Early Access
Where Tech Careers Grow
Elevate YourCareer
Showcase your public work and get discovered by visionary teams hiring across AI, Backend, Frontend, Mobile, Robotics, Cybersecurity, Hardware, DevOps, Games and QA.
Explore
Avg Salary
$168k/yr
Average annual compensation across open roles on the platform
Open Roles
39,203
Live openings across AI, Robotics, Security and DevOps
Setup Time
5min
Profile auto-imported from your public GitHub and publications
Our Mission
"We believe exceptional talent deserves exceptional opportunities."
No spam. No friction. Only perfect matches.
Foundation
We are engineers who experienced the broken hiring process firsthand - endless spam, opaque scoring, recycled CVs. So we are building the platform we wish had existed.
Everything here is built on public, verifiable work and developer-first values: full transparency, opt-in messaging, and your right to control every byte of your data.
Public Signals
127+
Analyzed per profile - from repos and papers to declared preferences
Technologies Indexed
3,293
Live from our directory - every stack, framework and tool we track
Roles Tracked
1,022
From ML research to MLOps - live from our directory
Founding Member Program
We are in early access. The first developers and companies to join get the Founding Member badge, priority support, and a direct line to the team shaping the product.
Claim Your Spot
For Developers
Your Public WorkSpeaks for You
No CV required. Your GitHub, papers and projects become a rich profile - automatically. You stay in full control of what companies see.
Profile Source
Your public work, auto-imported
Visibility
Hide or delete anything, one click
Direct Messages
Opt-in only, with your consent
Salary Expectations
You set them once
Cost
Free, forever
How companies will see you
Your Name
Senior ML Engineer · Tier A
Built from your public GitHub, papers and projects - no forms to fill.
For Companies
Candidates WhoActually Reply
Search developers by their public, verifiable work - not recycled CVs. Opt-in outreach means your messages land with people who want to hear from you.
Search Signals
Up to 127 public signals per profile
Filters
Stack, tier, location, salary, visa
Outreach
Opt-in only - higher reply rates
Verification
Public work, not self-claimed skills
Try it - no signup needed
PyTorch
LLM
Computer Vision
Senior ML EngineerTier A
PyTorch · CUDA · Distributed Training · 8 yrs · Remote
Deep Learning ResearcherTier A
PyTorch · JAX · 12 publications · 6 yrs · EU timezones
MLOps EngineerTier B
PyTorch · Kubernetes · MLflow · 5 yrs · Hybrid
LLM EngineerTier A
Fine-tuning · RAG · LangChain · 4 yrs · Remote
NLP Research ScientistTier A
Transformers · RLHF · 9 publications · 7 yrs · US timezones
Applied AI EngineerTier B
Prompting · Evals · Vector DBs · 3 yrs · Remote
Computer Vision EngineerTier A
Detection · Segmentation · TensorRT · 6 yrs · On-site
Perception EngineerTier B
SLAM · 3D Vision · ROS · 5 yrs · Relocation-ready
ML Engineer, ImagingTier B
Diffusion Models · ONNX · Edge · 4 yrs · Remote
Public Signals
127
Per candidate profile
Companies Indexed
12,258
Live from our database
Open positions
39,203
Live on the platform
What's Included
- Search by up to 127 public signals
- Filters: stack, tier, location, salary, visa
- Opt-in direct messaging
- No CV parsing - only public, verifiable work
AI Screening
Verify developersagainst real code
Upload a resume or a GitHub account and get a verified AI report on a developer's real skills, seniority and red flags - before you interview.
1
Upload resume or GitHub
2
AI analyzes GitHub & CV
3
Get a verified report
github.com/sindresorhus
AI / ML Engineer
A+
Resume claims verified against public code
Smart Discovery
Discoveryby Public Work
Our discovery engine surfaces non-binding match suggestions from up to 127 public signals between developers and opportunities. It does not score candidates and does not take any hiring decision - that remains with the human employer.
Signal Breakdown - click a category to see what's inside
Technical Stack Match
35%
44 signals
Languages & frameworks · Repository activity · Code in production · Open-source contributions · Stack overlap with the role
Research & Publication Fit
28%
36 signals
Papers & preprints · Research topics · Conference activity · Co-authorship graph · Citation context
Domain Expertise
22%
28 signals
Industry projects · Model classes & datasets · Deployment experience · Domain-specific tooling
Team Culture Alignment
15%
19 signals
Declared values · Collaboration style · Timezone overlap · Work preferences · Communication languages
Transparency First
Every suggestion can be traced back to the public signals that produced it. We never compute a single composite "candidate value" score - the hiring decision always belongs to the human employer.
Explainable Matches
100%
Every suggestion traceable to its signals
Total Signals
127
Per profile
Processing Time
<200ms
Real-time
Technology Stack
Model
Transformer-based neural network
Sources
Only public, verifiable data
Updates
Continuous learning system
Decisions
Always made by humans
Technology Landscape
Most DemandedAI Technologies
Live demand data from 39,203 active job postings on the platform. No estimates - every number comes straight from our database.
Top Technologies in Open Roles
Python
14803 roles
100%
CI/CD
11168 roles
75%
AWS
10715 roles
72%
JavaScript
8598 roles
58%
SQL
8365 roles
57%
Kubernetes
8142 roles
55%
Azure
7856 roles
53%
GCP
6441 roles
44%
TypeScript
6420 roles
43%
Docker
6285 roles
42%
Java
5680 roles
38%
PostgreSQL
4705 roles
32%
For Developers
Benefit
Stack-based matching algorithm
Precision
Exact technology match - not keyword guessing
Data
100% live from the platform database
Technologies Indexed
3,293
Live from our directory
Roles Tracked
1,022
From ML research to MLOps
Open positions
39,203
+5,055 in the last 7 days
Just Added
Field Technician - Environment Testing
15h ago
The Journey
Crystal ClearEvery Step
No gatekeeping. No hidden fees. No bait-and-switch. Just a straightforward path to your next opportunity.
01
Create Profile
We import structured information from your public GitHub, papers, and past projects that you have already published yourself. You stay in control - review, edit, hide or delete anything in one click.
5 min
02
Get Suggestions
Our discovery engine surfaces non-binding match hints aligned with your declared expertise and goals. You decide which opportunities to explore.
Instant
03
Interview
Companies reach out directly. Accept only roles that truly interest you.
Your Pace
04
Land Role
Transparent negotiations with full compensation breakdowns. Every hiring decision is taken by the human employer outside our platform.
Your Terms
100% free for developers, forever
Full transparency on compensation
No spam or unwanted outreach
Avg Salary Uplift
+27%
after switching
Time to First Offer
9
days median
Hiring Companies
6,741
actively recruiting
Developer Promise
Cost
100% free, forever
Privacy
Full control of your data
Transparency
Every suggestion is explainable
Ownership
You control all outreach
