This release adds 3 notable features for engineering teams evaluating rollout.
✓ No known CVEs patched in this version
Topics
+11 more
ReleasePort's take
Light signalThe release v0.18.0 fixes the install.sh script and bumps several CI dependencies to newer Node versions, while adding many new integration examples and RDMA enhancements.
Why it matters: Bumping actions/checkout to v5 addresses Node 20 deprecation; developers using the installer or affected CI workflows must update immediately.
Summary
AI summaryUpdates Other, vllm-ingero, and libibverbs across a mixed release.
Changes in this release
| Type | Severity | Summary | CVE |
|---|---|---|---|
| Feature | Medium |
Records Gate‑0 spike result using uprobe path for libibverbs; notes kernel tracepoints are control‑plane only. Records Gate‑0 spike result using uprobe path for libibverbs; notes kernel tracepoints are control‑plane only. Source: llm_adapter@2026-05-22 Confidence: high |
— |
| Feature | Medium |
Emits D3 fabric counters to OTLP, Prometheus and defines contract constants. Emits D3 fabric counters to OTLP, Prometheus and defines contract constants. Source: llm_adapter@2026-05-22 Confidence: high |
— |
| Feature | Medium |
Provides ibv_wc_status decoder for verbs work‑completion capture. Provides ibv_wc_status decoder for verbs work‑completion capture. Source: llm_adapter@2026-05-22 Confidence: high |
— |
| Feature | Medium |
Validates live async‑event capture on hardware and updates CHANGELOG. Validates live async‑event capture on hardware and updates CHANGELOG. Source: llm_adapter@2026-05-22 Confidence: high |
— |
| Feature | Medium |
Adds sysfs InfiniBand/RoCE port‑counter reader with transport detection. Adds sysfs InfiniBand/RoCE port‑counter reader with transport detection. Source: llm_adapter@2026-05-22 Confidence: high |
— |
| Feature | Medium |
Implements verbs work‑completion uprobe (compiles on arm64 and x86, unit‑tested). Implements verbs work‑completion uprobe (compiles on arm64 and x86, unit‑tested). Source: llm_adapter@2026-05-22 Confidence: high |
— |
| Feature | Medium |
Wires D3 sysfs poller into trace command on producer side. Wires D3 sysfs poller into trace command on producer side. Source: llm_adapter@2026-05-22 Confidence: high |
— |
| Feature | Medium |
Wires verbs async‑event probe into trace command and emits metric. Wires verbs async‑event probe into trace command and emits metric. Source: llm_adapter@2026-05-22 Confidence: high |
— |
| Feature | Medium |
Adds awesome-k8s-tools listing to README. Adds awesome-k8s-tools listing to README. Source: llm_adapter@2026-05-22 Confidence: low |
— |
| Feature | Medium |
Lists hf-trainer, deepspeed, accelerate in integrations index. Lists hf-trainer, deepspeed, accelerate in integrations index. Source: llm_adapter@2026-05-22 Confidence: low |
— |
| Feature | Medium |
Adds DeepSpeed and Accelerate annotation integrations example. Adds DeepSpeed and Accelerate annotation integrations example. Source: llm_adapter@2026-05-22 Confidence: low |
— |
| Feature | Medium |
Adds HuggingFace Trainer annotation callback example. Adds HuggingFace Trainer annotation callback example. Source: llm_adapter@2026-05-22 Confidence: low |
— |
| Feature | Medium |
Adds PyTorch Lightning annotation integration example. Adds PyTorch Lightning annotation integration example. Source: llm_adapter@2026-05-22 Confidence: low |
— |
| Feature | Medium |
Adds Ray task annotation integration example. Adds Ray task annotation integration example. Source: llm_adapter@2026-05-22 Confidence: low |
— |
| Feature | Medium |
Adds vLLM + Ingero bundle image (vllm‑ingero). Adds vLLM + Ingero bundle image (vllm‑ingero). Source: llm_adapter@2026-05-22 Confidence: low |
— |
| Dependency | Medium |
Bumps actions/checkout to v5 due to Node 20 deprecation. Bumps actions/checkout to v5 due to Node 20 deprecation. Source: llm_adapter@2026-05-22 Confidence: high |
— |
| Dependency | Medium |
Bumps docker/* and goreleaser CI actions to Node‑24 major versions. Bumps docker/* and goreleaser CI actions to Node‑24 major versions. Source: llm_adapter@2026-05-22 Confidence: high |
— |
| Bugfix | Medium |
