EmergingStrong evidence

Observability and reliability

Sets SLOs, incident processes, and monitoring so services and AI features stay reliable in production.

Also called: SRE, SLO, incident management, monitoring, site reliability

How the score was computed

News signal0.45: News signal 0.45: 3 verified article(s) mention this skill, weighted by how recent they are, source type, and evidence level (1.35 of 3 needed for a full signal). Strong means at least 0.4.
JD signal28%: JD signal 0.28: 4 of 16 job descriptions require it and 1 prefer it (preferred counts 0.5). Strong means at least 35%.
Momentum+0.92: Momentum +0.92: 2 article(s) in the last 30 days vs 1 in the 180 days before, compared per day.

AI jobs are waiting while GPUs sit idle. Kubernetes has a new plan.
The New Stack · Trade press · Oct 23, 2026
“This operational workflow does not scale effectively in PCAI’s large-cluster environment”
Strong evidenceAI-generated · Shift Extraction
Teams running long AI/ML jobs on Kubernetes are automating pod-restart troubleshooting, with a tool that gathers diagnostics and posts them to Slack, because manual investigation does not scale in large clusters.
Emerging trends in AI agent evaluation
AI as Normal Technology · Blog · Oct 19, 2026
“evaluators are also struggling to inspect and monitor these agents at scale”
Strong evidenceAI-generated · Shift Extraction
Evaluators are struggling to inspect the large volume of agent traces, and the monitoring tools they use, including other agents, need their own evaluation.
Making Your Data Ready for Agentic AI
martinfowler.com · Blog · Aug 27, 2026
“Access must be scoped, controlled, and auditable.”
Moderate evidenceAI-generated · Shift Extraction
Agent decisions need to be traceable and governed, with captured reasoning and access that is scoped, controlled, and auditable by design.

Anthropicrequired
Technical Program Manager, Inference · Mid-Senior (7+ yrs) · captured Oct 27, 2026
“Lead reliability programs and large migrations without disrupting production traffic or research”
Anthropicpreferred
Technical Program Manager, Compute · Mid-Senior (7+ yrs) · captured Oct 27, 2026
“Built or improved observability for infrastructure systems”
Figmarequired
Technical Program Manager - AI Tooling · Mid (5+ yrs) · captured Oct 27, 2026
“operational ownership, support processes, runbooks, escalation paths, and feedback loops”
MongoDBrequired
Staff Technical Program Manager, Site Reliability Engineering · Staff · captured Oct 27, 2026
“reliability metrics (SLOs, SLIs)”
Redditrequired
Staff Technical Program Manager, Infrastructure · Staff (IC5) · captured Oct 27, 2026
“Experience working with observability and data platforms”

Coordinate product launches with Datadog: Launches shows Session Replay and RUM data for users exposed to the flag, broken down by device, screen size or country, to catch segment-specific defects.
- Extractor confidence 0.65 is below 0.7