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The high-velocity developer discovery platform. Cut through AI noise with editorial signal, master structured engineering roadmaps, and ship production software.
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Curated Roadmaps
Open & Free Content
Global Edge TTFB
Visual Study Notes & Exam Cheatsheets
High-signal revision notes for AWS Certifications, DBMS internals, SQL, and AI systems. Read embedded or open in Google Drive.
@promptnprod
Daily Reels & NotesVisual Study Notes, AI Architecture & Practical Developer Culture in 60 seconds.
AI Agents & MCP
ReAct loops, autonomous tool schemas, deterministic execution, and agent swarms in 60s.
Production RAG Realities
Why naive RAG breaks, vector DB pricing traps, HNSW indexing, and hybrid BM25 retrieval.
Visual SQL Mental Models
Watch what actually happens to rows during INNER, LEFT, RIGHT, and ANTI joins.
Full-Stack AI Roadmaps
Tech stack blueprints, system design flowcharts, and hands-on developer tutorials.
Interactive Roadmaps & Projects
Curated tracks pairing in-depth theory with production-grade capstone blueprints.
Full-Stack AI Engineer (2026 Roadmap)
Master prompt engineering, RAG pipelines, autonomous agents, Model Context Protocol (MCP), and production LLM evaluation.
Next.js 16 & Modern Full-Stack Mastery
The definitive path to shipping blazing-fast apps: React 19 Server Components, Turbopack, Tailwind v4, and edge infrastructure.
Agentic Systems & MCP Architect
Design robust multi-agent swarms, resilient memory layers, tool protocols, and self-healing autonomous workflows.
Cloud-Native DevOps & Production Hardening
From GitHub Actions CI/CD and Docker multi-stage builds to Kubernetes, Terraform, and zero-downtime deploys.
High-Scale Backend & Distributed Systems
Design event-driven architectures, distributed caching, partition sharding, Kafka pipelines, and fault-tolerant microservices.
AWS Cloud Solutions Architect (SAA-C03 & SAP-C02)
Master enterprise cloud architecture: multi-tier VPCs, IAM least-privilege, ECS/EKS microservices, DynamoDB Single-Table Design, and FinOps.
Database Internals & Advanced SQL Mastery
Demystify storage engines (B+ Trees & LSM), write-ahead logs (WAL), MVCC, execution plans, window functions, and query optimization.
Production RAG & Vector Data Engineering
Build enterprise search systems: dense embeddings, HNSW vs IVF indexing, BM25 hybrid fusion, semantic caching, and chunk optimization.
Senior Frontend Engineer & Web Performance
Master the browser rendering engine, Core Web Vitals (INP/LCP), memory leak profiling, Web Workers, and scalable design systems.
AI Security, Red Teaming & LLM Guardrails
Defend AI systems: indirect prompt injection, jailbreak mitigation, MCP tool permissions, data leakage prevention, and OWASP Top 10 for LLMs.
Latest Engineering Discoveries
Model Context Protocol (MCP): The Universal Bridge for AI Agents
Why Anthropic's open standard is becoming the USB-C of LLMs and autonomous developer tools.
DeepSeek-V3 & R1: The Open Weights Reasoning Revolution
How pure reinforcement learning without supervised cold-start challenged closed frontier models.
Dev Memes
r/ProgrammerHumorGet Notified When New Notes & Roadmaps Drop
Join developers learning system architecture, cloud engineering, and modern web stacks with zero fluff.