Aman Gupta retweetledi
Aman Gupta
139 posts

Aman Gupta
@braveyarn
i ask questions to the well known people, to know about their thought process, and how to overcome obstacles
Katılım Haziran 2015
142 Takip Edilen11 Takipçiler
Aman Gupta retweetledi
Aman Gupta retweetledi

🚨 BREAKING: A developer on GitHub just built a tool that turns any GitHub repo into an interactive knowledge graph and open sourced it for free.
It's called GitNexus. Think of it as a visual X-ray of your codebase but with an AI agent you can actually talk to.
No server. No subscription. No enterprise sales call.
Here's what it does inside your browser:
→ Parses your entire GitHub repo or ZIP file in seconds
→ Builds a live interactive knowledge graph with D3.js
→ Maps every function, class, import, and call relationship
→ Runs a 4-pass AST pipeline: structure → parsing → imports → call graph
→ Stores everything in an embedded KuzuDB graph database
→ Lets you query your codebase in plain English with an AI agent
Here's the wildest part:
It uses Web Workers to parallelize parsing across threads so a massive monorepo doesn't freeze your tab.
The Graph RAG agent traverses real graph relationships using Cypher queries not embeddings, not vector search. Actual graph logic.
Ask it things like "What functions call this module?" or "Find all classes that inherit from X" and it traces the answer through the graph.
This is the kind of code intelligence tool enterprise teams pay thousands per month for.
It runs entirely in your browser.
Works with TypeScript, JavaScript, and Python.
100% Open Source. MIT License.
Repo: github.com/abhigyanpatwar…
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Aman Gupta retweetledi
Aman Gupta retweetledi
Aman Gupta retweetledi
Aman Gupta retweetledi

@LeadingReport @grok these people are private and they are selling to a private entity how can govt stop this
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Aman Gupta retweetledi

Don’t let your AI project die in a notebook. You don’t need more features. You need structure. This is the folder setup that actually ships from day one.
📁 𝗧𝗵𝗲 𝗳𝗼𝗹𝗱𝗲𝗿 𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲 𝘁𝗵𝗮𝘁 𝘄𝗼𝗿𝗸𝘀
Forget monolithic scripts. You need this:
/config
🔹YAML files for models, prompts, logs
🔹Config lives outside the code, always
/src
🔹Modular logic: llm/, utils/, handlers/
🔹Clean, testable, scalable from day one
/data
🔹Cached outputs, embeddings, prompt responses
🔹Cut latency + save on API costs instantly
/notebooks
🔹For testing, analysis, and iteration
🔹Never pollute your main codebase again
𝗪𝗵𝗮𝘁 𝘁𝗵𝗶𝘀 𝘀𝘁𝗿𝘂𝗰𝘁𝘂𝗿𝗲 𝘀𝗼𝗹𝘃𝗲𝘀
▪️Prompt versioning is built in
▪️Rate limiting and caching come standard
▪️Error handling is modular
▪️Experiments stay reproducible
▪️Deployment is one Dockerfile away
𝗕𝗲𝘀𝘁 𝗽𝗿𝗮𝗰𝘁𝗶𝗰𝗲𝘀 𝗯𝗮𝗸𝗲𝗱 𝗶𝗻
1. Prompts are versioned by default
▪️Stored in prompt_templates.yaml + templates⋅py
▪️Track, test, roll back
2. Rate limiting is pre-integrated
▪️rate_limiter⋅py stops API overloads and surprise bills
3. Caching is plug-and-play
▪️Duplicate calls get stored in /data/cache
▪️Cut costs by 70% on day one
4. Each module does one thing only
▪️Models in llm/, logs in utils/, errors in handlers/
▪️No sprawl
5. Notebooks are safely isolated
▪️Run tests and explorations in prompt_testing.ipynb
▪️Nothing leaks into production logic
⚙️ Clone the github template -> github.com/HeyNina101/gen…
#aiagents

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Aman Gupta retweetledi
Aman Gupta retweetledi

Data Analytics from Zero to Expert
A Udemy Complete Paid Course for Free for 24 Hours
Applicable for First 500 People
This Free Course Covers:
- Excel
- SQL
- Tableau
- Python
- R
Like , Retweet & Reply "Data" to get it for free
[Must be following [@sakshi00112] so that I DM you

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Aman Gupta retweetledi
Aman Gupta retweetledi
Aman Gupta retweetledi
Aman Gupta retweetledi

Top 6 OOP Concepts
1. Abstraction - buff.ly/3SCXReU
2. Polymorphism - buff.ly/4cjSPuC
3. Inheritance - buff.ly/3Am9qk6
4. Composition - buff.ly/4cdXKgK
5. Overloading - buff.ly/4ch9QWz
6. Encapsulation - buff.ly/4ce6m75

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Aman Gupta retweetledi
Aman Gupta retweetledi

DevOps - Learning Resources 🔥🔥

Tech Fusionist@techyoutbe
Step-1: Learn Linux Fundamentals Step-2: Master Git and Version Control Step-3: Understand Networking Basics Step-4: Learn Scripting (Bash, Python) Step-5: Master CI/CD Concepts (Jenkins, GitLab) Step-6: Learn Containerization (Docker) Step-7: Master Orchestration (Kubernetes) Step-8: Learn Cloud Platforms (AWS, Azure, GCP) Step-9: Understand Infrastructure as Code (Terraform, Ansible) Step-10: Learn Monitoring and Logging Tools (Prometheus, ELK) Step-11: Practice Automation Everywhere! Step-12: Stay updated on DevOps best practices 🏆 Congratulations, you're a DevOps Engineer! #DevOps
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