in 100% · 2 open now · since Jun 2026
Show all (21)
Apache Kafka2
Grafana2
vLLM2
Active Directory1
Anthropic1
Anyscale1
Azure1
Google GKE1
Hugging Face1
Prefect1
Rancher1
Tableau1
Together AI1

What developer tools does Reflection AI use?

Pulumi is named in 11% of job postings at Reflection AI, followed by Terraform (11%), Docker (5%), SLURM (5%).

Pulumi 6 11% required in 100% · 5 open now · since Mar 2026
Terraform 6 11% required in 100% · 5 open now · since Mar 2026
Docker 3 5% required in 100% · since May 2026
SLURM 3 5% required in 100% · 2 open now · since Dec 2025
gRPC 3 5% required in 67% · 2 open now · since Mar 2026
Bazel 2 4% required in 100% · 2 open now · since Mar 2026
Great Expectations 2 4% required in 100% · 2 open now · since Jul 2026
Model Context Protocol 2 4% required in 100% · 2 open now · since Dec 2025
Show all (16)
Prometheus2
Rest API2
ArgoCD1
HashiCorp Boundary1
Helm1
Open Policy Agent1
Protobuf1
Teleport1

What AI and ML technologies does Reflection AI use?

LLM is named in 25% of job postings at Reflection AI.

LLM 14 25% required in 100% · 9 open now · since Oct 2025

Which engineering practices does Reflection AI ask for?

Pre-training is named in 31% of job postings at Reflection AI, followed by Post-training (22%), AI Agents (18%), CI/CD (18%).

Pre-training 17 31% required in 100% · 15 open now · since Dec 2025
Post-training 12 22% required in 100% · 11 open now · since Oct 2025
AI Agents 10 18% required in 100% · 4 open now · since Dec 2025
CI/CD 10 18% required in 100% · 5 open now · since Mar 2026
Machine Learning 10 18% required in 90% · 6 open now · since Oct 2025
IAM 6 11% required in 100% · 6 open now · since Mar 2026
Reinforcement Learning 5 9% required in 100% · 3 open now · since Oct 2025
Fine-tuning 4 7% required in 100% · since Apr 2026
Show all (33)
Function Calling4
Platform Engineering4
LLM Guardrails3
RAG3
CMMC2
Quantization2
RLHF2
SFT2
SLI/SLO/SLA2
Speculative Decoding2
Synthetic Data2
BGP2
DNS2
Tokenization2
DPO1
FinOps1
Human-in-the-Loop1
Interpretability1
LLM Evaluation1
PKI1
RLAIF1
Reward Modeling1
World Models1
Multimodal AI1
NLP1

What does each Reflection AI team work with?

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

AI/ML

20 postings
LLM8
Kubernetes7
Python7
TypeScript4
Docker3
Go3

Backend

9 postings
Kubernetes4
Ray3
Flink2
NCCL2

Security

5 postings
Python5
Kubernetes4
Cloudflare3
Pulumi3
Terraform3
AWS2

Data Science

3 postings
LLM2
Python2

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How is the Reflection 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
CMMCOct 2026
Apache KafkaJul 2026
DagsterJul 2026
Delta LakeJul 2026
Google BigQueryJul 2026
Great ExpectationsJul 2026
SnowflakeJul 2026
CloudflareJul 2026
Rising
Post-training6% → 28%
Pre-training25% → 39%
Falling
CI/CD31% → 6%
TypeScript19% → 0%
Ray19% → 0%
Kubernetes38% → 22%
Pulumi19% → 6%
Terraform19% → 6%
IAM19% → 11%
Not named for 6 months
Megatron-LMApr 2026
RLHFApr 2026
SFTApr 2026

How modern is the Reflection AI stack?

Modern AI adopter 70/100

Reflection AI scores 70 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 Reflection AI stack in its industry?

Share of the 181 companies in the same industries, whose stack Alion knows, that use each technology.

Python86%
Kubernetes64%
LLM69%
GCP54%
Go33%
TypeScript55%
AWS58%
Megatron-LM17%
NCCL24%
Okta11%

Questions about the Reflection AI tech stack

What programming languages does Reflection AI use?

The languages named in Reflection AI job postings are Python (40%), Go (9%), TypeScript (9%), Rust (5%), SQL (5%), as a share of the 55 postings of the last 12 months.

Does Reflection AI use Megatron-LM?

Yes. Megatron-LM is named in 4 of 55 job postings (7%) and required in 4 of them.

What cloud and platforms does Reflection AI use?

The cloud and platforms named in Reflection AI job postings are Kubernetes (18), GCP (5), AWS (4) (postings in brackets).

What skills do you need for a AI/ML job at Reflection AI?

AI/ML postings at Reflection AI most often require LLM (8), Kubernetes (7), Python (7), TypeScript (4), out of 20 postings in the last 12 months.

Is the Reflection AI tech stack changing?

Yes. CMMC, Apache Kafka, Dagster, Delta Lake first appeared in Reflection AI job postings in the last six months.

How modern is the Reflection AI tech stack?

Reflection AI scores 70 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 Reflection AI tech stack?

Alion reads every job posting Reflection AI publishes and tags the technologies each one names. The figures on this page count the 55 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, "Reflection AI tech stack: 93 technologies from 55 job postings", as of Nov 11, 2026. https://alion.io/company/reflection-ai/technologies

Licence: CC BY-SA 4.0JSON