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⚡ AI Lessons
Dev.to · Ingero Team
☁️ DevOps & Cloud
3mo ago
GPU Tracing With cgroup Awareness: Per-Tenant Investigation on Shared Hosts
On a shared GPU host, the kernel knows which container generated which event. The trace stays...
Dev.to · Ingero Team
☁️ DevOps & Cloud
3mo ago
AllReduce Stalls Are Network Stalls. Most Tools See Neither.
A slow AllReduce on rank 5 lines up against TCP retransmits on rank 5’s NIC, four ms before the...
Dev.to · Ingero Team
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
What GitHub Uses eBPF For (and the Layer They Have Not Ported Yet)
Three eBPF patterns hyperscalers run in production today, mapped to the equivalent patterns on the...
Dev.to · Ingero Team
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
GPU Observability for Workloads That Cannot Phone Home
For an air-gapped GPU host, the trace is only useful if collection, storage, and query all happen...
Dev.to · Ingero Team
☁️ DevOps & Cloud
3mo ago
One Kernel, Zero Sidecars: Tracing AI Workloads Without an Agent on Every Host
Per-host overhead multiplied across N hosts, vs. one kernel-level instrumentation per host. The...
Dev.to · Ingero Team
☁️ DevOps & Cloud
⚡ AI Lesson
4mo ago
MCP Shows What the Agent Did. eBPF Shows Why the GPU Stalled.
MCP exposes the agent’s tool calls. eBPF exposes the kernel events that explain why those tool...
Dev.to · Ingero Team
☁️ DevOps & Cloud
⚡ AI Lesson
4mo ago
A Cluster Stall Looks Healthy on Every Host. The Cause Is in the Pattern Across Hosts.
Eight ranks on two hosts. Every per-host metric reads healthy. Rank 5 enters the barrier 290ms...
Dev.to · Ingero Team
☁️ DevOps & Cloud
⚡ AI Lesson
4mo ago
26 Seconds to Find a Straggler: Fleet v0.10 End-to-End on A100 and GH200
TL;DR Ingero Fleet v0.10 FOSS is live. We validated the full pipeline end-to-end on two...
DeepCamp AI