wshobson Seth Hobson
Senior AI Engineer @UnitedDataTechnologies | Founder @major7apps
EVIDENCE BASE
31
Repositories
1419
Commits
1702
Files analyzed
40
Technologies
113
Evidence
39
Active months
Based on 31 repository passports · 12/31 current
ENGINEERING PROFILE
Frontend16%
Backend75%
Testing50%
DevOps75%
CORE TECHNOLOGIES
HR: name + projects · Lead: + files/LOC · persistence Core≥4
Markdown Core
LANGUAGE · 9/31 repos · 887 files · 202866 LOC
Depth 70 · HIGH
Python Core
LANGUAGE · 7/31 repos · 318 files · 51036 LOC
Depth 70 · HIGH
JSON Core
LANGUAGE · 5/31 repos · 295 files · 13173 LOC
Depth 70 · HIGH
pytest Recurring
TESTING · 3/31 repos · 75 files · 17422 LOC
Depth 74 · HIGH
pandas Core
LIBRARY · 4/31 repos · 62 files · 13593 LOC
Depth 74 · HIGH
NumPy Core
LIBRARY · 5/31 repos · 39 files · 8673 LOC
Depth 58 · HIGH
YAML Core
LANGUAGE · 7/31 repos · 39 files · 3307 LOC
Depth 70 · HIGH
Pydantic Recurring
LIBRARY · 3/31 repos · 27 files · 4752 LOC
Depth 58 · HIGH
SQLAlchemy Emerging
LIBRARY · 1/31 repos · 21 files · 6035 LOC
Depth 78 · HIGH
Shell Core
LANGUAGE · 4/31 repos · 18 files · 1029 LOC
Depth 70 · HIGH
Redis Recurring
CACHE · 3/31 repos · 12 files · 12126 LOC
Depth 73 · HIGH
TOML Core
LANGUAGE · 6/31 repos · 8 files · 375 LOC
Depth 70 · HIGH
Dockerfile Core
LANGUAGE · 4/31 repos · 5 files · 102 LOC
Depth 70 · HIGH
PostgreSQL Recurring
DATABASE · 2/31 repos · 4 files · 771 LOC
Depth 69 · HIGH
Poetry Core
BUILD_TOOL · 4/31 repos · 4 files · 40 LOC
Depth 80 · HIGH
pip Recurring
BUILD_TOOL · 3/31 repos · 3 files · 30 LOC
Depth 80 · HIGH
Rust Recurring
LANGUAGE · 2/31 repos · 3 files · 196 LOC
Depth 70 · HIGH
Uvicorn Core
LIBRARY · 4/31 repos · 3 files · 241 LOC
Depth 58 · HIGH
FastAPI Recurring
FRAMEWORK · 3/31 repos · 3 files · 241 LOC
Depth 58 · HIGH
C# Emerging
LANGUAGE · 1/31 repos · 2 files · 715 LOC
Depth 70 · HIGH
Cargo Recurring
BUILD_TOOL · 2/31 repos · 2 files · 20 LOC
Depth 80 · HIGH
Requests Recurring
LIBRARY · 2/31 repos · 2 files · 55 LOC
Depth 43 · HIGH
TypeScript Emerging
LANGUAGE · 1/31 repos · 2 files · 657 LOC
Depth 62 · HIGH
JavaScript Emerging
LANGUAGE · 1/31 repos · 2 files · 120 LOC
Depth 70 · HIGH
uv Recurring
BUILD_TOOL · 2/31 repos · 2 files · 20 LOC
Depth 80 · HIGH
MongoDB Recurring
DATABASE · 2/31 repos · 2 files · 5665 LOC
Depth 61 · HIGH
Entity Framework Core Emerging
LIBRARY · 1/31 repos · 1 files · 404 LOC
Depth 58 · HIGH
Elasticsearch Emerging
DATABASE · 1/31 repos · 1 files · 5511 LOC
Depth 61 · HIGH
Dapper Emerging
LIBRARY · 1/31 repos · 1 files · 404 LOC
Depth 58 · HIGH
Prettier Emerging
QUALITY · 1/31 repos · 1 files · 35 LOC
Depth 59 · HIGH
XML Emerging
LANGUAGE · 1/31 repos · 1 files · 19 LOC
Depth 70 · HIGH
Starlette Emerging
FRAMEWORK · 1/31 repos · 0 files · 0 LOC
Ruff Emerging
QUALITY · 1/31 repos · 0 files · 0 LOC
python-dotenv Emerging
LIBRARY · 1/31 repos · 0 files · 0 LOC
Click Emerging
LIBRARY · 1/31 repos · 0 files · 0 LOC
Black Recurring
QUALITY · 2/31 repos · 0 files · 0 LOC
HTTPX Emerging
LIBRARY · 1/31 repos · 0 files · 0 LOC
lxml Emerging
LIBRARY · 1/31 repos · 0 files · 0 LOC
AWS SDK Emerging
CLOUD · 1/31 repos · 0 files · 0 LOC
typing_extensions Emerging
LIBRARY · 1/31 repos · 0 files · 0 LOC
ENGINEERING HABITS
containerizationobserved
automated_testsobserved
documentationobserved
lintingobserved
formattingabsent
continuous_integrationobserved
Not observed ≠ does not know
PROJECT PORTFOLIO
agents Redis
commands Markdown
financial-chat Poetry
maverick-mcp NumPy
minimax-dgx-spark JSON
backhacker NumPy
nomad_nibbles Markdown
ip_sniffer Cargo
ACTIVITY & OWNERSHIP
Active months 39
Commits 1419
Owner authored 62%
PRIMARY PROFILE — HR VIEW
BackendMarkdown · Python · JSONCollaborative
In 30 sec: direction — backend, core — Markdown · Python · JSON, 31 repos 2019 — 2026. No LOC or files — stability only.
DEVELOPER SIGNATURE
MarkdownPythonJSONpytestpandasCollaborative
TECHNOLOGY EVOLUTION
2023
JavaScript · React
2024
TypeScript · Next.js
2025
TypeScript · PostgreSQL
2026
TS + Next
COMMUNITY / IMPACT not a skill rating
Stars 43432
Forks 4783
Watchers 43432
EVERYTHING ABOVE IS TRACEABLE
31 repositories · 1419 commits · 1702 files · 113 evidence
Absence of a technology in the passport does not imply lack of experience