Akshay Shinde
@ConsciousRide
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Engineer. Explorer. Into tech, AI/ML, space, fitness, sports, philosophy, nature, awareness - basically everything. Sharing raw thoughts & building in public.
github.com/blazedglimmer
Joined June 2014
As an AI engineer. Please learn: Foundation: - Vector Databases (Pinecone, Weaviate, Qdrant) - Embedding models & similarity search - Prompt Engineering & Chain-of-Thought - LLM Evaluation metrics - Token optimization & cost management Architecture: - RAG patterns (naive,
As a frontend engineer. Please learn: - Browser APIs & Performance - State Management patterns - Component Architecture - Accessibility (a11y) - Build Tools & Bundlers - CSS-in-JS / Tailwind / CSS architecture - TypeScript - Testing (unit, integration, e2e) - Web Vitals & Core
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30 Essential Git Commands Every Developer Should Know 📒 🔹 Setup & Config (3–5 commands) 1. `git config --global https://t.co/6f5S1XN1gr "Your Name"` 2. `git config --global https://t.co/n4h7XXOXyS "you@example.com"` 3. `git config --list` 4. `git config --global
Top 30 Docker Commands Every Developer Must Know 🐳 🔹 Daily Docker Basics 1. docker --version – Check your Docker version 2. docker info – System-wide info (containers, images, driver…) 3. docker pull <image> – Download image from registry 4. docker images – List local
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Top 30 Docker Commands Every Developer Must Know 🐳 🔹 Daily Docker Basics 1. docker --version – Check your Docker version 2. docker info – System-wide info (containers, images, driver…) 3. docker pull <image> – Download image from registry 4. docker images – List local
Top 30 Kubernetes Commands Every Developer Must Know ☸️ 🔹 Daily Kubernetes Basics 1. kubectl version – Check client & server versions 2. kubectl config get-contexts – List clusters/contexts 3. kubectl config use-context – Switch cluster 4. kubectl get nodes – List cluster
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“Benchmarks are lying to you” Benchmarks test: > short context > clean inputs > single-turn reasoning Real agents deal with: > messy state > partial failures > long horizons > tool latency > retries > cost limits If your agent only works on benchmarks, it won’t survive
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Real-time Multiplayer Frontend in 2026 – 26 Core Skills Every Serious Dev Needs (Extension to "Frontend Essentials 2026" => after Three.js, motion, AI-native, this is the next power move) Most frontend devs stop at "chat with https://t.co/VOjohXwYdL". Real pros build apps
socket.io
3D Web / Three.js Essentials 2026 (front-end niche) 1. Core scene setup: Scene, Camera (Perspective/Orthographic), WebGLRenderer 2. Basic geometries & meshes (Box, Sphere, Plane, custom BufferGeometry) 3. Materials mastery (MeshStandard, MeshPhysical, custom NodeMaterials)
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Software engineers in 2026, especially now that AI is everywhere in the stack, actually focus on these if you want real value + jobs that pay: > Master fundamentals so deep (system design, algorithms, architecture, debugging at scale) > Pick one strong programming
Engineer's in 2026, please learn: 🔥👀 - JavaScript & TypeScript (deeply, not just syntax) - Responsive Design (CSS, Flexbox, Grid, Container Queries) - Performance Optimization (lazy loading, code splitting, tree shaking, memoization, Core Web Vitals) - Web Security (CORS,
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- Ansible is free - Jenkins is free - Helm is free - Trivy is free - SonarQube community edition is free - Loki for logs is free - Vault is free - Podman is free (docker alternative) - Minikube or kind for local kubernetes is free still boils down to
- Linux is free - Docker is free - Kubernetes is free - Git and Github are free - GitHub Actions is free - Python is free - AWS, GCP, Azure are free (limited use) - Terraform is free - ArgoCD and Flux are free - Prometheus and Grafana are free all you need is a laptop
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Frontend engineers in 2026, especially with AI everywhere, please actually learn these: > JavaScript & TypeScript (deep, like you own the language) > Pick one serious framework and go extremely deep > React + Next.js is still eating most of the job market > Svelte or Solid
Engineer's in 2026, please learn: 🔥👀 - JavaScript & TypeScript (deeply, not just syntax) - Responsive Design (CSS, Flexbox, Grid, Container Queries) - Performance Optimization (lazy loading, code splitting, tree shaking, memoization, Core Web Vitals) - Web Security (CORS,
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LLM business model: - Subscribe to them ($20/month) - Get tokens - Build my web app/website - Encounter errors - Fix them - Spend tokens - Face the same error repeatedly - Spend more tokens - Hit token limit - Subscribe again ($20/month)
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3D Web / Three.js Essentials 2026 (front-end niche) 1. Core scene setup: Scene, Camera (Perspective/Orthographic), WebGLRenderer 2. Basic geometries & meshes (Box, Sphere, Plane, custom BufferGeometry) 3. Materials mastery (MeshStandard, MeshPhysical, custom NodeMaterials)
Frontend Essentials 2026 1. Semantic HTML5 2. Modern CSS Layouts (Flexbox, Grid) 3. CSS Custom Properties 4. CSS Variables Scope 5. CSS Preprocessors (Sass/SCSS) 6. CSS-in-JS (Emotion, Styled) 7. Responsive Design Principles 8. Mobile-First Approach 9. Tailwind
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yeah remote work in hft n hedge funds isnt common coz latency matters a ton but few firms open up spots especially for engineers heres what i dug up from job sites n career pages in 2026 firms with remote engineer hires - citadel got virtual internships for india folks pays well
@heySachii do hft/hedge firms hire remote engineers? Can someone list which hire remote engineers?
