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.
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DevOps
DevOps
14 articles
DevOps
Secure AI credentials in Harness CD 5 Practices (2026)
Mid‑night CI failure exposed a hard‑coded OpenAI key, burning $12k. Secure AI credentials with short‑lived Vault leases and zero‑trust logs to prevent waste.
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 deployments with Harness keep chats alive.
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 how to implement them before your…
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 AI calling agents for serverless vs…
DevOps
Harness Agent canary deployment — 5 Fixes (2026)
Stuck on “Verifying” stage? Harness Agent canary deployment failures disappear minutes by checking delegate logs, fixing network paths, and adjusting timeouts.
DevOps
Zero-Trust API Gateway Design: 5 Patterns (2026)
A mis‑issued JWT took down three services fast. Implement a zero‑trust API gateway to enforce mTLS, dynamic OPA policies, and sub‑10 ms latency.
DevOps
AI Agent vs Traditional Automation: CI/CD Showdown (2026)
Mid‑night CI queues choked by flaky tests. With AI agent‑driven pipelines, you can auto‑remediate failures in seconds, cutting MTTR from 45 min to under 5 min.
DevOps
TCP Keepalive vs HTTP Keep-Alive: 5 Debugging Tips (2026)
Random 502 errors turned out to be silent socket drops. Learn how TCP Keepalive vs HTTP Keep-Alive mismatches cause connection resets and how to…
DevOps
Playwright GitHub Actions Integration (2025 Guide)
Flaky CI builds? Integrate Playwright with GitHub Actions using caching, retries and Slack alerts to restore browsers, ship diagnostics on failure.
DevOps
Custom Playwright Reporters: 5 Ways to Alert Slack & Teams
Missing Slack alerts let a flaky test break production, but custom Playwright reporters let you push results to Slack, Teams, or a dashboard for…
DevOps
Parallelize Playwright Tests: 5 Ways to Speed Up CI/CD (2024)
Stuck with hour‑long UI pipelines? Parallelize Playwright tests across browsers to cut build times from over an hour to under ten minutes, speeding development.
DevOps
Playwright Authentication: 5 Ways to Manage State (2025)
Stale Playwright authentication state wrecks CI with 401 errors. A reusable storageState script cuts login time by 35% and keeps your test suites stable.
DevOps
CI/CD Pipeline Explained for Developers
Learn how CI/CD pipelines automate builds, tests, and deployments. We cover common failures, environment differences, and how to debug errors effectively.