Case Studies
Real-world technical implementations with quantified business impact from live GitHub PRs and production systems.
Portfolio Overview
Portfolio Metrics (Static)
4 Achievements
$275k
Total Business Value
85.0
Avg Impact Score
120h
Time Saved
4
Total Projects
Categories
business
1
1 achievements
feature
2
2 achievements
optimization
1
1 achievements
Featured Achievements
Real implementations from GitHub PRs with live metrics and business impact data
Category
Technology
Threads-Agent: MLflow Registry + SLO-gated CI
Impact: 88/100
12/1/202480h saved
120h work
Built to learn enterprise MLOps: MLflow registry, SLO-gated CI, observability stack
Before
deployment process:manual
rollback capability:none
After
deployment process:automated CI/CD
rollback capability:one-command
MLOps
SLO
Model Registry
+1
ROI-Agent: Multimodal Media Buyer Automation
Impact: 82/100
11/1/202460h saved
80h work
BLIP-2 + LLM analysis for Meta Ads with hybrid inference and A/B testing framework
Before
creative analysis:manual review
iteration time:daily manual
After
creative analysis:automated BLIP-2 + LLM
iteration time:automated pipeline
Multimodal AI
BLIP-2
Meta Ads
+1
Achievement Collector: PR Impact Analysis
Impact: 80/100
10/1/202440h saved
60h work
Turns raw PRs into business-value narratives, generates ImpactScores for storytelling
Before
portfolio updates:manual
pr analysis:ad-hoc
After
portfolio updates:automated
pr analysis:systematic scoring
GitHub API
Portfolio
Impact Analysis
+1
Tech Doc Generator: Automated Documentation
Impact: 75/100
9/1/202430h saved
40h work
Turns code, configs, and metrics into architecture notes and changelogs
Before
documentation process:manual
adr creation:sporadic
After
documentation process:automated
adr creation:on contract changes
Documentation
Automation
ADR
+1