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⚡ AI Lessons

Dev.to · SoftwareDevs mvpfactory.io
1w ago
Wiring CoreML's Async Prediction API to SwiftUI for Real-Time On-Device Classification
Deep dive into CoreML's MLPredictionOptions and batch inference scheduling on Apple Neural Engine — covering how to pipeline image classification requests throu

Dev.to · SoftwareDevs mvpfactory.io
⚡ AI Lesson
2w ago
PostgreSQL Row-Level Security Without the Performance Tax
Deep dive into how RLS policies interact with the PostgreSQL query planner — covering policy inlining, why naive RLS destroys index usage, how to write policies

Dev.to · SoftwareDevs mvpfactory.io
⚡ AI Lesson
2w ago
PostgreSQL Partial Indexes and Expression Indexes: The Query Optimization Your ORM Is Hiding From You
Deep dive into how partial indexes (WHERE clauses) and expression indexes (functional indexes) interact with query planner statistics, covering real patterns li

Dev.to · SoftwareDevs mvpfactory.io
2w ago
Wiring MLX to Swift: Running Fine-Tuned Models on Apple Silicon with Zero CoreML Overhead
Direct MLX Swift bindings bypass CoreML's model compilation and ANE scheduling latency — covers MLX array operations, model loading from Hugging Face Hub via sw

Dev.to · SoftwareDevs mvpfactory.io
2w ago
PostgreSQL Index-Only Scans and Visibility Maps: The Query Optimization That Most Backends Leave on the Table
Deep dive into how index-only scans interact with the visibility map, why autovacuum frequency directly determines whether your covering indexes actually work,

Dev.to · SoftwareDevs mvpfactory.io
3w ago
PostgreSQL Vacuum Internals for High-Write Mobile Backends
Deep dive into how autovacuum's cost-delay and scale-factor defaults fail under mobile backend write patterns (frequent upserts, event streams, session tables),

Dev.to · SoftwareDevs mvpfactory.io
3w ago
Wiring Android's MediaPipe Graph API to TensorFlow Lite for Custom On-Device Pipelines: Beyond the Pre-Built Tasks
Most coverage stops at MediaPipe's high-level Task API. This digs into the graph-level API: building custom CalculatorGraphs in C++ with JNI bridges, wiring TFL

Dev.to · SoftwareDevs mvpfactory.io
🔧 Backend Engineering
⚡ AI Lesson
1mo ago
Adaptive Bitrate Streaming for Mobile API Responses: Dynamic Payload Shaping Under Network Pressure
How to build a backend response pipeline that detects client network conditions via request metadata, then progressively degrades JSON payload fidelity—dropping

Dev.to · SoftwareDevs mvpfactory.io
📣 Digital Marketing & Growth
⚡ AI Lesson
1mo ago
Developer-Led Content Marketing: Building a Technical Blog That Compounds to 50k Monthly Readers Without an Audience
The exact content architecture — topic clustering, SEO keyword mapping for technical searches, internal linking graphs, and the editorial pipeline — that turns

Dev.to · SoftwareDevs mvpfactory.io
📐 ML Fundamentals
⚡ AI Lesson
1mo ago
Wiring MLX and Core ML ANE Pipelines in Swift 6: On-Device Inference Without the Latency Cliff
How to structure concurrent Swift 6 actors around MLX's GPU compute and Core ML's ANE scheduler so inference requests never block the main actor, with concrete

Dev.to · SoftwareDevs mvpfactory.io
🔧 Backend Engineering
⚡ AI Lesson
1mo ago
API Gateway Pattern for Mobile: Request Coalescing, Circuit Breakers, and the Edge Cache Architecture That Halves Backend Load
Implementing a mobile-optimized API gateway layer with request deduplication, adaptive circuit breaking (half-open state tuning), and stale-while-revalidate edg

Dev.to · SoftwareDevs mvpfactory.io
📐 ML Fundamentals
⚡ AI Lesson
2mo ago
ARM NEON SIMD Intrinsics for Mobile Text Embedding: Building a Sub-10ms Semantic Search Pipeline That Runs Entirely On-Device
Deep dive into using ARM NEON vectorized dot-product and quantized int8 matrix multiplication to accelerate small embedding models (like E5-small or GTE-tiny) o

Dev.to · SoftwareDevs mvpfactory.io
🔧 Backend Engineering
⚡ AI Lesson
2mo 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
2mo 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
2mo 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
🔧 Backend Engineering
⚡ AI Lesson
3mo 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
3mo 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
🔧 Backend Engineering
⚡ AI Lesson
3mo 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
🔧 Backend Engineering
3mo ago
WebSocket Connection Lifecycle in Mobile Apps
Deep dive into the often-misunderstood interaction between WebSocket ping/pong frames, TCP keep-alive timers, and mobile OS network state transitions (doze mode

Dev.to · SoftwareDevs mvpfactory.io
🔧 Backend Engineering
⚡ AI Lesson
3mo ago
Backpressure-Aware SSE Reconnection in Mobile Clients
Deep dive into the often-ignored client side of Server-Sent Events on mobile: how standard EventSource implementations silently drop messages during reconnectio

Dev.to · SoftwareDevs mvpfactory.io
🔧 Backend Engineering
⚡ AI Lesson
3mo 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
3mo 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
🏗️ Systems Design & Architecture
⚡ AI Lesson
3mo 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
🔧 Backend Engineering
⚡ AI Lesson
3mo 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
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