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.
SRE
Reliability engineering, from service objectives to operational judgment.
GuideAI in production
Evaluating Claude Opus 4.6 for incident work
A rollback exception tests whether Opus 4.6 preserves decisive evidence across a long session, and whether the resulting answer arrives in time to help.
GuideAI in production
Recovering an interrupted agent skill
A timed-out scaling request needs a durable record and destination-state checks. Reusable operational skills need to recover unfinished work as well as start it.
ExplainerAI in production
How an AIOps finding becomes an agent action
A rollback proposal crosses from recorded evidence into a changing system. The handoff carries source references, current preconditions and unfinished actions.
The on-call work that page counts leave out
Disturbed nights, specialist help and cleanup consume capacity beyond the primary shift. A workload worksheet connects that demand to staffing and delivery plans.
GuideSLOs & reliability
Release gates that hold up under incident pressure
An error-budget hold needs a route for an urgent repair. Fresh measurements, artifact-specific exceptions and recovery criteria determine how that route works.
GuideIncident response
Keeping incident state consistent across PagerDuty, Jira and Slack
A reference design for duplicate deliveries and partial API success, with durable incident identifiers and summaries drawn from the resulting record.
ExplainerPlatform engineering
AI storage and recovery in NetApp and NVIDIA architectures
Model loading and checkpoint recovery stress storage differently. Reference configurations help explain which workload and failure conditions their results cover.
ExplainerAI in production
What the AIOps market forecast measures
The dated market estimate has a definition, forecast period and growth calculation. Those details explain how it can inform a local investment discussion.
GuideAI in production
Prompting an assistant to investigate an incident
A reusable prompt connects observations, competing explanations and the next read-only check, so an incomplete record can still support useful investigation.
CommentarySLOs & reliability
What an exhausted error budget changes
An error-budget policy connects measured reliability to release and planning choices, including a repair bundled with an unrelated feature.
GuideSLOs & reliability
Error-budget template: calculations and release-policy fields
Worked request and time-based budgets accompany an SLO record, release-policy template and exception log, keeping each calculation in its original units.