Welcome to Inertia7!
Write and publish technical documentation projects!
(time-series analysis)
Recent Projects
- America. Do Something. Site Feature Suggestion & Requirements
Typescript, etc
Claude Magic
302 months ago· updated 2 months ago - Auth in Django + React: Build the Intuition Stop copy-pasting auth code you don't understand — learn the mental models behind sessions, tokens, JWTs, and OAuth
Django REST Framework, React, JWT, OAuth 2.0
Authentication, Backend Engineering, Security
102 months ago - Building a calculator in python Learning OOP
Python
Programming, OOP
332 months ago· updated 2 months ago - Auth Strategies in Django (DRF) + React Every major auth pattern — DRF tokens, JWTs, Google OAuth, and beyond — with internals, tradeoffs, and wiring for a React frontend
Django REST Framework, React, JWT, OAuth 2.0, OpenID Connect, PostgreSQL
Authentication, Security, Backend Engineering, System Design
17933 months ago· updated 3 months ago - OAuth 2.0 and OpenID Connect Intuition, theory, and step-by-step Django implementation for Google, GitHub, and generic OIDC providers
Authentication, Security, System Design, Backend Engineering
OAuth 2.0, OpenID Connect, JWT, Django, Django REST Framework, Google, GitHub
283 months ago· updated 3 months ago - Normal Distribution, CLT, and Characteristic Functions From “What is a Probability?” to “Why Everything Becomes Normal”
Statistics
Probability Foundations & Intuition
1816 months ago - Mathematical Bridges: Representation, Probability, and Emergence Representation, PCA, Encoders, Information as Curvature, Entropy, etc
Information Geometry, Representation Learning
Mathing
2127 months ago· updated 7 months ago - Linear Algebra: The Geometry of Space and Transformation From vectors and matrices to eigenvalues, projections, and the machinery behind modern computation
Math
Mathing
2027 months ago· updated 7 months ago - Calculus: The Geometry of Change and its Computations From derivatives to gradients, divergence, and the machinery that drives all of modern mathematics
Math
Mathing
1627 months ago· updated 7 months ago - Default RAG Stack Series — Part 9: Security, Privacy & Reliability Patterns How to Protect, Govern, and Harden a Production RAG Stack
AWS (IAM, Secrets Manager, CloudTrail, KMS), Django, Qdrant
Cloud Security, Privacy Engineering, Reliability Design, Compliance Management
207 months ago - Default RAG Stack Series — Part 8: Deployment & Scaling on AWS How the Default RAG Stack Moves from Local Docker to Cloud-Scale Infrastructure
AWS (S3, ECR, ECS, SageMaker, Lambda), Docker, Qdrant
Cloud Architecture, Container Orchestration, Scaling Strategies, Infrastructure as Code
77 months ago - Default RAG Stack Series — Part 7: Evaluation, Observability & Governance How We Measure, Monitor, and Maintain Trust in RAG Systems
LangSmith, RAGAS, CloudWatch, OpenTelemetry
Evaluation Metrics, Observability, Governance, MLOps
117 months ago - Default RAG Stack Series — Part 6: Agentic Heuristics — Plans, Tools, and Guards Adding Controlled Autonomy to a RAG System
Python, LangChain, Qdrant, OpenAI
Agentic Control, Heuristic Design, AI Safety, Autonomous Systems
87 months ago - Default RAG Stack Series — Part 5: Django Application Surface The Stable Interface Between Users, Pipelines, and Infrastructure
Django, Python, Celery, Docker
API Design, Backend Engineering, Authentication, Scalable Architecture
97 months ago - Default RAG Stack Series — Part 4: Retrieval & Generation Pipeline (LangChain Core) How Queries Become Grounded, Context-Aware Answers
LangChain, Python, OpenAI API, Qdrant
Prompt Engineering, Orchestration, Semantic Retrieval, LLM Reasoning
87 months ago - Default RAG Stack Series — Part 3: Embeddings & Vector Databases How Meaning Becomes Math — and How We Store It Efficiently
Python, LangChain, Qdrant, SentenceTransformers
Vector Search, Semantic Similarity, Embedding Models, ANN Indexing
117 months ago - Default RAG Stack Series — Part 2: Ingestion & Indexing Layer How Raw Documents Become Searchable Knowledge
Python, LangChain, Qdrant, SentenceTransformers
Data Preprocessing, Vectorization, Semantic Indexing, Information Retrieval
57 months ago - Default RAG Stack Series — Part 1: System Overview & Core Principles A Big-Picture Introduction to Retrieval-Augmented Generation (RAG)
LangChain, Python, Django, Qdrant
RAG Architecture, Information Retrieval, System Design, Generative AI
77 months ago· updated 7 months ago - The Math of Gradient Descent in Ordinary Least Squares From Calculus to Convergence — How Optimization Finds the Line of Best Fit
Quantitative Analysis
Linear Algebra, Optimization
1617 months ago· updated 7 months ago - The Mathematics of Ordinary Least Squares (OLS) Covariance, Errors, and the Duality of Derivatives and Orthogonality
Quantitative Analysis
Linear Algebra, Statistics
1727 months ago· updated 7 months ago - NEETCODE - Binary Search: Binary Search The Foundation of Logarithmic Search - From O(n) to O(log n)
Python, Algorithms
Binary Search, O(log n)
78 months ago· updated 7 months ago - NEETCODE - Stack: Car Fleet Monotonic Stack with Time-Based Grouping
Python, Algorithms
Monotonic Stack, Sorting
68 months ago· updated 7 months ago - NEETCODE - Stack: Daily Temperatures From O(n²) Brute Force to O(n) Monotonic Stack
Python, Algorithms
Monotonic Stack, O(n)
88 months ago· updated 7 months ago - NEETCODE - Stack: Generate Parentheses Mastering Backtracking with Constraint-Based State Pruning
Python, Algorithms
Backtracking, Stack
138 months ago· updated 7 months ago
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