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, instrument, and fix it in Kubernetes.
// author
Nilesh Raut
’m Nilesh, a Software Development Engineer with 2+ years of experience, specializing in Go, JavaScript, Python, Docker, Kubernetes, Git, Jenkins, microservices, and system design (LLD/HLD), backed by a strong foundation in data structures and algorithms. Alongside my engineering journey, I bring 4+ years of hands-on experience in SEO, where I’ve worked extensively on content strategy, keyword research, technical SEO, and organic growth, helping products and businesses scale efficiently by aligning solid technology with search-driven performance.
507 articles
System Desgin
Designing a Rate Limiter: 5 Patterns (2026 Guide)
A mis-configured limiter throttled healthy traffic, showing the need for atomic cleanup and low latency. See a Go & Redis Lua design that runs…
AI
AI Agents for Sales Automation: A Practical Guide (2026)
AI agents for calling, CRM, and lead gen can wreck your database if poorly built. Discover the architectural patterns and engineering best practices that…
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.
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 patterns that prevent hallucinations and budget…
AI
AI Leasing Agent Architecture: Patterns That Scale (2026)
3:17 AM API crash. Our AI leasing agent hallucinated a discount clause. Here's how to build reliable, compliant conversational systems that fail gracefully.
AI
Wumpus World in AI: Solving the Classic Problem (2026)
Simple reflex agents fail in uncertain environments. Wumpus World in AI teaches you to build model-based reasoning systems that handle partial observability and unknowns.
AI
Simple Reflex Agent in AI: A Production Guide (2026)
A 3 AM outage taught me how a simple reflex agent in AI fails in production. Learn to build robust, low-latency agents that handle…
AI
Knowledge-Based Agent in AI: 2026 Production Guide
Stop AI hallucinations with a knowledge-based agent in AI. Build deterministic guardrails using structured KBs and inference engines that reason logically.
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…
AI
AI Agent Monorepo Structure: 2026 Production Guide
Polyrepo dependency hell is killing agent pipelines. The right monorepo structure eliminates drift, centralizes telemetry, and orchestrates CRM, marketing, and calling agents without breaking.
Backend Dev
Distributed Locking for AI Agents (2026 Production Guide)
Race conditions corrupt multi-agent context in milliseconds. Implement distributed locking with Redis Redlock and fencing tokens to prevent expensive AI system failures.
Backend Dev
PostgreSQL Connection Pooling: AI Agents Guide (2026)
AI agents are crashing your DB? Optimize PostgreSQL connection pooling with PgBouncer transaction mode and tiered micro-pools to survive thundering herd spikes.
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…
AI
Stateful Workflow Engine for AI CRM (2026 Production Guide)
Stateless AI agents break CRM automation. Build a stateful workflow engine with event sourcing, saga patterns, and crash recovery that survives API failures.
Backend Dev
Circuit Breaker Pattern: 2026 Guide for AI Agents
Prevent retry storms from crashing your AI marketing agents. Implement the circuit breaker pattern to handle unreliable third-party APIs and fail fast during outages.
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 and LLM timeouts before sales notices.
AI
Async vs Event-Driven Python: AI Agent State Guide (2026)
5,000 AI agents stuck, Twilio bills spiking—naive async failed. See why event-driven patterns save production fleets and prevent 2 AM pages.