kubernetes
Service Mesh Latency with AI Agents: 5 Fixes (2026)
When AI agents flood your mesh, p99 latency spikes past 5 s. Service mesh latency drops after adding AI‑aware…
// tag archive
ai-agents
23 articles
AI
Gemini 4 Argon cuts latency by 40% with 2M
Gemini 4 Argon's heterogenous MoE architecture delivers 40% lower tool-calling latency and supports 2 million tokens without degradation.…
AI
Event Sourcing vs CRUD for AI Agents: 5 Benefits (2026)
A RAG bot hallucinated after its mutable CRUD store wiped vital context. Event Sourcing vs CRUD gives immutable…
AI
LangGraph checkpoints enable human approval workflows
Implement LangGraph checkpoints to build resilient human approval workflows with proper state persistence and error recovery patterns.
AI
Debugging Memory Leaks in AI Agents on Harness (2026)
Your bot crashes every 20 min with OOM errors. Debugging memory leaks in AI agents on Harness uncovers stale…
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
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…
Backend Dev
Idempotent Billing Go: 5 Steps for AI Subscriptions (2026)
When users double‑click “Upgrade”, Stripe charges twice and churn spikes. Discover idempotent billing Go methods that guarantee one…
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…
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…
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…
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,…
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…
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…
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
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…
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…
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…