Fixes install.sh script and adds one-liner plus MCP recipe and cloud-demo link. Fixes install.sh script and adds one-liner plus MCP recipe and cloud-demo link. Source: llm_adapter@2026-05-22 Confidence: high |
— |
| Bugfix | Medium |
Addresses pre‑release review findings in RDMA components. Addresses pre‑release review findings in RDMA components. Source: llm_adapter@2026-05-22 Confidence: high |
— |
| Refactor | Medium |
Hardens Tier 3 integration annotation writer. Hardens Tier 3 integration annotation writer. Source: llm_adapter@2026-05-22 Confidence: high |
— |
| Refactor | Medium |
Pivots hardware‑validation verbs target to ibv_get_async_event. Pivots hardware‑validation verbs target to ibv_get_async_event. Source: llm_adapter@2026-05-22 Confidence: high |
— |
| Refactor | Medium |
Pivots verbs probe to ibv_get_async_event for async fabric/QP events. Pivots verbs probe to ibv_get_async_event for async fabric/QP events. Source: llm_adapter@2026-05-22 Confidence: high |
— |
| Refactor | Medium |
Pins docs, Helm and Kubernetes resources to version v0.18.0 in release metadata. Pins docs, Helm and Kubernetes resources to version v0.18.0 in release metadata. Source: llm_adapter@2026-05-22 Confidence: low |
— |
Full changelog
Changelog
Documentation
- 486d4e73006b2744cc80d85fdb2516ed6e94a198 docs: fix install.sh (tarball assets), add install one-liner + MCP recipe + cloud-demo link (#71)
- be6517a90fb15b81fa04d04ff33365280adcd564 docs: list awesome-k8s-tools in README
- ab4b8ac57f97525fc0c23b47f4ebefd741746857 docs: list hf-trainer, deepspeed, accelerate in integrations index (#69)
Other
- 1fe480d6263edf8bdcea94b918e530c730138ddf ci: bump actions/checkout to v5 (Node 20 deprecation) (#65)
- 1b1e2a52d0e2b6fe9b87f8094ad648caf8e2998d ci: bump docker/* and goreleaser actions to Node-24 majors (#66)
- ff934b87b287ac4e535a89edcce869949ee8e340 examples: DeepSpeed and Accelerate annotation integrations (#68)
- 321883e33f6fdffd569e73c04a52f87d2884ecd2 examples: HuggingFace Trainer annotation callback (#67)
- 45adf6822c922f3aaa66574463f5d9e22a424184 examples: add PyTorch Lightning annotation integration
- 48cfa9c68a50249a4e6cac04253a6f4f86ceccc4 examples: add Ray task annotation integration
- 985eee178a4ad5745fcf9634cacce8ebddf44e5d examples: harden Tier 3 integration annotation writer
- f15519565ae76f0e131fc2729c4346ac71d7ac73 examples: vLLM + Ingero bundle image (vllm-ingero) (#64)
- 67fc1941bc51dbfd2bbb6f7de3d7ff3fbe5d66e4 rdma: Gate-0 spike result - uprobe path (libibverbs); kernel tracepoints are control-plane only
- 0337c6fdcd239f2bc902df5c2758714105e47af1 rdma: address pre-release review findings
- e71cbd898216c4facbaf4e487c9dd8e7a9181d62 rdma: emit D3 fabric counters to OTLP + Prometheus + contract constants
- 562b55556b3199310f5d3cb5e6d383c314293c44 rdma: hardware-validation findings - pivot verbs target to ibv_get_async_event
- 748580275365c228f7ce1dab42c498f564e69602 rdma: ibv_wc_status decoder for verbs work-completion capture
- 2f9c7bc005d1f5193c99cdabb50e89896e3f1585 rdma: live async-event capture validated on hardware + CHANGELOG
- da919dd05c77dc48afad360a410bbdb474482fa6 rdma: pivot verbs probe to ibv_get_async_event (async fabric/QP events)
- f209c5e122b44e4f7163d3150548616ff88b741a rdma: sysfs InfiniBand/RoCE port-counter reader with transport detection
- e21d52bfacd905ae8761e27b0723cf398e03caf8 rdma: verbs work-completion uprobe (dry-run: compiles arm64+x86, unit-tested)
- f8078cbe9686c72984c90cc49a9499f43531cdc2 rdma: wire D3 sysfs poller into trace command (producer side)
- 90c5e628000a6983489b30d036d7da3443504ce7 rdma: wire verbs async-event probe into trace command + emit metric
- ae8423f6f2c8684243b413daf89c56aeb8d39e80 release: pin docs/helm/k8s to v0.18.0; CHANGELOG [0.18.0]
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About ingero-io/ingero
eBPF-based GPU causal observability agent with MCP server. Traces CUDA Runtime/Driver APIs and host kernel events to build causal chains explaining GPU latency.
Related context
Related tools
Earlier breaking changes
- v0.17.0 Dropped 'annotate --socket' option from CLI.
Beta — feedback welcome: [email protected]