From fc2fa6c0521e22dd1b28c1066f8173bdb7c0ac46 Mon Sep 17 00:00:00 2001
From: itdevwu <code@itdevwu.com>
Date: Sat, 14 Nov 2026 15:46:09 +0800
Subject: [PATCH 1/2] =?UTF-8?q?=F0=9F=93=9D=20docs:=20show=20what=20xprobe?=
 =?UTF-8?q?=20does=20at=20a=20glance?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

The README opened with a dense one-paragraph definition, so a visitor
could not tell what xprobe does without reading the docs.

Lead with a plain-language promise and an animated walkthrough built
from real v0.6.0 release-gate numbers: triage ranks a CPU hotspot, a
dominant GPU kernel, and power-capped clocks, then one spec measures
request → launch → kernel on CPU and GPU timelines. Light and dark
variants follow the GitHub theme; reduced-motion viewers get the final
frame. A short "What it does" section names the searchable concepts
(eBPF, perf, CUPTI, CUDA, PyTorch, AI agents).

scripts/render-readme-art.py generates the art and a 1280x640 social
preview; the contract test fails when committed SVGs drift from it.
---
 README.md                             |  42 ++++-
 docs/assets/social-preview.png        | Bin 0 -> 65557 bytes
 docs/assets/social-preview.svg        |   1 +
 docs/assets/xprobe-flow-dark.svg      |  34 ++++
 docs/assets/xprobe-flow-light.svg     |  34 ++++
 scripts/render-readme-art.py          | 256 ++++++++++++++++++++++++++
 tests/agent-contract/test_contract.py |  20 ++
 7 files changed, 380 insertions(+), 7 deletions(-)
 create mode 100644 docs/assets/social-preview.png
 create mode 100644 docs/assets/social-preview.svg
 create mode 100644 docs/assets/xprobe-flow-dark.svg
 create mode 100644 docs/assets/xprobe-flow-light.svg
 create mode 100755 scripts/render-readme-art.py

diff --git a/README.md b/README.md
index 16f7a79..13e041b 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,8 @@
 <div align="center">
   <h1>xprobe</h1>
-  <p><strong><i>AI-native heterogeneous profiling tool for CPU and GPU.</i></strong></p>
+  <p><strong>Find out why your CPU, Python, or CUDA process is slow — in two commands.</strong></p>
+  <p>A bounded Linux profiler for AI coding agents and the humans working with them:<br>
+  eBPF + perf + NVIDIA CUPTI, one CLI, strict JSON, no daemon.</p>
   <p>
     <a href="https://github.com/itdevwu/xprobe/actions/workflows/ci.yml"><img alt="CI status" src="https://img.shields.io/github/actions/workflow/status/itdevwu/xprobe/ci.yml?branch=master&amp;style=for-the-badge&amp;label=CI"></a>
     <a href="https://github.com/itdevwu/xprobe/releases"><img alt="Latest release" src="https://img.shields.io/github/v/release/itdevwu/xprobe?style=for-the-badge&amp;sort=semver"></a>
@@ -9,12 +11,38 @@
   </p>
 </div>
 
-`xprobe` is an AI harness for measuring latency between two observable events
-in a process, on the CPU, NVIDIA GPU, or across both. Its bounded native
-profiler combines sampled native/Python stacks, eBPF function, syscall,
-tracepoint and CPython runtime evidence with NVIDIA CUPTI, an agent-friendly
-CLI, strict JSON contracts, explicit correlation quality, and no daemon or
-server lifecycle.
+<p align="center">
+  <picture>
+    <source media="(prefers-color-scheme: dark)" srcset="docs/assets/xprobe-flow-dark.svg">
+    <img alt="xprobe triages a slow PyTorch CUDA process into ranked findings, then measures request to launch 1.14 ms, launch to kernel 99 µs, and kernel 1.2 µs on CPU and GPU timelines" src="docs/assets/xprobe-flow-light.svg" width="860">
+  </picture>
+</p>
+
+<p align="center"><sub>Real numbers from the v0.6.0 release gate on an RTX 3060: a PyTorch CUDA workload and a request → launch → kernel path.</sub></p>
+
+## What it does
+
+Point xprobe at a running process. It watches one bounded window and tells you
+where the time went — on-CPU hotspots, threads waiting for a CPU or blocked,
+container CPU throttling, hot syscalls, GPU kernels, and GPU clock limits —
+ranked by impact, each with a ready next measurement. The second command then
+measures that exact latency: a function, a syscall, a CUDA API call, a kernel,
+a copy, an NVTX range, or a whole request → launch → kernel path from a single
+capture.
+
+- **Built for AI agents.** Ships as an [Agent Skill](skills/xprobe-measure-latency/SKILL.md)
+  for Claude Code, Codex, and Cursor. Compact JSON with a `good`/`caution`
+  quality verdict, so an agent can act on results without reading 100 KB of
+  events.
+- **CPU, Python, and GPU in one tool.** Sampled native and CPython stacks,
+  eBPF uprobes, syscalls, tracepoints, CPython GC, and CUDA 12/13 activity via
+  CUPTI, correlated with explicit confidence.
+- **Bounded by design.** Every capture is limited by samples or duration,
+  timeout, and capacity; there is no daemon; CUDA injection is disclosed
+  before it happens; the raw events are always kept for offline re-analysis.
+- **Honest about what it knows.** Sampled shares are estimates, temporal
+  matches are labeled heuristic, and anything a capture cannot answer is listed
+  as not covered.
 
