ExplainerAI in production
Jev returns typed answers for routing and scoring tasks
Jev answers supplied questions with choices, scores and probabilities. A token-rotation ticket shows how those structured outputs can fit a support router.
Technology Overviews
Understand the technology before you put it into production.
GuideAI in production
CodeRabbit: how to use AI code review
CodeRabbit brings AI feedback into pull requests, editors and the CLI. A retry loop that exceeds its caller’s deadline shows the kind of finding that can repay review time.
GuideAI in production
Recovering an agent task after OpenShell containment
OpenShell can stop an agent after Kubernetes has accepted its scaling request. Recovery then depends on the Deployment state, available replicas and customer-facing result.
GuideAI in production
Meta Muse keeps research and connected tasks running
A release-note digest and a changed maintenance event show two uses of Muse’s persistent agent: gathering information over time and preparing a connected-account update.
How Kubernetes Memory QoS affects inference under pressure
Host-memory throttling can keep an inference process alive while its requests slow down. Effective kubelet settings and request deadlines explain the tradeoff.
GuideAI in production
Supervising coding agents with Herdr
How Herdr keeps coding sessions available while you detach, and what changes when its server restarts.
ExplainerAI in production
The operational cost of AI tokens
Account for context limits, retries, latency, and the work behind a useful result.
ExplainerPlatform engineering
GPU capacity depends on power and cooling
Power and cooling affect the work a GPU pool can sustain. Device signals, request completions and queue growth help distinguish a physical limit from a workload change.
GuideIncident response
Coordinating incidents and bot actions in Slack
Incident channels connect responders to decisions and results. Write-capable bots also need precise action identifiers, duplicate handling and a route around a chat outage.
ExplainerPlatform engineering
How containers and Kubernetes turn an image into a service
Images package processes and Kubernetes reconciles their deployment. Probes, resource settings and completed jobs reveal different stages of the service.