AI
Monitor AI Agent Costs: 5 Ways with Harness Telemetry (2026)
A midnight retry loop stole $12k in LLM spend—proof that AI costs hide without observability. Monitor AI agent…
// tag archive
Kubernetes
67 articles
Backend Dev
Automate Database Schema Migrations for AI Tenants (2026)
Tenant migrations can crash your AI service in minutes. Automate database schema migrations to keep zero‑downtime, isolate tenants,…
AI
Zero‑Downtime Deployment for Stateful AI Agents (2026)
When a pod eviction erased a chatbot’s memory, we built a zero‑downtime deployment preserving state and cutting rollbacks…
AI
Harness Multi-Region AI Deployment: 5 Steps (2026)
When a region goes dark, AI assistants stall. Harness multi-region AI deployment auto‑fails over, syncs state, and guarantees…
Backend Dev
Kafka Go UGC Pipeline 5 Practices for 2026 Scale
A single like webhook crashed our gateway, exposing non‑idempotent retries. Kafka Go UGC pipeline adds back‑pressure, auto‑scaling and…
AI
AI Agent Secrets Rotation: 5 Strategies for 2026
A hard‑coded OpenAI key left your service down for 12 hours. AI agent secrets rotation automates key swaps, keeps…
kubernetes
Kubernetes Agent Not Responding: 5 Debug Tips (2026)
A pod crashed when a NetworkPolicy blocked health‑check traffic, flooding kubelet logs with “agent not responding”. Get steps…
AI
AI Agent Retraining Automation 2026: Harness Pipeline Guide
A $250K loss after market‑data drift exposed missing AI Agent Retraining alerts. Harness 2026 pipelines automate retraining and…
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…
AI
Self-Healing Agent for AI Inference Clusters: 5 Ways (2026)
When a GPU OOM crashes your inference API, a self‑healing agent detects the leak, restarts the pod, and…
kubernetes
Debugging High Latency in Service Mesh RPC: 5 Tips (2026)
An RPC spike hit 2 seconds inside Envoy, not the code. Debugging high latency uncovers mesh bottlenecks and shows…
kubernetes
Sidecar Proxy Pattern for AI Observability: 5 Tips (2026)
LLM latency spikes expose ms and CPU overhead from direct instrumentation. The sidecar proxy pattern isolates telemetry, slashing…
AI
Fine‑grained AI Cost Attribution: 5 Steps for 2026
Zombie agents ate $12K, turning your AI budget into a hole. Fine‑grained AI cost attribution tags each request,…
DevOps
Zero Downtime Deployments for AI Agents with Harness (2026)
Rollout left users with garbled answers as the new LLM swapped pods without syncing vector stores. Zero downtime…
DevOps
Canary Rollouts for AI Agents: 2026 Production Guide
3:14 AM. The new model was silently hallucinating abuse. Canary rollouts for AI agents would have caught it—here's…
DevOps
AI Calling Agents: Serverless vs Kubernetes (2026 Guide)
My AI voice agent failed 40% of calls during a spike. Here is the hard-won truth about containerizing…
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…
Backend Dev
Multi-Region Redis Session Management: 5 Tips (2026)
A read‑only replica stalled logins across Europe. Multi‑region Redis gives resilient, TLS‑secured session storage, slashing outage impact and…