 ## Install
 
diff --git a/docs/assets/social-preview.png b/docs/assets/social-preview.png
new file mode 100644
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diff --git a/docs/assets/social-preview.svg b/docs/assets/social-preview.svg
new file mode 100644
index 0000000..e76538c
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+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1280 640" width="1280" height="640"><rect width="1280" height="640" fill="#0d1117"/><style>.mono { font-family: ui-monospace, SFMono-Regular, Menlo, Consolas, 'Liberation Mono', monospace; } .sans { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; } .cover { display: none; }</style><text x="64" y="96" class="sans" font-size="56" fill="#e6edf3" font-weight="700" text-anchor="start">xprobe</text><text x="64" y="140" class="sans" font-size="26" fill="#8d96a0" font-weight="400" text-anchor="start">Why is my CPU, Python, or CUDA process slow? Two commands.</text><g transform="translate(232 168) scale(0.86)"><title id="title">xprobe: triage a slow process, then measure the exact latency</title><desc id="desc">A terminal runs xprobe triage on a PyTorch CUDA process. Ranked findings show a CPU hotspot, a dominant GPU kernel, and power-capped GPU clocks. A second command measures request to launch 1.14 ms, launch to kernel 99 microseconds, and kernel duration 1.2 microseconds on CPU and GPU timelines.</desc><style>.mono { font-family: ui-monospace, SFMono-Regular, Menlo, Consolas, 'Liberation Mono', monospace; } .sans { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; } .cover { display: none; }</style><rect width="960" height="540" rx="14" opacity="0" fill="#0d1117"/><rect x="20" y="20" width="920" height="500" rx="12" fill="#161b22" stroke="#30363d"/><circle cx="44" cy="42" r="5" fill="#ff5f57"/><circle cx="62" cy="42" r="5" fill="#febc2e"/><circle cx="80" cy="42" r="5" fill="#28c840"/><text x="480.0" y="47" class="sans" font-size="14" fill="#8d96a0" font-weight="400" text-anchor="middle">Why is PID 4242 slow?</text><g class="scene"><g><text x="48" y="90" class="mono" font-size="15" fill="#4493f8" font-weight="700" text-anchor="start">$</text><text x="66" y="90" class="mono" font-size="15" 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x="600" y="206" width="260" height="12" rx="6" fill="#21262d"/><text x="874" y="218" class="mono" font-size="13" fill="#8d96a0" font-weight="400" text-anchor="start">n/a</text></g><g class="anim next"><text x="48" y="262" class="mono" font-size="13" fill="#4493f8" font-weight="400" text-anchor="start">→ each finding ships a ready next spec</text></g><g><text x="48" y="304" class="mono" font-size="15" fill="#4493f8" font-weight="700" text-anchor="start">$</text><text x="66" y="304" class="mono" font-size="15" fill="#e6edf3" font-weight="400" text-anchor="start">xprobe measure --spec next.json</text><rect class="anim cover cmd2" x="64" y="288" width="282" height="22" fill="#161b22"/></g><g class="anim lanes"><text x="48" y="367" class="mono" font-size="13" fill="#ab7df8" font-weight="700" text-anchor="start">CPU</text><text x="48" y="445" class="mono" font-size="13" fill="#3fb950" font-weight="700" text-anchor="start">GPU</text><line x1="150" y1="362" x2="900" y2="362" stroke="#30363d" stroke-width="2"/><line x1="150" y1="440" x2="900" y2="440" stroke="#30363d" stroke-width="2"/><circle cx="190" cy="362" r="6" fill="#ab7df8"/><text x="190" y="348" class="mono" font-size="12" fill="#8d96a0" font-weight="400" text-anchor="middle">request</text><circle cx="560" cy="362" r="6" fill="#ab7df8"/><text x="560" y="348" class="mono" font-size="12" fill="#8d96a0" font-weight="400" text-anchor="middle">cudaLaunchKernel returns</text><rect x="690" y="431" width="70" height="18" rx="4" fill="#3fb950"/><text x="725.0" y="468" class="mono" font-size="12" fill="#8d96a0" font-weight="400" text-anchor="middle">kernel</text></g><g class="anim edge1"><path d="M198 364 L552 364" stroke="#ab7df8" stroke-width="3"/><text x="375.0" y="384" class="mono" font-size="13" fill="#e6edf3" font-weight="400" text-anchor="middle">request → launch  1.14 ms  (first-after)</text></g><g class="anim edge2"><path d="M560 369 C560 420, 690 382, 690 430" fill="none" stroke="#4493f8" stroke-width="3" stroke-dasharray="6 5"/><text x="550" y="409.0" class="mono" font-size="13" fill="#e6edf3" font-weight="400" text-anchor="end">launch → kernel  99 µs  (exact)</text></g><g class="anim edge3"><text x="772" y="445" class="mono" font-size="13" fill="#e6edf3" font-weight="400" text-anchor="start">kernel  1.2 µs  (exact)</text></g><g class="anim tagline"><text x="480.0" y="494" class="sans" font-size="15" fill="#e6edf3" font-weight="600" text-anchor="middle">Two commands. 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+@keyframes k-edge1 { 0%, 50.0% { opacity: 0; transform: translateY(6px) } 55.0%, 100% { opacity: 1; transform: translateY(0) } }
+.edge1 { animation: k-edge1 14.0s ease-out infinite;  }
+@keyframes k-edge2 { 0%, 56.0% { opacity: 0; transform: translateY(6px) } 61.0%, 100% { opacity: 1; transform: translateY(0) } }
+.edge2 { animation: k-edge2 14.0s ease-out infinite;  }
+@keyframes k-edge3 { 0%, 62.0% { opacity: 0; transform: translateY(6px) } 67.0%, 100% { opacity: 1; transform: translateY(0) } }
+.edge3 { animation: k-edge3 14.0s ease-out infinite;  }
+@keyframes k-tagline { 0%, 72.0% { opacity: 0; transform: translateY(6px) } 77.0%, 100% { opacity: 1; transform: translateY(0) } }
+.tagline { animation: k-tagline 14.0s ease-out infinite;  }
+@keyframes g-find1 { 0%, 16.0% { transform: scaleX(0) } 22.0%, 100% { transform: scaleX(1) } }
+.bar-find1 { animation: g-find1 14.0s ease-out infinite; transform-origin: left center; }
+@keyframes g-find2 { 0%, 20.0% { transform: scaleX(0) } 26.0%, 100% { transform: scaleX(1) } }
+.bar-find2 { animation: g-find2 14.0s ease-out infinite; transform-origin: left center; }
+@keyframes g-find3 { 0%, 24.0% { transform: scaleX(0) } 30.0%, 100% { transform: scaleX(1) } }
+.bar-find3 { animation: g-find3 14.0s ease-out infinite; transform-origin: left center; }
+@media (prefers-reduced-motion: reduce) { * { animation: none !important; } .cover { display: none; } }</style><rect width="960" height="540" rx="14" fill="#0d1117"/><rect x="20" y="20" width="920" height="500" rx="12" fill="#161b22" stroke="#30363d"/><circle cx="44" cy="42" r="5" fill="#ff5f57"/><circle cx="62" cy="42" r="5" fill="#febc2e"/><circle cx="80" cy="42" r="5" fill="#28c840"/><text x="480.0" y="47" class="sans" font-size="14" fill="#8d96a0" font-weight="400" text-anchor="middle">Why is PID 4242 slow?</text><g class="scene"><g><text x="48" y="90" class="mono" font-size="15" fill="#4493f8" font-weight="700" text-anchor="start">$</text><text x="66" y="90" class="mono" font-size="15" fill="#e6edf3" font-weight="400" text-anchor="start">xprobe measure --pid 4242 --triage --duration-ms 2000</text><rect class="anim cover cmd1" x="64" y="74" width="467" height="22" fill="#161b22"/></g><g class="anim find1"><text x="48" y="130" class="mono" font-size="14" fill="#8d96a0" font-weight="400" text-anchor="start">1</text><text x="70" y="130" class="mono" font-size="14" fill="#ab7df8" font-weight="700" text-anchor="start">CPU_HOTSPOT</text><text x="70" y="149" class="mono" font-size="12.5" fill="#8d96a0" font-weight="400" text-anchor="start">libgomp worker spinning: 77% of sampled stacks</text><rect x="600" y="118" width="260" height="12" rx="6" fill="#21262d"/><rect class="anim bar-find1" x="600" y="118" width="198" height="12" rx="6" fill="#ab7df8"/><text x="874" y="130" class="mono" font-size="13" fill="#e6edf3" font-weight="700" text-anchor="start">76%</text></g><g class="anim find2"><text x="48" y="174" class="mono" font-size="14" fill="#8d96a0" font-weight="400" text-anchor="start">2</text><text x="70" y="174" class="mono" font-size="14" fill="#3fb950" font-weight="700" text-anchor="start">GPU_KERNEL_DOMINANT</text><text