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⚡ AI Lessons

Dev.to · SoftwareDevs mvpfactory.io
⚡ AI Lesson
3w ago
PostgreSQL Generated Columns and Expression Indexes for Multi-Tenant SaaS
Deep dive into using PostgreSQL's STORED generated columns combined with GIN expression indexes on JSONB tenant configuration data to push computation from quer

Dev.to · SoftwareDevs mvpfactory.io
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Structured Output Grammars for On-Device LLMs
Deep dive into GBNF (GGML BNF) grammars for constrained decoding in llama.cpp on Android — how grammar-guided sampling restricts the token logits at each step t

Dev.to · SoftwareDevs mvpfactory.io
🔧 Backend Engineering
⚡ AI Lesson
1mo ago
Replacing Your Kubernetes Cluster with a Single SQLite-Backed Binary
Deep dive into embedding SQLite with Litestream continuous replication as a production backend for early-stage SaaS: WAL-mode tuning for concurrent reads, S3-st

Dev.to · SoftwareDevs mvpfactory.io
⚡ AI Lesson
1mo ago
Connection Pool Exhaustion in Spring Boot Under Kotlin Coroutines
Deep dive into the mismatch between Kotlin coroutine-based backends and traditional JDBC connection pools — how coroutine suspension semantics cause hidden pool

Dev.to · SoftwareDevs mvpfactory.io
📐 ML Fundamentals
⚡ AI Lesson
1mo ago
Compile-Time Memory Layout Optimization for On-Device ML Models
Deep dive into Android Runtime memory management during ML inference — using profile-guided compilation hints, large object space pinning, and region-based allo

Dev.to · SoftwareDevs mvpfactory.io
⚡ AI Lesson
1mo ago
Xcode Build System Internals
Deep dive into Xcode's llbuild dependency graph, how explicit module builds change compilation parallelism, and the specific build settings (SWIFT_ENABLE_EXPLIC

Dev.to · SoftwareDevs mvpfactory.io
⚡ AI Lesson
1mo ago
Android Baseline Profiles Beyond the Basics
Deep dive into generating and validating Baseline Profiles using Macrobenchmark library with custom startup journeys, leveraging Cloud Profile delivery via Goog

Dev.to · SoftwareDevs mvpfactory.io
🏗️ Systems Design & Architecture
⚡ AI Lesson
1mo ago
CRDTs for Offline-First Mobile Sync
Compare practical CRDT implementations (Automerge, Yjs, cr-sqlite) for mobile use cases: model common app data structures as CRDTs, walk through how causal orde

Dev.to · SoftwareDevs mvpfactory.io
⚡ AI Lesson
1mo ago
PostgreSQL LISTEN/NOTIFY for Real-Time Features Without Adding Infrastructure
Deep dive into PostgreSQL's built-in LISTEN/NOTIFY as a lightweight pub/sub mechanism for startups that don't yet need Redis or Kafka. Cover connection pooling

Dev.to · SoftwareDevs mvpfactory.io
⚡ AI Lesson
1mo ago
Cold Start Elimination in Serverless Kotlin
Deep dive into JVM cold start problem for Kotlin serverless functions, comparing AWS SnapStart's firecracker snapshot approach vs CRaC (Coordinated Restore at C

Dev.to · SoftwareDevs mvpfactory.io
📐 ML Fundamentals
⚡ AI Lesson
1mo ago
Kubernetes Pod Scheduling for GPU-Accelerated ML Inference
Deep dive into scheduling ML inference workloads on heterogeneous GPU clusters using Kubernetes 1.36 device plugin API v1beta1, topology manager policies (singl

Dev.to · SoftwareDevs mvpfactory.io
⚡ AI Lesson
1mo ago
Diagnosing Android Jank with FrameTimeline API
Deep dive into Android 12+ FrameTimeline API for production jank diagnosis — connecting Choreographer frame callbacks, HWUI render thread scheduling, and Surfac

