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Best Practices for Building AI Agents That Work in Production

In this article, we try to explore the collective thinking into a smaller set of practices and explain the reasoning behind each one, rather than asking anyone to memorize a numbered list.

Best Practices for Building AI Agents That Work in Production

ByteByteGo Newsletter
ByteByteGo Newsletter · 2026-07-22T15:30:44Z
I made a policy engine think it was in production

Kyverno is a Kubernetes-native policy engine that validates, mutates, and generates resources before workloads reach your cluster, enforcing security and compliance rules as code, without...

I made a policy engine think it was in production

Cloud Native Computing Foundation
Cloud Native Computing Foundation · 2026-07-22T11:00:00Z
The rise of the agent runtime: The compute platform behind production agents

The fast pace of AI research means organizations now have a wide range of models to choose from that can The post The rise of the agent runtime: The compute platform behind production agents...

The rise of the agent runtime: The compute platform behind production agents

The New Stack
The New Stack · 2026-07-21T14:00:00Z
Branching databases like code: a CI/CD pattern for Lakebase, in production at Glaspoort

The problem we couldn't ignoreGlaspoort builds and operates fiber infrastructure in the Netherlands...

Branching databases like code: a CI/CD pattern for Lakebase, in production at Glaspoort

Databricks
Databricks · 2026-07-20T20:30:00Z

Ben O'Mahony discusses building custom AI-powered Language Server Protocols (LSPs) that go beyond standard rule-based checkers. He explains how to instrument AI agents natively with OpenTelemetry...

Presentation: From OTEL to SLMs: Distilling Frontier Model Behaviour from Production Telemetry

InfoQ
InfoQ · 2026-07-17T13:17:00Z

QCon AI Boston 2026 focused on the operational challenges of deploying AI agents, emphasizing the need for robust production infrastructure. Key themes included improving context management,...

QCon AI Boston: Production AI Moves beyond Prompts to Platforms, Harnesses, and Evals

InfoQ
InfoQ · 2026-07-17T09:00:00Z

Gwen Shapira shares how teams are scaling AI features using PostgreSQL for mission-critical apps. She explains how to leverage Postgres's multi-modal capabilities - including JSONB parsing and...

Presentation: Postgres for Production Agents: Your Relational Foundation for Enterprise AI

InfoQ
InfoQ · 2026-07-15T12:57:00Z

In a recent article, Datadog engineer Arnold Wakim shared what worked, what didn't, and the lessons they learned while evolving a critical production system using AI to overcome hard limits in its...

How Datadog Used Claude and Cursor for Test-Driven Production Migration

InfoQ
InfoQ · 2026-07-10T08:00:00Z

Amazon Web Services (AWS) has announced a major expansion of its AWS DevOps Agent, introducing new release management capabilities designed to assess code changes and autonomously test software...

AWS Expands DevOps Agent with AI-Powered Release Management to Validate Code before Production

InfoQ
InfoQ · 2026-07-07T12:00:00Z

One of our client’s PostgreSQL 16.8 production databases started logging what looked like a memory error: ERROR: invalid memory alloc request size The error immediately pointed toward two likely...

warda bibi: Inside a PostgreSQL Checkpointer Bug: A Production Postmortem

Planet PostgreSQL
Planet PostgreSQL · 2026-07-01T13:17:09Z

The panelists explain the realities of running AI systems reliably at scale. While building models is solved, maintaining production databases under constant pressure is not. They discuss the...

Presentation: The Infrastructure Challenge Behind Production AI

InfoQ
InfoQ · 2026-07-01T11:00:00Z

Automating software’s deployment, production, and monitoring systems has been challenging. Resolve AI’s CEO explains how AI could improve reliability, pace, and workload.

Resolve AI CEO Spiros Xanthos: AI’s impact on software production systems

McKinsey Insights & Publications
McKinsey Insights & Publications · 2026-06-24T00:00:00Z

Upgrading PostgreSQL in production is not fun. You have real data, real users, and a version of Postgres that’s probably several major releases behind. The obvious approach (dump, upgrade,...

semab tariq: How To Run Logical Replication On A Production PostgreSQL Cluster

Planet PostgreSQL
Planet PostgreSQL · 2026-06-16T11:24:57Z

Microsoft used their Build 2026 event to announce new functionality for Microsoft Foundry. Citing Foundry as "the place where AI agents move from experiments to production systems," in a blog...

Microsoft Foundry Adds Runtime, Tooling, and Governance for Production Agents

InfoQ
InfoQ · 2026-06-09T08:00:00Z

This series provides your roadmap for the machine age, exploring how to move from vulnerable prototypes to resilient systems through layered defense, robust MLOps, and integrated governance. By...

Article Series: Securing the AI Stack: from Model to Production

InfoQ
InfoQ · 2026-06-05T09:00:00Z

Google Cloud's automated systems suspended Railway's production account without notice, triggering an eight-hour platform-wide outage affecting 3 million users. The cascade took down workloads...

Google Cloud Suspends Railway's Production Account, Causing Eight-Hour Platform-Wide Outage

InfoQ
InfoQ · 2026-05-30T10:03:00Z

Deep Research Agentic Systems are AI Agents designed to conduct multi-step research for complex tasks using dynamic reasoning, multi-hop information retrieval, and generate structured analytical...

Sarang Kulkarni on Lessons from Building Deep Research Agents in Production

InfoQ
InfoQ · 2026-05-27T07:45:00Z

Cloudflare and Stripe launched a protocol that lets AI agents autonomously create cloud accounts, register domains, start subscriptions, and deploy to production. Stripe handles identity and...

Cloudflare and Stripe Let AI Agents Create Accounts, Buy Domains, and Deploy to Production

InfoQ
InfoQ · 2026-05-18T09:41:00Z

Pinterest identified and resolved CPU starvation issues that affected machine learning training jobs on its Kubernetes-based platform, PinCompute. The engineers traced the problem to an unused...

Pinterest Engineers Eliminate CPU Zombies to Resolve Production Bottlenecks

InfoQ
InfoQ · 2026-05-14T10:00:00Z

Options exist to secure the reliable, uninterrupted availability of nuclear fuel in the United States, but it will require a clear focus on the salient issues and sizable investments.

Understanding domestic nuclear fuel production options in the United States

McKinsey Insights & Publications
McKinsey Insights & Publications · 2026-05-04T00:00:00Z
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