x="70" y="193" class="mono" font-size="12.5" fill="#8d96a0" font-weight="400" text-anchor="start">ampere_sgemm_128x64_nn: all kernel time, GPU busy 54%</text><rect x="600" y="162" width="260" height="12" rx="6" fill="#21262d"/><rect class="anim bar-find2" x="600" y="162" width="140" height="12" rx="6" fill="#3fb950"/><text x="874" y="174" class="mono" font-size="13" fill="#e6edf3" font-weight="700" text-anchor="start">54%</text></g><g class="anim find3"><text x="48" y="218" class="mono" font-size="14" fill="#8d96a0" font-weight="400" text-anchor="start">3</text><text x="70" y="218" class="mono" font-size="14" fill="#d29922" font-weight="700" text-anchor="start">GPU_CLOCK_LIMITED</text><text x="70" y="237" class="mono" font-size="12.5" fill="#8d96a0" font-weight="400" text-anchor="start">sw_power_cap under load</text><rect x="600" y="206" width="260" height="12" rx="6" fill="#21262d"/><text x="874" y="218" class="mono" font-size="13" fill="#8d96a0" font-weight="400" text-anchor="start">n/a</text></g><g class="anim next"><text x="48" y="262" class="mono" font-size="13" fill="#4493f8" font-weight="400" text-anchor="start">→ each finding ships a ready next spec</text></g><g><text x="48" y="304" class="mono" font-size="15" fill="#4493f8" font-weight="700" text-anchor="start">$</text><text x="66" y="304" class="mono" font-size="15" fill="#e6edf3" font-weight="400" text-anchor="start">xprobe measure --spec next.json</text><rect class="anim cover cmd2" x="64" y="288" width="282" height="22" fill="#161b22"/></g><g class="anim lanes"><text x="48" y="367" class="mono" font-size="13" fill="#ab7df8" font-weight="700" text-anchor="start">CPU</text><text x="48" y="445" class="mono" font-size="13" fill="#3fb950" font-weight="700" text-anchor="start">GPU</text><line x1="150" y1="362" x2="900" y2="362" stroke="#30363d" stroke-width="2"/><line x1="150" y1="440" x2="900" y2="440" stroke="#30363d" stroke-width="2"/><circle cx="190" cy="362" r="6" fill="#ab7df8"/><text x="190" y="348" class="mono" font-size="12" fill="#8d96a0" font-weight="400" text-anchor="middle">request</text><circle cx="560" cy="362" r="6" fill="#ab7df8"/><text x="560" y="348" class="mono" font-size="12" fill="#8d96a0" font-weight="400" text-anchor="middle">cudaLaunchKernel returns</text><rect x="690" y="431" width="70" height="18" rx="4" fill="#3fb950"/><text x="725.0" y="468" class="mono" font-size="12" fill="#8d96a0" font-weight="400" text-anchor="middle">kernel</text></g><g class="anim edge1"><path d="M198 364 L552 364" stroke="#ab7df8" stroke-width="3"/><text x="375.0" y="384" class="mono" font-size="13" fill="#e6edf3" font-weight="400" text-anchor="middle">request → launch  1.14 ms  (first-after)</text></g><g class="anim edge2"><path d="M560 369 C560 420, 690 382, 690 430" fill="none" stroke="#4493f8" stroke-width="3" stroke-dasharray="6 5"/><text x="550" y="409.0" class="mono" font-size="13" fill="#e6edf3" font-weight="400" text-anchor="end">launch → kernel  99 µs  (exact)</text></g><g class="anim edge3"><text x="772" y="445" class="mono" font-size="13" fill="#e6edf3" font-weight="400" text-anchor="start">kernel  1.2 µs  (exact)</text></g><g class="anim tagline"><text x="480.0" y="494" class="sans" font-size="15" fill="#e6edf3" font-weight="600" text-anchor="middle">Two commands. Bounded capture. No daemon. Evidence an agent can read.</text></g></g></svg>
diff --git a/docs/assets/xprobe-flow-light.svg b/docs/assets/xprobe-flow-light.svg
new file mode 100644
index 0000000..ea0aabc
--- /dev/null
+++ b/docs/assets/xprobe-flow-light.svg
@@ -0,0 +1,34 @@
+<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 960 540" width="960" height="540" role="img" aria-labelledby="title desc"><title id="title">xprobe: triage a slow process, then measure the exact latency</title><desc id="desc">A terminal runs xprobe triage on a PyTorch CUDA process. Ranked findings show a CPU hotspot, a dominant GPU kernel, and power-capped GPU clocks. A second command measures request to launch 1.14 ms, launch to kernel 99 microseconds, and kernel duration 1.2 microseconds on CPU and GPU timelines.</desc><style>.mono { font-family: ui-monospace, SFMono-Regular, Menlo, Consolas, 'Liberation Mono', monospace; }
+.sans { font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif; }
+.anim { transform-box: fill-box; }
+@keyframes scene { 0% { opacity: 0 } 1.5%, 93.0% { opacity: 1 } 99%, 100% { opacity: 0 } }
+.scene { animation: scene 14.0s linear infinite; }
+@keyframes k-cmd1 { 0%, 2.0% { transform: scaleX(1) } 10.0%, 100% { transform: scaleX(0) } }
+.cmd1 { animation: k-cmd1 14.0s ease-out infinite; transform-origin: right center; }
+@keyframes k-find1 { 0%, 12.0% { opacity: 0; transform: translateY(6px) } 16.0%, 100% { opacity: 1; transform: translateY(0) } }
+.find1 { animation: k-find1 14.0s ease-out infinite;  }
+@keyframes k-find2 { 0%, 16.0% { opacity: 0; transform: translateY(6px) } 20.0%, 100% { opacity: 1; transform: translateY(0) } }
+.find2 { animation: k-find2 14.0s ease-out infinite;  }
+@keyframes k-find3 { 0%, 20.0% { opacity: 0; transform: translateY(6px) } 24.0%, 100% { opacity: 1; transform: translateY(0) } }
+.find3 { animation: k-find3 14.0s ease-out infinite;  }
+@keyframes k-next { 0%, 27.0% { opacity: 0; transform: translateY(6px) } 31.0%, 100% { opacity: 1; transform: translateY(0) } }
+.next { animation: k-next 14.0s ease-out infinite;  }
+@keyframes k-cmd2 { 0%, 34.0% { transform: scaleX(1) } 42.0%, 100% { transform: scaleX(0) } }
+.cmd2 { animation: k-cmd2 14.0s ease-out infinite; transform-origin: right center; }
+@keyframes k-lanes { 0%, 44.0% { opacity: 0; transform: translateY(6px) } 48.0%, 100% { opacity: 1; transform: translateY(0) } }
+.lanes { animation: k-lanes 14.0s ease-out infinite;  }
+@keyframes k-edge1 { 0%, 50.0% { opacity: 0; transform: translateY(6px) } 55.0%, 100% { opacity: 1; transform: translateY(0) } }
+.edge1 { animation: k-edge1 14.0s ease-out infinite;  }
+@keyframes k-edge2 { 0%, 56.0% { opacity: 0; transform: translateY(6px) } 61.0%, 100% { opacity: 1; transform: translateY(0) } }
+.edge2 { animation: k-edge2 14.0s ease-out infinite;  }
+@keyframes k-edge3 { 0%, 62.0% { opacity: 0; transform: translateY(6px) } 67.0%, 100% { opacity: 1; transform: translateY(0) } }
+.edge3 { animation: k-edge3 14.0s ease-out infinite;  }
+@keyframes k-tagline { 0%, 72.0% { opacity: 0; transform: translateY(6px) } 77.0%, 100% { opacity: 1; transform: translateY(0) } }
+.tagline { animation: k-tagline 14.0s ease-out infinite;  }
+@keyframes g-find1 { 0%, 16.0% { transform: scaleX(0) } 22.0%, 100% { transform: scaleX(1) } }
+.bar-find1 { animation: g-find1 14.0s ease-out infinite; transform-origin: left center; }
+@keyframes g-find2 { 0%, 20.0% { transform: scaleX(0) } 26.0%, 100% { transform: scaleX(1) } }
+.bar-find2 { animation: g-find2 14.0s ease-out infinite; transform-origin: left center; }
+@keyframes g-find3 { 0%, 24.0% { transform: scaleX(0) } 30.0%, 100% { transform: scaleX(1) } }
+.bar-find3 { animation: g-find3 14.0s ease-out infinite; transform-origin: left center; }
