operations

Andon Labs ran a real cafe in Stockholm with an AI agent handling back-office operations for two months, resulting in $38k spent against $9k in sales, with critical failures like accepting a false 99% discount and over-ordering inventory.

The article explores the gap in operational tooling for AI agents in production, focusing on challenges like error handling, state replay, security, and approval workflows.

An analysis arguing that AI automation demos often gloss over the ongoing operational costs of monitoring, fixing, and maintaining systems, leading to 'false productivity' where teams spend more time managing the AI than doing the original work.

A practitioner shares 20 real AI agents for sales, operations, content, dev, and finance that are actively used and have survived the first week, emphasizing single-job agents with approval gates and structured output.

Released the Loop Template Library (loop-library), covering 50 specific scenarios including engineering, operations, evaluation, design, etc. Each Loop has a feedback, judgment, iteration loop and four Skill capabilities, supporting template matching and adaptive modification.

Elon Musk provides a technical update on SpaceX's capability to manufacture, launch, and operate AI satellites at scale.

A discussion on the operational challenges that arise when scaling from one AI agent to multiple, including context handoff, auth permissions, duplicated work, and cost tracking.

After 8 months of deploying AI agents on real operational tasks, the author shares five unexpected engineering challenges: per-capability permissions, credential isolation via a connector proxy, durable approval gates, hard budget caps, and out-of-process audit logs.

The article discusses the operational challenges of running multiple AI agents in production, emphasizing observability, recovery, and session management over the initial development of a single agent.

The article outlines the emerging role of AI leadership in enterprises, highlighting five converging responsibilities—strategy, governance, config management, performance oversight, and team coordination—needed to manage deployed AI agents at scale in 2026.

OpenAI Academy releases guidance on using ChatGPT for operations teams, positioning it as a "chief of staff" tool to streamline coordination, standardize processes, and convert scattered information into decision-ready outputs. The resource outlines practical applications from status updates to SOP documentation and metrics for measuring impact on team productivity.

OpenAI announces the opening of a new office in Dublin, Ireland, to expand its European presence and support operations, trust and safety, go-to-market, security engineering, and legal functions. The company plans to collaborate with Irish government, startups, and researchers while supporting local youth through mentorship programs.