# 🖥️ Harish Pal — AI Engineer | Financial ML | System Architect
> *Building intelligent systems at the intersection of AI, Finance, and Infrastructure*
---
## `whoami`
```bash
~/harish05-q $ whoami
harish05-q
~/harish05-q $ cat ~/.profile████████████████████████████████████████████████████████████████████████
█ HARISH PAL — AI Engineer & Financial Systems Enthusiast █
█ Status: Building GenAI + Systems Projects █
█ Learning: System Design, Generative AI, Agentic AI █
█ Open to: AI Systems, Quant Finance, LLM Apps, Backend Systems █
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Profile Views: 486
Repositories: 38+
Contributions: 82
Current Streak: 1 day
Longest Streak: 5 days
Fun Fact: "More interested in why models fail than when they succeed"
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AI system that reverse-engineers GitHub repositories into architecture
documentation, dependency graphs, call graphs, and semantic code insights
with explainable bug hotspot detection and anti-pattern analysis.
Stack: FastAPI | Tree-sitter | NetworkX | FAISS | sentence-transformers | Groq | Next.js | React Flow
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Agentic workflow system that automates technical problem-solving and
developer assistance through multi-step LLM orchestration with safe
sandboxed Python execution and modular pipeline stages.
Stack: n8n | LLM Orchestration | Stack Overflow API | Python | Chat Workflows
████████████████████████████████████████████████████████████████████████
~$ cat skills.sh▶ Python ████████████████████ 95%
▶ TensorFlow ████████████████░░░░ 85%
▶ PyTorch ████████████████░░░░ 85%
▶ scikit-learn ███████████████░░░░░ 80%
▶ LangChain ████████████████░░░░ 85%
▶ Hugging Face ███████████████░░░░░ 80%
▶ Pandas ████████████████████ 90%
▶ OpenCV ████████████░░░░░░░░ 70%
▶ Node.js ████████████████░░░░ 85%
▶ Django ████████████████░░░░ 85%
▶ FastAPI ████████████████░░░░ 85%
▶ GraphQL ███████████░░░░░░░░░ 65%
▶ Java ██████████░░░░░░░░░░ 60%
▶ C++ █████████░░░░░░░░░░░ 55%
▶ PHP ████████░░░░░░░░░░░░ 50%
▶ React ████████████████░░░░ 85%
▶ TypeScript ███████████████░░░░░ 80%
▶ JavaScript ████████████████░░░░ 85%
▶ Tailwind CSS ███████████████░░░░░ 80%
▶ HTML5/CSS3 ████████████████░░░░ 85%
▶ Sass ███████████░░░░░░░░░ 70%
▶ Figma ███████████░░░░░░░░░ 70%
▶ PostgreSQL ████████████████░░░░ 85%
▶ MySQL ████████████████░░░░ 85%
▶ MongoDB ███████████████░░░░░ 80%
▶ Redis ████████████████░░░░ 85%
▶ Sequelize ORM ███████████░░░░░░░░░ 70%
▶ Docker ████████████████░░░░ 85%
▶ Linux/Unix ████████████████░░░░ 85%
▶ Git ████████████████████ 95%
▶ AWS ███████████████░░░░░ 80%
▶ GitHub Actions ████████████░░░░░░░░ 75%
▶ Kubernetes ██████████░░░░░░░░░░ 60%
▶ Firebase ███████████░░░░░░░░░ 70%
▶ Heroku ████████████░░░░░░░░ 75%
▶ Postman ████████████████░░░░ 85%
~$ git log --oneline | head -20[+] Total Contributions (Jun 11, 2024 - Present): 82
[+] Current Streak: 1 day
[+] Longest Streak: 5 days (Dec 15, 2025 - Dec 19, 2025)
[+] Repositories: 38+
[+] Profile Views: 486
[+] Badge: Ultra Repo Creator (38+ repositories)
[+] Badge: Middle Committer (46+ commits)
[+] Badge: Junior Dev (7pt experience)
[+] Badge: First Star (2pt stars)
~$ cat current-projects.md▶ GenAI + Systems Projects
└─ Building LLM-powered tools with production-ready infrastructure
└─ Focus: system design, scaling, and failure analysis
▶ System Design & Architecture
└─ Deep dive into distributed systems patterns
└─ High-performance backend optimization
▶ Generative AI & Agentic Systems
└─ Multi-agent orchestration frameworks
└─ Advanced prompt engineering and fine-tuning
▶ Quantitative Finance Integration
└─ ML-driven trading strategies
└─ Risk modeling and portfolio optimization
~$ cat collab-interests.json[
"AI Systems & LLM Applications",
"Quantitative Finance & Algorithmic Trading",
"Distributed Backend Systems",
"Production ML Infrastructure",
"Open Source AI/ML Projects"
]✓ AI Systems & Machine Learning
✓ Financial ML & Quantitative Analysis
✓ Backend Engineering & System Design
✓ LLM Architecture & Fine-tuning
✓ Production Scaling & DevOps
✓ Why models fail !!!!