+@media (prefers-reduced-motion: reduce) { * { animation: none !important; } .cover { display: none; } }</style><rect width="960" height="540" rx="14" fill="#ffffff"/><rect x="20" y="20" width="920" height="500" rx="12" fill="#f6f8fa" stroke="#d0d7de"/><circle cx="44" cy="42" r="5" fill="#ff5f57"/><circle cx="62" cy="42" r="5" fill="#febc2e"/><circle cx="80" cy="42" r="5" fill="#28c840"/><text x="480.0" y="47" class="sans" font-size="14" fill="#59636e" font-weight="400" text-anchor="middle">Why is PID 4242 slow?</text><g class="scene"><g><text x="48" y="90" class="mono" font-size="15" fill="#0969da" font-weight="700" text-anchor="start">$</text><text x="66" y="90" class="mono" font-size="15" fill="#1f2328" font-weight="400" text-anchor="start">xprobe measure --pid 4242 --triage --duration-ms 2000</text><rect class="anim cover cmd1" x="64" y="74" width="467" height="22" fill="#f6f8fa"/></g><g class="anim find1"><text x="48" y="130" class="mono" font-size="14" fill="#59636e" font-weight="400" text-anchor="start">1</text><text x="70" y="130" class="mono" font-size="14" fill="#8250df" font-weight="700" text-anchor="start">CPU_HOTSPOT</text><text x="70" y="149" class="mono" font-size="12.5" fill="#59636e" font-weight="400" text-anchor="start">libgomp worker spinning: 77% of sampled stacks</text><rect x="600" y="118" width="260" height="12" rx="6" fill="#eaeef2"/><rect class="anim bar-find1" x="600" y="118" width="198" height="12" rx="6" fill="#8250df"/><text x="874" y="130" class="mono" font-size="13" fill="#1f2328" font-weight="700" text-anchor="start">76%</text></g><g class="anim find2"><text x="48" y="174" class="mono" font-size="14" fill="#59636e" font-weight="400" text-anchor="start">2</text><text x="70" y="174" class="mono" font-size="14" fill="#1a7f37" font-weight="700" text-anchor="start">GPU_KERNEL_DOMINANT</text><text x="70" y="193" class="mono" font-size="12.5" fill="#59636e" font-weight="400" text-anchor="start">ampere_sgemm_128x64_nn: all kernel time, GPU busy 54%</text><rect x="600" y="162" width="260" height="12" rx="6" fill="#eaeef2"/><rect class="anim bar-find2" x="600" y="162" width="140" height="12" rx="6" fill="#1a7f37"/><text x="874" y="174" class="mono" font-size="13" fill="#1f2328" font-weight="700" text-anchor="start">54%</text></g><g class="anim find3"><text x="48" y="218" class="mono" font-size="14" fill="#59636e" font-weight="400" text-anchor="start">3</text><text x="70" y="218" class="mono" font-size="14" fill="#9a6700" font-weight="700" text-anchor="start">GPU_CLOCK_LIMITED</text><text x="70" y="237" class="mono" font-size="12.5" fill="#59636e" font-weight="400" text-anchor="start">sw_power_cap under load</text><rect x="600" y="206" width="260" height="12" rx="6" fill="#eaeef2"/><text x="874" y="218" class="mono" font-size="13" fill="#59636e" font-weight="400" text-anchor="start">n/a</text></g><g class="anim next"><text x="48" y="262" class="mono" font-size="13" fill="#0969da" font-weight="400" text-anchor="start">→ each finding ships a ready next spec</text></g><g><text x="48" y="304" class="mono" font-size="15" fill="#0969da" font-weight="700" text-anchor="start">$</text><text x="66" y="304" class="mono" font-size="15" fill="#1f2328" font-weight="400" text-anchor="start">xprobe measure --spec next.json</text><rect class="anim cover cmd2" x="64" y="288" width="282" height="22" fill="#f6f8fa"/></g><g class="anim lanes"><text x="48" y="367" class="mono" font-size="13" fill="#8250df" font-weight="700" text-anchor="start">CPU</text><text x="48" y="445" class="mono" font-size="13" fill="#1a7f37" font-weight="700" text-anchor="start">GPU</text><line x1="150" y1="362" x2="900" y2="362" stroke="#d0d7de" stroke-width="2"/><line x1="150" y1="440" x2="900" y2="440" stroke="#d0d7de" stroke-width="2"/><circle cx="190" cy="362" r="6" fill="#8250df"/><text x="190" y="348" class="mono" font-size="12" fill="#59636e" font-weight="400" text-anchor="middle">request</text><circle cx="560" cy="362" r="6" fill="#8250df"/><text x="560" y="348" class="mono" font-size="12" fill="#59636e" font-weight="400" text-anchor="middle">cudaLaunchKernel returns</text><rect x="690" y="431" width="70" height="18" rx="4" fill="#1a7f37"/><text x="725.0" y="468" class="mono" font-size="12" fill="#59636e" font-weight="400" text-anchor="middle">kernel</text></g><g class="anim edge1"><path d="M198 364 L552 364" stroke="#8250df" stroke-width="3"/><text x="375.0" y="384" class="mono" font-size="13" fill="#1f2328" font-weight="400" text-anchor="middle">request → launch  1.14 ms  (first-after)</text></g><g class="anim edge2"><path d="M560 369 C560 420, 690 382, 690 430" fill="none" stroke="#0969da" stroke-width="3" stroke-dasharray="6 5"/><text x="550" y="409.0" class="mono" font-size="13" fill="#1f2328" font-weight="400" text-anchor="end">launch → kernel  99 µs  (exact)</text></g><g class="anim edge3"><text x="772" y="445" class="mono" font-size="13" fill="#1f2328" font-weight="400" text-anchor="start">kernel  1.2 µs  (exact)</text></g><g class="anim tagline"><text x="480.0" y="494" class="sans" font-size="15" fill="#1f2328" font-weight="600" text-anchor="middle">Two commands. Bounded capture. No daemon. Evidence an agent can read.</text></g></g></svg>
diff --git a/scripts/render-readme-art.py b/scripts/render-readme-art.py
new file mode 100755
index 0000000..a93b7a7
--- /dev/null
+++ b/scripts/render-readme-art.py
@@ -0,0 +1,256 @@
+#!/usr/bin/env python3
+"""Render the README hero animation as light and dark SVGs.
+
+The numbers come from the v0.6.0 live release gate on an RTX 3060: the PyTorch
+CUDA triage fixture and the multisource request/launch/kernel graph. Rerun
+after changing the story:
+
+    scripts/render-readme-art.py docs/assets
+"""
+
+import pathlib
+import sys
+from html import escape
+
+WIDTH, HEIGHT = 960, 540
+CYCLE_S = 14.0
+FONT = "ui-monospace, SFMono-Regular, Menlo, Consolas, 'Liberation Mono', monospace"
+SANS = "-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif"
+
+THEMES = {
+    "light": {
+        "bg": "#ffffff",
+        "panel": "#f6f8fa",
+        "border": "#d0d7de",
+        "text": "#1f2328",
+        "muted": "#59636e",
+        "prompt": "#0969da",
+        "cpu": "#8250df",
+        "gpu": "#1a7f37",
+        "env": "#9a6700",
+        "track": "#eaeef2",
+    },
+    "dark": {
+        "bg": "#0d1117",
+        "panel": "#161b22",
+        "border": "#30363d",
+        "text": "#e6edf3",
+        "muted": "#8d96a0",
+        "prompt": "#4493f8",
+        "cpu": "#ab7df8",
+        "gpu": "#3fb950",
+        "env": "#d29922",
+        "track": "#21262d",
+    },
+}
+
+# (start, end) as fractions of the cycle for each stage.
+STAGES = {
+    "cmd1": (0.02, 0.10),
+    "find1": (0.12, 0.16),
+    "find2": (0.16, 0.20),
+    "find3": (0.20, 0.24),
+    "next": (0.27, 0.31),
+    "cmd2": (0.34, 0.42),
+    "lanes": (0.44, 0.48),
+    "edge1": (0.50, 0.55),
+    "edge2": (0.56, 0.61),
+    "edge3": (0.62, 0.67),
+    "tagline": (0.72, 0.77),
+}
+HOLD_UNTIL = 0.93
+
+
+def keyframes(name: str, start: float, end: float, kind: str) -> str:
+    """Hidden until start, shown from end to the loop's end.
+
+    The whole scene fades out and back in around the loop boundary, so
+    individual elements never need their own exit frames.
+    """
+    s, e = (round(v * 100, 2) for v in (start, end))
+    if kind == "type":
+        hidden, shown = "transform: scaleX(1)", "transform: scaleX(0)"
+    elif kind == "grow":
+        hidden, shown = "transform: scaleX(0)", "transform: scaleX(1)"
+    else:
+        hidden = "opacity: 0; transform: translateY(6px)"
+        shown = "opacity: 1; transform: translateY(0)"
+    return f"@keyframes {name} {{ 0%, {s}% {{ {hidden} }} {e}%, 100% {{ {shown} }} }}"
+
+
+def scene_keyframes() -> str:
+    h = round(HOLD_UNTIL * 100, 2)
+    return (
+        f"@keyframes scene {{ 0% {{ opacity: 0 }} 1.5%, {h}% {{ opacity: 1 }} "
+        f"99%, 100% {{ opacity: 0 }} }}"
+    )
+
+
+def style(theme: dict) -> str:
+    rules = [
+        f".mono {{ font-family: {FONT}; }}",
+        f".sans {{ font-family: {SANS}; }}",
+        ".anim { transform-box: fill-box; }",
+        scene_keyframes(),
+        f".scene {{ animation: scene {CYCLE_S}s linear infinite; }}",
+    ]
+    for name, (start, end) in STAGES.items():
+        kind = "type" if name.startswith("cmd") else "fade"
+        rules.append(keyframes(f"k-{name}", start, end, kind))
+        rules.append(
+            f".{name} {{ animation: k-{name} {CYCLE_S}s ease-out infinite; "
+            f"{'transform-origin: right center;' if kind == 'type' else ''} }}"
+        )
+    for name in ("find1", "find2", "find3"):
+        start, end = STAGES[name]
+        rules.append(keyframes(f"g-{name}", end, end + 0.06, "grow"))
+        rules.append(
+            f".bar-{name} {{ animation: g-{name} {CYCLE_S}s ease-out infinite; "
