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⚡ AI Lessons

Dev.to · Dylan Dumont
⚡ AI Lesson
2mo ago
Async Runtime Internals: How tokio Schedules Your Futures
Async concurrency isn't about avoiding locks; it is about understanding the precise moment a thread...

Dev.to · Dylan Dumont
🏗️ Systems Design & Architecture
⚡ AI Lesson
2mo ago
LSM Trees vs B-Trees: How Storage Engines Choose Their Data Structure
"Choosing between LSM Trees and B-Trees dictates the throughput ceiling of your write-heavy or...

Dev.to · Dylan Dumont
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Change Data Capture: Streaming Database Changes to Downstream Systems
Manual polling is an anti-pattern; stream the truth directly from the source. What We're...

Dev.to · Dylan Dumont
⚡ AI Lesson
2mo ago
OpenTelemetry in Rust: Instrumenting a Service From Scratch
Modern distributed systems require structured observability without sacrificing developer velocity...

Dev.to · Dylan Dumont
🏗️ Systems Design & Architecture
⚡ AI Lesson
2mo ago
The Raft Consensus Algorithm: Leader Election and Log Replication Explained
Raft solves the hardest problem in distributed systems: keeping replicas synchronized while nodes...

Dev.to · Dylan Dumont
2mo ago
The RED Method: Request Rate, Errors, and Duration as Your Core SLIs
"Noise drowns out signal; focus on the three metrics that actually indicate system health." ...

Dev.to · Dylan Dumont
2mo ago
Exactly-Once Delivery Is a Lie: How Systems Approximate It Anyway
Reliability in distributed systems does not mean eliminating failures; it means ensuring failures do...

Dev.to · Dylan Dumont
2mo ago
Serde Deep Dive: Custom Serialization for Wire Protocols
"When standard serialization attributes can't satisfy your wire protocol constraints, you must...

Dev.to · Dylan Dumont
2mo ago
Cooperative Cancellation: Propagating Shutdown Signals Through Async Trees
Fire-and-forget concurrency leaves dangling resources until you explicitly stop the engine. ...

Dev.to · Dylan Dumont
2mo ago
Rate Limiting Deep Dive: Token Bucket vs Leaky Bucket vs Sliding Window
Protect your backend infrastructure from resource exhaustion by controlling traffic admission with...

Dev.to · Dylan Dumont
2mo ago
Two-Phase Commit Demystified: When Distributed Transactions Are Unavoidable
When a banking payment touches three independent services, optimistic locking fails to guarantee...

Dev.to · Dylan Dumont
🔧 Backend Engineering
⚡ AI Lesson
2mo ago
Database Connection Pooling: What Every Backend Developer Should Know
Without a pool, every request forces a TCP handshake, database authentication, and context switch,...

Dev.to · Dylan Dumont
🔧 Backend Engineering
⚡ AI Lesson
2mo ago
Building a TCP Server in Rust With tokio: From Accept Loop to Graceful Shutdown
Handling concurrent network connections requires managing lifecycles without blocking the event...

Dev.to · Dylan Dumont
📊 Data Analytics & Business Intelligence
⚡ AI Lesson
2mo ago
Stream Processing vs Batch Processing: When to Use Each
Batch processing offers throughput and accuracy, while stream processing offers latency. Your...

Dev.to · Dylan Dumont
⚡ AI Lesson
3mo ago
Timeout Propagation: Why Your Deadlines Need to Flow Through the Entire Call Chain
Timeout Propagation: Why Your Deadlines Need to Flow Through the Entire Call Chain Ignoring a...

Dev.to · Dylan Dumont
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
Health Checks That Actually Work: Liveness vs Readiness vs Startup Probes
A crash loop isn't always a bug; sometimes it's the orchestrator restarting a service before it's...

Dev.to · Dylan Dumont
🏗️ Systems Design & Architecture
⚡ AI Lesson
3mo ago
Actor Model in Rust: Building Concurrent Systems With tokio and Channels
Message passing isolates state, preventing race conditions by design in concurrent...

Dev.to · Dylan Dumont
⚡ AI Lesson
3mo ago
Structured Logging: Why log!() Is Killing Your On-Call Experience
"String concatenation in your logs is not just noisy—it is the single biggest contributor to slow...

Dev.to · Dylan Dumont
⚡ AI Lesson
3mo ago
Backpressure: The Missing Piece in Every Async Pipeline
Async pipelines without backpressure are just expensive garbage collectors waiting to explode your...

Dev.to · Dylan Dumont
🏗️ Systems Design & Architecture
⚡ AI Lesson
3mo ago
Distributed Tracing From Scratch: Propagating Trace Context Across Services
"Without trace context propagation, your microservice spans remain isolated islands of latency...

Dev.to · Dylan Dumont
🏗️ Systems Design & Architecture
⚡ AI Lesson
3mo ago
CQRS in Practice: Separating Reads and Writes Without the Hype
Most applications fail at scale not because they cannot write, but because their read models collide...

Dev.to · Dylan Dumont
⚡ AI Lesson
3mo ago
Building a Bulkhead Pattern in Rust: Isolating Failures with Thread Pools
Prevent a single external service outage from cascading into a complete system shutdown by...

Dev.to · Dylan Dumont
🔧 Backend Engineering
⚡ AI Lesson
3mo ago
Building a Circuit Breaker in Rust: From Zero to Production
Your service calls an external API. It goes down. Your threads pile up waiting for timeouts. Your...
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