Dev.to · SoftwareDevs mvpfactory.io
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Gemini Nano On-Device Function Calling for Android
Deep dive into Google's newly expanded Gemini Nano on-device capabilities announced at I/O 2026, specifically the function calling and structured JSON output fe

Dev.to · SoftwareDevs mvpfactory.io
📣 Digital Marketing & Growth
⚡ AI Lesson
1mo ago
App Store Keyword Cannibalization: How Your Own Apps Compete Against Each Other and the Metadata Architecture That Fixes It
Deep dive into how multi-app publishers unknowingly split keyword authority across their own portfolio, covering subtitle vs keyword field weighting, locale-spe

Dev.to · SoftwareDevs mvpfactory.io
📣 Digital Marketing & Growth
⚡ AI Lesson
1mo ago
Building a Usage-Based Billing Pipeline
Event ingestion with exactly-once semantics using idempotency keys, time-window aggregation with late-arrival handling, Stripe's new Meter and Billing Meter Eve

Dev.to · SoftwareDevs mvpfactory.io
🔧 Backend Engineering
⚡ AI Lesson
1mo ago
Redis Beyond Caching: Sorted Sets, Streams, and Lua Scripts That Replace Microservices
A hands-on walkthrough of three Redis patterns — sorted set leaderboards, Streams for event sourcing, and atomic Lua scripts — that can replace entire microserv

Dev.to · SoftwareDevs mvpfactory.io
⚡ AI Lesson
1mo ago
SQLite Partial Indexes and Expression Indexes in Mobile Apps
Deep dive into SQLite's underused partial indexes (CREATE INDEX ... WHERE) and expression indexes for common Room/mobile patterns — filtering by is_synced, crea

Dev.to · SoftwareDevs mvpfactory.io
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
ARM NEON SIMD Intrinsics for Real-Time Audio Processing in Android NDK
Deep dive into using ARM NEON SIMD instructions via Android NDK for real-time audio DSP — covering lock-free ring buffer design for the audio thread, vectorized

Dev.to · SoftwareDevs mvpfactory.io
⚡ AI Lesson
2mo ago
gRPC Bidirectional Streaming for Mobile Apps: A Practical Workshop
Learn how to implement gRPC bidirectional streaming on Android and iOS with connection resumption, deadline propagation, and flow control for unreliable network

Dev.to · SoftwareDevs mvpfactory.io
🧠 Large Language Models
⚡ AI Lesson
2mo ago
Streaming LLM Tokens to 10K Concurrent Users
Engineering deep-dive into scaling server-sent event streams for LLM token-by-token delivery — coroutine-per-connection with structured concurrency, bounded cha

Dev.to · SoftwareDevs mvpfactory.io
⚡ AI Lesson
2mo ago
PostgreSQL Connection Pooling Under Pressure
Deep dive into the real-world pain points of PostgreSQL connection pooling — why transaction-mode PgBouncer breaks prepared statements (and the DEALLOCATE ALL /

Dev.to · SoftwareDevs mvpfactory.io
🧠 Large Language Models
⚡ AI Lesson
2mo ago
What Happens in the 400ms Between Your API Call and the LLM Response
Deep dive into the full infrastructure journey of an LLM API call: API gateway, load balancer, tokenization, model router, prefill/decode inference, post-proces

Dev.to · SoftwareDevs mvpfactory.io
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
Adding Voice to Your AI Bot: Speech-to-Text and Text-to-Speech with Gemini 3.1
Practical guide to integrating voice input and voice output in chatbots using Gemini APIs. Two different approaches: standard API for pre-recorded audio transcr

Dev.to · SoftwareDevs mvpfactory.io
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
Claude Code Slash Commands That Actually Save You Hours
Practical guide to the most useful Claude Code slash commands and shortcuts. Not a full list of 93 but the ones that matter most for daily dev workflow: context
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