+            "transform-origin: left center; }"
+        )
+    rules.append(
+        "@media (prefers-reduced-motion: reduce) { * { animation: none !important; } "
+        ".cover { display: none; } }"
+    )
+    return "\n".join(rules)
+
+
+def text(x, y, content, size, fill, cls="mono", weight="400", anchor="start") -> str:
+    return (
+        f'<text x="{x}" y="{y}" class="{cls}" font-size="{size}" fill="{fill}" '
+        f'font-weight="{weight}" text-anchor="{anchor}">{escape(content)}</text>'
+    )
+
+
+def command(y: int, line: str, stage: str, t: dict) -> str:
+    """A typed command: the text is revealed by a cover that shrinks away."""
+    width = 22 + len(line) * 8.4
+    return (
+        f'<g>{text(48, y, "$", 15, t["prompt"], weight="700")}'
+        f'{text(66, y, line, 15, t["text"])}'
+        f'<rect class="anim cover {stage}" x="64" y="{y - 16}" width="{width:.0f}" '
+        f'height="22" fill="{t["panel"]}"/></g>'
+    )
+
+
+def finding(y: int, rank: int, code: str, detail: str, share: float | None,
+            color: str, stage: str, t: dict) -> str:
+    bar_x, bar_w = 600, 260
+    parts = [
+        f'<g class="anim {stage}">',
+        text(48, y, f"{rank}", 14, t["muted"]),
+        text(70, y, code, 14, color, weight="700"),
+        text(70, y + 19, detail, 12.5, t["muted"]),
+        f'<rect x="{bar_x}" y="{y - 12}" width="{bar_w}" height="12" rx="6" fill="{t["track"]}"/>',
+    ]
+    if share is None:
+        parts.append(text(bar_x + bar_w + 14, y, "n/a", 13, t["muted"]))
+    else:
+        parts.append(
+            f'<rect class="anim bar-{stage}" x="{bar_x}" y="{y - 12}" '
+            f'width="{bar_w * share:.0f}" height="12" rx="6" fill="{color}"/>'
+        )
+        parts.append(text(bar_x + bar_w + 14, y, f"{share:.0%}", 13, t["text"], weight="700"))
+    parts.append("</g>")
+    return "".join(parts)
+
+
+def timeline(t: dict) -> str:
+    lane_x0, lane_x1 = 150, 900
+    cpu_y, gpu_y = 362, 440
+    req, launch, kstart, kend = 190, 560, 690, 760
+    parts = [
+        '<g class="anim lanes">',
+        text(48, cpu_y + 5, "CPU", 13, t["cpu"], weight="700"),
+        text(48, gpu_y + 5, "GPU", 13, t["gpu"], weight="700"),
+        f'<line x1="{lane_x0}" y1="{cpu_y}" x2="{lane_x1}" y2="{cpu_y}" stroke="{t["border"]}" stroke-width="2"/>',
+        f'<line x1="{lane_x0}" y1="{gpu_y}" x2="{lane_x1}" y2="{gpu_y}" stroke="{t["border"]}" stroke-width="2"/>',
+        f'<circle cx="{req}" cy="{cpu_y}" r="6" fill="{t["cpu"]}"/>',
+        text(req, cpu_y - 14, "request", 12, t["muted"], anchor="middle"),
+        f'<circle cx="{launch}" cy="{cpu_y}" r="6" fill="{t["cpu"]}"/>',
+        text(launch, cpu_y - 14, "cudaLaunchKernel returns", 12, t["muted"], anchor="middle"),
+        f'<rect x="{kstart}" y="{gpu_y - 9}" width="{kend - kstart}" height="18" rx="4" fill="{t["gpu"]}"/>',
+        text((kstart + kend) / 2, gpu_y + 28, "kernel", 12, t["muted"], anchor="middle"),
+        "</g>",
+        '<g class="anim edge1">',
+        f'<path d="M{req + 8} {cpu_y + 2} L{launch - 8} {cpu_y + 2}" stroke="{t["cpu"]}" stroke-width="3"/>',
+        text((req + launch) / 2, cpu_y + 22, "request → launch  1.14 ms  (first-after)", 13, t["text"], anchor="middle"),
+        "</g>",
+        '<g class="anim edge2">',
+        f'<path d="M{launch} {cpu_y + 7} C{launch} {gpu_y - 20}, {kstart} {cpu_y + 20}, {kstart} {gpu_y - 10}" '
+        f'fill="none" stroke="{t["prompt"]}" stroke-width="3" stroke-dasharray="6 5"/>',
+        text(launch - 10, (cpu_y + gpu_y) / 2 + 8, "launch → kernel  99 µs  (exact)", 13, t["text"], anchor="end"),
+        "</g>",
+        '<g class="anim edge3">',
+        text(kend + 12, gpu_y + 5, "kernel  1.2 µs  (exact)", 13, t["text"]),
+        "</g>",
+    ]
+    return "".join(parts)
+
+
+def render(theme_name: str, animated: bool = True) -> str:
+    t = THEMES[theme_name]
+    body = [
+        f'<rect width="{WIDTH}" height="{HEIGHT}" rx="14" fill="{t["bg"]}"/>',
+        f'<rect x="20" y="20" width="{WIDTH - 40}" height="{HEIGHT - 40}" rx="12" '
+        f'fill="{t["panel"]}" stroke="{t["border"]}"/>',
+        '<circle cx="44" cy="42" r="5" fill="#ff5f57"/><circle cx="62" cy="42" r="5" fill="#febc2e"/>'
+        '<circle cx="80" cy="42" r="5" fill="#28c840"/>',
+        text(WIDTH / 2, 47, "Why is PID 4242 slow?", 14, t["muted"], cls="sans", anchor="middle"),
+        '<g class="scene">',
+        command(90, "xprobe measure --pid 4242 --triage --duration-ms 2000", "cmd1", t),
+        finding(130, 1, "CPU_HOTSPOT", "libgomp worker spinning: 77% of sampled stacks", 0.76, t["cpu"], "find1", t),
+        finding(174, 2, "GPU_KERNEL_DOMINANT", "ampere_sgemm_128x64_nn: all kernel time, GPU busy 54%", 0.54, t["gpu"], "find2", t),
+        finding(218, 3, "GPU_CLOCK_LIMITED", "sw_power_cap under load", None, t["env"], "find3", t),
+        f'<g class="anim next">{text(48, 262, "→ each finding ships a ready next spec", 13, t["prompt"])}</g>',
+        command(304, "xprobe measure --spec next.json", "cmd2", t),
+        timeline(t),
+        f'<g class="anim tagline">'
+        f'{text(WIDTH / 2, 494, "Two commands. Bounded capture. No daemon. Evidence an agent can read.", 15, t["text"], cls="sans", weight="600", anchor="middle")}'
+        "</g>",
+        "</g>",
+    ]
+    return (
+        f'<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 {WIDTH} {HEIGHT}" '
+        f'width="{WIDTH}" height="{HEIGHT}" role="img" '
+        'aria-labelledby="title desc">'
+        "<title id=\"title\">xprobe: triage a slow process, then measure the exact latency</title>"
+        "<desc id=\"desc\">A terminal runs xprobe triage on a PyTorch CUDA process. Ranked "
+        "findings show a CPU hotspot, a dominant GPU kernel, and power-capped GPU clocks. "
+        "A second command measures request to launch 1.14 ms, launch to kernel 99 "
+        "microseconds, and kernel duration 1.2 microseconds on CPU and GPU timelines.</desc>"
+        + (f"<style>{style(t)}</style>" if animated else
+           f"<style>.mono {{ font-family: {FONT}; }} .sans {{ font-family: {SANS}; }} .cover {{ display: none; }}</style>")
+        + "".join(body)
+        + "</svg>\n"
+    )
+
+
+def social_card() -> str:
+    """A 1280x640 repository social preview built from the final frame."""
+    t = THEMES["dark"]
+    flow = render("dark", animated=False).split(">", 1)[1].rsplit("</svg>", 1)[0]
+    flow = flow.replace('<rect width="960" height="540" rx="14"', '<rect width="960" height="540" rx="14" opacity="0"', 1)
+    return (
+        '<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1280 640" width="1280" height="640">'
+        f'<rect width="1280" height="640" fill="{t["bg"]}"/>'
+        f'<style>.mono {{ font-family: {FONT}; }} .sans {{ font-family: {SANS}; }} .cover {{ display: none; }}</style>'
+        + text(64, 96, "xprobe", 56, t["text"], cls="sans", weight="700")
+        + text(64, 140, "Why is my CPU, Python, or CUDA process slow? Two commands.", 26, t["muted"], cls="sans")
+        + f'<g transform="translate(232 168) scale(0.86)">{flow}</g>'
+        + "</svg>\n"
+    )
+
+
+def main() -> None:
+    if len(sys.argv) != 2:
+        raise SystemExit("usage: render-readme-art.py <output-directory>")
+    output = pathlib.Path(sys.argv[1])
+    output.mkdir(parents=True, exist_ok=True)
+    for theme in THEMES:
+        (output / f"xprobe-flow-{theme}.svg").write_text(render(theme))
+    (output / "social-preview.svg").write_text(social_card())
+
+
+if __name__ == "__main__":
+    main()
diff --git a/tests/agent-contract/test_contract.py b/tests/agent-contract/test_contract.py
index 7c321dc..93ffcf2 100755
--- a/tests/agent-contract/test_contract.py
+++ b/tests/agent-contract/test_contract.py
@@ -193,6 +193,25 @@ def check_skill(workspace: pathlib.Path, binary: pathlib.Path) -> None:
         assert required in setup, required
 