~$ contact-meEmail: harishpal0501@gmail.com
GitHub: github.com/harish05-q
LinkedIn: linkedin.com/in/harish05-q
┌─────────────────────────────────────────────────────────┐
│ │
│ 🎯 LLM / Generative AI │
│ ├─ OpenAI / Anthropic APIs │
│ ├─ Fine-tuned Models │
│ └─ RAG Systems │
│ │
├─────────────────────────────────────────────────────────┤
│ │
│ 🤖 Agentic Layer (LangChain / AgentForge) │
│ ├─ Tool Use & Function Calling │
│ ├─ Memory Management │
│ └─ Multi-Agent Orchestration │
│ │
├─────────────────────────────────────────────────────────┤
│ │
│ 🏗️ Backend Services (FastAPI / Django / Node.js) │
│ ├─ API Gateway │
│ ├─ Microservices │
│ ├─ Event Streaming (Kafka) │
│ └─ Business Logic │
│ │
├─────────────────────────────────────────────────────────┤
│ │
│ 💾 Data Layer │
│ ├─ PostgreSQL / MongoDB │
│ ├─ Redis Cache │
│ └─ Vector DB (for embeddings) │
│ │
├─────────────────────────────────────────────────────────┤
│ │
│ 🔧 Infrastructure │
│ ├─ Docker & Kubernetes │
│ ├─ AWS / GCP │
│ ├─ CI/CD Pipeline │
│ └─ Monitoring & Observability │
│ │
└─────────────────────────────────────────────────────────┘
# This is the real work:
# Not when models succeed (that's validation)
# But understanding WHY they fail (that's wisdom)
class ModelDebugger:
def analyze_failure(self, prediction, ground_truth):
"""
The interesting cases:
- Distributional shift in production
- Edge cases the training set missed
- Catastrophic interference in fine-tuning
- Hallucinations in reasoning tasks
- Out-of-distribution inputs
Each failure is a lesson in system design.
"""
pass
# "Excellence is not just reaching 99% accuracy.
# It's understanding what makes the 1% fail."2023 → Present: B.Tech CSE-AI @ NIET (8.93 CGPA)
├─ Built MarketIQ: real-time financial intelligence
├─ Built CodeAutopsy: AI codebase reverse engineering
└─ Built CodeDuo: agentic developer productivity tool
Next Chapter: Production AI Systems + Open Source
├─ LLM orchestration frameworks
├─ Distributed financial ML infrastructure
└─ Developer tooling for AI-native workflows
~$ echo "explore my work" && cat links.md| Resource | Link |
|---|---|
| 💻 GitHub | github.com/harish05-q |
| linkedin.com/in/harish0501 | |
| harishpal0501@gmail.com |
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║ ║
║ "More interested in why models fail than when they succeed" ║
║ ║
║ — Every failure is a feature waiting to be discovered ║
║ ║
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Made with ❤️ and lots of git commits
Last Updated: 2026-05-14
Status: 🟢 Open to opportunities