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Cloud & Infrastructure Essentials 2026 1. Cloud Mental Models & Shared Responsibility 2. Identity & Access Management (IAM deep dive, RBAC, ABAC, MFA, SSO) 3. Networking Deep Dive (VPC, Subnets, Route Tables, Peering, Transit Gateway) 4. Hybrid & Multi-Cloud Connectivity
DevOps Essentials 2026 1. Linux Fundamentals & CLI Commands 2. Networking Basics (IP, DNS, Firewalls) 3. Scripting Languages (Bash, Python) 4. Version Control Systems (Git) 5. Branching Strategies & Git Workflows 6. CI/CD Fundamentals 7. Pipeline Automation (Jenkins,
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DevOps Essentials 2026 1. Linux Fundamentals & CLI Commands 2. Networking Basics (IP, DNS, Firewalls) 3. Scripting Languages (Bash, Python) 4. Version Control Systems (Git) 5. Branching Strategies & Git Workflows 6. CI/CD Fundamentals 7. Pipeline Automation (Jenkins,
Backend Essentials 2026 1. HTTP Protocols & Status Codes 2. RESTful API Design 3. GraphQL Fundamentals 4. Authentication (OAuth2, OIDC) 5. JWT & Session Management 6. Password Hashing & Salting 7. Encryption & Security Best Practices 8. Rate Limiting & Throttling
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Backend Essentials 2026 1. HTTP Protocols & Status Codes 2. RESTful API Design 3. GraphQL Fundamentals 4. Authentication (OAuth2, OIDC) 5. JWT & Session Management 6. Password Hashing & Salting 7. Encryption & Security Best Practices 8. Rate Limiting & Throttling
Frontend Essentials 2026 1. Semantic HTML5 2. Modern CSS Layouts (Flexbox, Grid) 3. CSS Custom Properties 4. CSS Variables Scope 5. CSS Preprocessors (Sass/SCSS) 6. CSS-in-JS (Emotion, Styled) 7. Responsive Design Principles 8. Mobile-First Approach 9. Tailwind
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AI/ML Engineer Essentials 2026: 1. Python Mastery ( & C++ familiarity) 2. Linear Algebra & Calculus 3. Probability & Statistics 4. Data Manipulation (Pandas, Polars) 5. Deep Learning Frameworks (PyTorch) 6. Transformers Architecture 7. LLM Fundamentals & Tokenization 8.
Frontend Essentials 2026 1. Semantic HTML5 2. Modern CSS Layouts (Flexbox, Grid) 3. CSS Custom Properties 4. CSS Variables Scope 5. CSS Preprocessors (Sass/SCSS) 6. CSS-in-JS (Emotion, Styled) 7. Responsive Design Principles 8. Mobile-First Approach 9. Tailwind
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Distributed Systems Backend Essentials 2026 1. Networking fundamentals (TCP, UDP, HTTP/2, HTTP/3) 2. API design (REST, gRPC, GraphQL trade-offs) 3. Data modeling for scale 4. CAP theorem & consistency models 5. Distributed transactions (Sagas, idempotency) 6. Event-driven
Frontend Essentials 2026 1. Semantic HTML5 2. Modern CSS Layouts (Flexbox, Grid) 3. CSS Custom Properties 4. CSS Variables Scope 5. CSS Preprocessors (Sass/SCSS) 6. CSS-in-JS (Emotion, Styled) 7. Responsive Design Principles 8. Mobile-First Approach 9. Tailwind
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Frontend Essentials 2026 1. Semantic HTML5 2. Modern CSS Layouts (Flexbox, Grid) 3. CSS Custom Properties 4. CSS Variables Scope 5. CSS Preprocessors (Sass/SCSS) 6. CSS-in-JS (Emotion, Styled) 7. Responsive Design Principles 8. Mobile-First Approach 9. Tailwind
List For backend developers • HTTP methods • HTTP Status Codes • Authentication OAuth, OIDC • JWT vs Sessions • Hashing, Salting • Encryption standards • Rate Limiting & DDoS protection • WebSockets & Real-time communication • Databases & Storage • SQL vs
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This is the reality check the AI hype needs. Everyone's racing to build "fully autonomous agents." Almost nobody should. Let me explain why constrained autonomy beats full autonomy in production. --- THE FANTASY: "Our agent runs 24/7, makes decisions, executes actions,
Most AI agents should not be autonomous Unpopular but true: Full autonomy is usually a bad idea. Most agents should be: > semi-autonomous > approval-gated > sandboxed > limited in scope Autonomy without constraints is how you get: > infinite loops > runaway costs >
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first stop the job or revert the code so no more duplicates come in then take a backup just in case find out how to spot the duplicates maybe by some key or timestamp keep the original ones and delete the extras in small batches so table doesnt lock up after clean add unique
You have a Table with 1M records. Your code has a bug which duplicates all 1 M records . Now the Table has 2M records. What's your next step ?
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