 
+def check_readme_art(workspace: pathlib.Path) -> None:
+    """README art is generated; committed SVGs must match the renderer."""
+    with tempfile.TemporaryDirectory(prefix="xprobe-art-") as directory:
+        subprocess.run(
+            [sys.executable, "-I", workspace / "scripts/render-readme-art.py", directory],
+            check=True,
+        )
+        rendered = sorted(pathlib.Path(directory).glob("*.svg"))
+        assert rendered
+        for path in rendered:
+            committed = workspace / "docs/assets" / path.name
+            assert committed.read_text() == path.read_text(), (
+                f"{committed} is stale; run scripts/render-readme-art.py docs/assets"
+            )
+    readme = (workspace / "README.md").read_text()
+    for asset in ("docs/assets/xprobe-flow-light.svg", "docs/assets/xprobe-flow-dark.svg"):
+        assert asset in readme, asset
+
+
 def check_schemas(workspace: pathlib.Path) -> None:
     schema_paths = sorted((workspace / "schemas").glob("*.schema.json"))
     assert schema_paths
@@ -287,6 +306,7 @@ def main() -> None:
     check_skill(workspace, binary)
     check_schemas(workspace)
     check_installation_docs(workspace)
+    check_readme_art(workspace)
     documented = check_documented_flags(
         binary, [workspace / "README.md", *sorted((workspace / "docs").glob("*.md"))]
     )

