System Desgin
Microservice vs Monolith: 5 Decision Tips (2026)
A production outage exposed why choosing Microservice vs Monolith matters for workflow automation. Discover trade‑offs and how to…
// tag archive
observability
17 articles
AI
Instrument Go Services for AI Cost Attribution (2026 Guide)
Fire‑graphs showed AI spend exploding. Instrument Go services with OpenTelemetry and Prometheus to capture token‑level usage and attribute…
DevOps
OpenTelemetry Tracing: Microservices & AI Agents (2026)
When latency spikes hide behind AI‑driven tool calls, OpenTelemetry tracing reveals every hidden span, slashing MTTR from hours…
AI
Versioned AI Prompts: 5 Rollback Patterns (2026)
A token tweak broke a finance‑advisor LLM, triggering costly errors. See how versioned AI prompts with instant rollback…
System Desgin
Scalable Event-Driven Hostel Automation: 5 Patterns (2026)
A duplicated sensor event over‑charged a guest and flooded support. Master event‑driven hostel automation to ensure once delivery,…
AI
Partial Failures AI Pipelines: 5 Ways to Recover (2026)
A step‑4 timeout left a user with a blank summary but a charged invoice. Learn to tame partial…
DevOps
Event-driven Architecture for SmokeRevel: 5 Tips (2026)
Flaky tests doubled results and broke our dashboard. Event-driven architecture for SmokeRevel decouples execution, delivers instant, reliable aggregation.
AI
AI Agent Canary Deployment: 5 Proven Practices (2026)
After a prompt tweak sent users to fake cities and cost $12k, I learned AI agent canary deployments…
flutter
Flutter AI-driven Error Recovery 2026: 5 Proven Strategies
A NullPointerException once hurled 12k users to the store; with Flutter AI-driven error recovery, the app could auto‑patch,…
AI
Partial Failures in AI Agents: 5 Robust Strategies (2026)
Your AI assistant froze at 2 am when a weather API timed out. How partial failures in AI can…
kubernetes
CPU throttling Go: 5 Fixes for Kubernetes Jobs (2026)
When your Go batch job stalls at 70% CPU but shows 0 mCPU, CPU throttling silently kills performance. Spot,…
cover
AI
AI for Customer Support Agents: Production Guide (2026)
AI for customer support agents failed us at 3 AM. Learn the architecture, RAG pipelines, and error handling…
kubernetes
Kubernetes AI Agent Failures: Debug with OpenTelemetry (2026)
Silent AI agent failures bleed revenue while Kubernetes shows green status. Use OpenTelemetry instrumentation to catch logic hangs…
kubernetes
AI Agent Memory Leak in Kubernetes: 5 Fixes (2026)
Your LLM chatbot crashes as pods hit OOM‑kill. Discover the AI agent memory leak in Kubernetes and apply…
AI
OpenTelemetry Span Tracing for Multi‑Agent Workflows (2026)
An agent failure can cut your trace at the orchestrator, leaving you blind. OpenTelemetry span tracing stitches every…
kubernetes
Agent Sidecar Pattern for AI Observability (2026)
A sidecar crash can OOM your LLM pods and waste an hour of inference. The agent sidecar pattern…
AI
Debugging Non-Deterministic AI: 5 Production Fixes (2026)
Identical loan requests got opposite AI decisions at 2 am. Learn to isolate race conditions, enforce consistent logs, and…