Centific - one forma
oneforma.com
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How Human Expertise Shapes The AI Models That Run The World
Why AI Needs Human Experts Large language models are trained on a slice of human text. That slice contains brilliance and nonsense in roughly equal measure, and the model has no innate way to tell them apart. Expert judgment is what teaches it the differe
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The Difference Between General And Expert Annotation, And Why It Matters For AI Quality
Why AI Needs Human Experts Large language models are trained on a slice of human text. That slice contains brilliance and nonsense in roughly equal measure, and the model has no innate way to tell them apart. Expert judgment is what teaches it the differe
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From Physician To AI Trainer: One Doctor's Story Of Contributing To Medical AI
Why AI Needs Human Experts Large language models are trained on a slice of human text. That slice contains brilliance and nonsense in roughly equal measure, and the model has no innate way to tell them apart. Expert judgment is what teaches it the differe
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Why Multilingual AI Still Struggles, And What Human Translators Are Doing About It
Why AI Needs Human Experts Large language models are trained on a slice of human text. That slice contains brilliance and nonsense in roughly equal measure, and the model has no innate way to tell them apart. Expert judgment is what teaches it the differe
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How A Fortune 500 Healthcare Company Built Domain-Trained AI With 600 Verified Physicians
Why AI Needs Human Experts Large language models are trained on a slice of human text. That slice contains brilliance and nonsense in roughly equal measure, and the model has no innate way to tell them apart. Expert judgment is what teaches it the differe
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The Expert's Playbook: How To Write A Profile That Gets Matched To Better Projects
Why AI Needs Human Experts Large language models are trained on a slice of human text. That slice contains brilliance and nonsense in roughly equal measure, and the model has no innate way to tell them apart. Expert judgment is what teaches it the differe
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New: Faster Project Matching, Transparent Pay Rates, And Live Progress Tracking
Why AI Needs Human Experts Large language models are trained on a slice of human text. That slice contains brilliance and nonsense in roughly equal measure, and the model has no innate way to tell them apart. Expert judgment is what teaches it the differe
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Tech stack
Technologies named in job postings at Centific - one forma over the last 12 months, by layer, with the share of postings for each.
Technologies in use
42
Postings analysed
2
Stack modernity
76/100AI adopter
Languages
Python
C++
Java
Frameworks & libraries
Gymnasium
LangChain
LangGraph
PyTorch
PyTorch C++
TRL
TensorFlow
TensorFlow C++
Cloud & platforms
AWS
Azure
GCP
Kubernetes
Developer tools
Docker
AI & ML
LLM
Practices & domains
RAG
Machine Learning
Reinforcement Learning
AI Agents
DPO
Digital Twin
Fine-tuning
Function Calling
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Salary insights
Compensation ranges based on this company's open jobs
Median
$208k
Typical range
$165k – $250k
Open positions
2
1
Jobs
Staff
100%
| Level | Jobs | Median | Typical range |
|---|---|---|---|
| Staff | 1 | $250k | $250k |
Highest paying role
Staff Research Scientist - Reinforcement Learning
$250k
Normalized to USD per year
Growth
Hiring Momentum
73/100
Growing
Open positions
2
2 opened / 0 closed in 30 days
Hiring Dynamics
+100%
Hiring Focus
The percentage next to each role is its share of the company's job openings over the last 90 days; the arrow shows the shift versus the previous period.
AI/ML
100% ▲
Jobs
$165k per year • Remote (likely United States) • Full-Time
Python
Java
C++
Flask
FastAPI
Django
C++
TensorFlow C++
PyTorch C++
AI/ML
LangGraph
AutoGen
LangChain
Reinforcement Learning
Multimodal AI
Computer Vision
AI Agents
NLP
TensorFlow
PyTorch
CrewAI
LLM
RAG
Machine Learning
DevOps
GCP
Azure
AWS
Docker
Kubernetes
Apply
$200k – $250k per year • Remote (likely United States) • Full-Time • 7+ years exp
Python
Fine-tuning
RLHF
Reinforcement Learning
Function Calling
TRL
Transformers
LLM
RAG
Synthetic Data
Gymnasium
DPO
PPO
GRPO
Post-training
Tool Use
World Models
Reward Modeling
Machine Learning
Robotics
Digital Twin
Apply