From 3fa1420b4bd6363c339ed1f20f71b36213840d9c Mon Sep 17 00:00:00 2001
From: itdevwu <code@itdevwu.com>
Date: Sat, 14 Nov 2026 15:51:11 +0800
Subject: [PATCH 2/2] =?UTF-8?q?=F0=9F=94=96=20chore:=20prepare=20version?=
 =?UTF-8?q?=200.6.1?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 CMakeLists.txt                                    |  2 +-
 Cargo.lock                                        | 12 ++++++------
 Cargo.toml                                        |  2 +-
 README.md                                         |  2 +-
 docs/agent-integration.md                         |  2 +-
 docs/installation.md                              | 12 ++++++------
 install.sh                                        |  4 ++--
 skills/xprobe-measure-latency/references/setup.md |  6 +++---
 8 files changed, 21 insertions(+), 21 deletions(-)

diff --git a/CMakeLists.txt b/CMakeLists.txt
index e36d596..d68f238 100644
--- a/CMakeLists.txt
+++ b/CMakeLists.txt
@@ -1,6 +1,6 @@
 cmake_minimum_required(VERSION 3.20)
 
-project(xprobe VERSION 0.6.0 LANGUAGES C)
+project(xprobe VERSION 0.6.1 LANGUAGES C)
 
 include(CTest)
 
diff --git a/Cargo.lock b/Cargo.lock
index e90bab7..09041fa 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -732,7 +732,7 @@ dependencies = [
 
 [[package]]
 name = "xprobe-cli"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "clap",
  "serde",
@@ -746,7 +746,7 @@ dependencies = [
 
 [[package]]
 name = "xprobe-collector"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "libbpf-rs",
  "perf-event-open",
@@ -756,7 +756,7 @@ dependencies = [
 
 [[package]]
 name = "xprobe-core"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "cpp_demangle",
  "nix",
@@ -768,7 +768,7 @@ dependencies = [
 
 [[package]]
 name = "xprobe-correlator"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "regex",
  "serde_json",
@@ -777,7 +777,7 @@ dependencies = [
 
 [[package]]
 name = "xprobe-exporter"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "serde_json",
  "xprobe-protocol",
@@ -785,7 +785,7 @@ dependencies = [
 
