Build or buy? See where eng teams are landing
May 21, 2026-Mehul Goyal, Steven Karis, Milind Ganjoo
Resolve AI ships background agents, a new agent architecture with 2x root cause quality, and Workbench for engineers and agents to investigate together. With Resolve AI you can Delegate on-call to agents, co-work on incidents, and run operational tasks with background agents.
July 2, 2026-Varun Krovvidi
On-call is really two jobs: handling the alerts that fire on your shift, and doing the work that makes the next rotation quieter. On a busy week, the second one never happens. Here is how Resolve AI agents take both, from picking up an alert the moment it fires and investigating root cause, to working the backlog and learning your systems so the next rotation is easier than the last.
July 1, 2026-Spiros Xanthos
A frontier model can produce a thousand coherent answers. Most enterprise work needs exactly one correct one, and closing that gap is not a bigger model. It is the agent architecture around it. Here are the six layers that turn open-ended capability into a defined outcome, and why production incidents are the hardest test of whether they work.
June 26, 2026-Steven Karis
Resolve AI Founding Engineer Steven Karis walks through the three architectural failures that drove a 2x improvement in agent accuracy for production RCA, from scripted workflow DAGs to single-agent systems to the multi-agent council running today.
June 23, 2026-Justin Smith
The production backlog nobody talks about. Background agents run the production work that engineers never get to. Learn how always-on AI handles deployment monitoring, reporting, and more.
June 18, 2026-Jeff Aronhalt
Gametime trusts Resolve AI to give any engineer full production context across 60+ services, tracing root cause through the dependency graph in seconds, even on systems they don't own.
June 16, 2026
The question isn't whether AI belongs in production anymore. Here's what engineers at AWS Summit NYC 2026 told us about how agents run your software, what guardrails they want, and how the pricing should work.
May 18, 2026-Mayank Agarwal
The software factory has arrived. Code ships at a 10x multiplier, and the accountability for what runs in production still lands entirely on humans. This post covers the forces driving that gap, what an effective AI for prod system has to be, and what becomes possible when the closed loop between writing software and running it finally closes.
April 13, 2026-Spiros Xanthos
AI has made it faster to ship code but harder to run it. Here's what we heard from engineering leaders at HumanX 2026 about the growing production burden and where AI investment is heading next.
April 7, 2026
Resolve AI Labs is building the AI foundations required to autonomously operate production software. Learn why we started the lab, the open research problems we're solving, and what human-on-the-loop engineering looks like in practice.