 [[package]]
 name = "xprobe-protocol"
-version = "0.6.0"
+version = "0.6.1"
 dependencies = [
  "schemars",
  "serde",
diff --git a/Cargo.toml b/Cargo.toml
index 1357027..f9bdb3b 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -10,7 +10,7 @@ members = [
 resolver = "2"
 
 [workspace.package]
-version = "0.6.0"
+version = "0.6.1"
 edition = "2024"
 license = "Apache-2.0"
 repository = "https://github.com/itdevwu/xprobe"
diff --git a/README.md b/README.md
index 13e041b..d9ebd8d 100644
--- a/README.md
+++ b/README.md
@@ -51,7 +51,7 @@ only installation action required from the user:
 
 ```bash
 npx skills@1 add \
-  https://github.com/itdevwu/xprobe/tree/v0.6.0/skills/xprobe-measure-latency \
+  https://github.com/itdevwu/xprobe/tree/v0.6.1/skills/xprobe-measure-latency \
   --global
 ```
 
diff --git a/docs/agent-integration.md b/docs/agent-integration.md
index 36cfa2e..feea27a 100644
--- a/docs/agent-integration.md
+++ b/docs/agent-integration.md
@@ -17,7 +17,7 @@ repairs the matching xprobe CLI itself:
 
 ```bash
 npx skills@1 add \
-  https://github.com/itdevwu/xprobe/tree/v0.6.0/skills/xprobe-measure-latency \
+  https://github.com/itdevwu/xprobe/tree/v0.6.1/skills/xprobe-measure-latency \
   --global
 ```
 
diff --git a/docs/installation.md b/docs/installation.md
index a98ea9c..f1ea2a1 100644
--- a/docs/installation.md
+++ b/docs/installation.md
@@ -13,7 +13,7 @@ user needs to run:
 
 ```bash
 npx skills@1 add \
-  https://github.com/itdevwu/xprobe/tree/v0.6.0/skills/xprobe-measure-latency \
+  https://github.com/itdevwu/xprobe/tree/v0.6.1/skills/xprobe-measure-latency \
   --global
 ```
 
@@ -29,7 +29,7 @@ The versioned bootstrap installs to `~/.local` without root access:
 
 ```bash
 curl --proto '=https' --tlsv1.2 -fsSL \
-  https://raw.githubusercontent.com/itdevwu/xprobe/v0.6.0/install.sh | sh
+  https://raw.githubusercontent.com/itdevwu/xprobe/v0.6.1/install.sh | sh
 ```
 
 The bootstrap downloads the release archive and its SHA256 file, verifies the
@@ -48,7 +48,7 @@ prefix, download the script and pass `--prefix`:
 
 ```bash
 curl --proto '=https' --tlsv1.2 -fsSLO \
-  https://raw.githubusercontent.com/itdevwu/xprobe/v0.6.0/install.sh
+  https://raw.githubusercontent.com/itdevwu/xprobe/v0.6.1/install.sh
 sh install.sh --prefix /opt/xprobe
 ```
 
@@ -60,7 +60,7 @@ script with `sudo`. The installer never elevates privileges itself.
 For a fully explicit archive workflow:
 
 ```bash
-version=0.6.0
+version=0.6.1
 base=https://github.com/itdevwu/xprobe/releases/download/v$version
 archive=xprobe-$version-linux-x86_64.tar.gz
 
@@ -106,7 +106,7 @@ missing or damaged, manually install the complete version-matched directory:
 
 ```bash
 npx skills@1 add \
-  https://github.com/itdevwu/xprobe/tree/v0.6.0/skills/xprobe-measure-latency \
+  https://github.com/itdevwu/xprobe/tree/v0.6.1/skills/xprobe-measure-latency \
   --global
 ```
 
@@ -115,7 +115,7 @@ installation names the target explicitly:
 
 ```bash
 npx --yes skills@1 add \
-  https://github.com/itdevwu/xprobe/tree/v0.6.0/skills/xprobe-measure-latency \
+  https://github.com/itdevwu/xprobe/tree/v0.6.1/skills/xprobe-measure-latency \
   --agent codex --global --copy --yes
 ```
 
diff --git a/install.sh b/install.sh
index d9e8ecb..46eb4ec 100755
--- a/install.sh
+++ b/install.sh
@@ -2,7 +2,7 @@
 set -eu
 
 repository=${XPROBE_REPOSITORY:-itdevwu/xprobe}
-version=${XPROBE_VERSION:-0.6.0}
+version=${XPROBE_VERSION:-0.6.1}
 if [ -n "${XPROBE_PREFIX:-}" ]; then
   prefix=$XPROBE_PREFIX
 elif [ -n "${HOME:-}" ]; then
@@ -19,7 +19,7 @@ Install a released xprobe binary and its CUDA Agents.
 Usage: install.sh [--version VERSION] [--prefix DIR] [--uninstall]
 
 Options:
-  --version VERSION  Release to install (default: 0.6.0)
+  --version VERSION  Release to install (default: 0.6.1)
   --prefix DIR       Installation prefix (default: $HOME/.local)
   --uninstall        Remove xprobe from the selected prefix
   -h, --help         Show this help
diff --git a/skills/xprobe-measure-latency/references/setup.md b/skills/xprobe-measure-latency/references/setup.md
index a2bf8cc..3ec6e54 100644
--- a/skills/xprobe-measure-latency/references/setup.md
+++ b/skills/xprobe-measure-latency/references/setup.md
@@ -11,7 +11,7 @@ absent, reports another version, or fails a required capability:
 ```bash
 command -v xprobe >/dev/null 2>&1 && xprobe --version
 curl --proto '=https' --tlsv1.2 -fsSL \
-  https://raw.githubusercontent.com/itdevwu/xprobe/v0.6.0/install.sh \
+  https://raw.githubusercontent.com/itdevwu/xprobe/v0.6.1/install.sh \
   -o /tmp/xprobe-install.sh
 sh /tmp/xprobe-install.sh
 export PATH="$HOME/.local/bin:$PATH"
@@ -45,7 +45,7 @@ The release archive needs host glibc 2.34 or newer. Otherwise build the
 matching source with the host glibc:
 
 ```bash
-git clone --depth 1 --branch v0.6.0 https://github.com/itdevwu/xprobe.git
+git clone --depth 1 --branch v0.6.1 https://github.com/itdevwu/xprobe.git
 cd xprobe
 mamba env create --file environment.yml
 mamba run -n xprobe-dev just build
@@ -83,6 +83,6 @@ references, examples, and analyzer are part of the contract:
 
 ```bash
 npx skills@1 add \
-  https://github.com/itdevwu/xprobe/tree/v0.6.0/skills/xprobe-measure-latency \
+  https://github.com/itdevwu/xprobe/tree/v0.6.1/skills/xprobe-measure-latency \
   --global
 ```