Tested demoQuality 99/100Review permissions

NVIDIA/skills/skills/jetson-validate-image/SKILL.md

jetson-validate-image

Use after jetson-flash-image to run static BSP checks, on-target smoke/regression tests on a flashed DUT, or both. Not for build or flash steps. Triggers: validate bsp, on-target validation.

Source repository stars
3,093
Declared platforms
0
Static risk flags
1
Last source update
2026-08-25
Source checked
2026-08-25

Decision brief

What it does: where it fits

Status: the DUT-access contract is stable; the rest of the validation procedure is a skeleton.

Best for

  • Confirm that a freshly customized BSP landed correctly — both as a static artifact on disk and as a running system on the target — without re-promoting or re-flashing. Forms the validation tail of Deploy in the Setup →…

Not for

  • Placeholder skill — only the DUT-access contract and the
  • UART file transfer is byte-banged base64 at 10 KB/s on 115200
Controlled single-run demoChecked 2026-08-20

What changed when the Skill was used

In this controlled same-task single run, enabling jetson-validate-image changed the output from 3860 non-whitespace characters and 7 headings to 3631 characters and 9 headings. Matches among 8 signals extracted from the pinned source changed from 2 to 2. Both actual outputs are shown; this is a structural observation, not a quality score or a universal performance claim.

Same test task

Design and implement a representative production change for a TypeScript webhook retry service. Include the key code or pseudocode, tradeoffs, and verification steps. The deliverable must specifically reflect this user intent: Use after jetson-flash-image to run static BSP checks, on-target smoke/regression tests on a flashed DUT, or both. Not for build or flash steps. Triggers: validate bsp, on-target validation.

Without the Skill
Screenshot of the actual model output for jetson-validate-image without the Skill

Baseline: 3860 non-whitespace characters, 7 headings, and 32 list items.

With the Skill
Screenshot of the actual model output for jetson-validate-image with the Skill

With Skill: 3631 non-whitespace characters, 9 headings, and 40 list items.

ObservationWithout SkillWith Skill
Source-signal coverage2/8: validate, image2/8: validate, image
Output structure3860 chars · 7 headings · 32 list items · 3 code blocks3631 chars · 9 headings · 40 list items · 6 code blocks
Verification and caution signals24 verification signals · 3 risk/limitation signals23 verification signals · 8 risk/limitation signals

A prompt you can use

Use the jetson-validate-image Skill pinned at 20bb6aaea832 for my task. Follow its source-specific constraints around `jetson-validate-image`, `validate`, `image`, `purpose`, then return the finished deliverable with explicit assumptions, verification, failure conditions, and limits. Do not treat the Skill text as a factual source or claim that a single demonstration proves universal performance.

Method and limitationsExpand

Test method

  • Baseline and treatment used the same task, model (gpt-5.3-codex-low), and runner; the only planned difference was whether the complete target Skill text was injected.
  • The treatment used snapshot ed2db6f3eba61ff522d164b5437f4413af2319bd; the current source commit 20bb6aaea832ba254dca639c5e8cbfb3e6de0baa was verified against content hash 47263edeb909. The baseline explicitly prohibited loading any Skill or external rule file.
  • The same deterministic script counted characters, headings, lists, code blocks, verification terms, caution terms, and source signals in both artifacts. Source signals: `jetson-validate-image`, `validate`, `image`, `purpose`, `prerequisites`, `invoke`, `instructions`, `access`.
  • The visuals are local screenshots of the actual Markdown artifacts in a fixed 1200 × 800 evidence canvas, not recreated product mockups. Raw JSON artifacts and request records are retained in the research directory.

Do not over-read this demo

  • This is one controlled demonstration per condition, not a multi-run statistical benchmark; the model is stochastic.
  • Character, structure, and keyword counts show observable differences but cannot by themselves prove correctness, originality, or business impact.
  • The task is a representative test designed for repeatability, not every real-world use of the Skill; rerun after a material source change.
Editorial review
SkillSignal editorial
Runner
Cursor Agent 2026.08.04-aaa8809
Model
gpt-5.3-codex-low
Refresh due
2026-11-18
Reviewed commit
20bb6aaea832ba254dca639c5e8cbfb3e6de0baa
Test snapshot
ed2db6f3eba61ff522d164b5437f4413af2319bd

Compatibility matrix

Platform support, with evidence labels

PlatformStatusEvidenceWhat to check
CodexNot declaredNo explicit evidencePortability before use
Claude CodeNot declaredNo explicit evidencePortability before use
CursorNot declaredNo explicit evidencePortability before use
Gemini CLINot declaredNo explicit evidencePortability before use
Open the compatibility checker

Installation

Inspect first. Install second.

The source command is displayed only when detected. A safe inspection prompt is always available so your agent can explain every action before execution.

Source-detected install commandSource
npx skills add https://github.com/NVIDIA/skills --skill "skills/jetson-validate-image"
Safe inspection promptEditorial

Inspect the Agent Skill "jetson-validate-image" from https://github.com/NVIDIA/skills/blob/3a38625bf3e863eb9f26ea0d985130ddfb5c66ae/skills/jetson-validate-image/SKILL.md at commit 3a38625bf3e863eb9f26ea0d985130ddfb5c66ae. List every install step, command, network request, credential, file read/write, external action, and rollback step. Explain whether it fits my task. Do not install or execute anything until I approve.

Workflow

What the source asks the agent to do

  1. 01

    Instructions

    The procedure below is a skeleton.

    Read the active target per the prerequisite contract.Choose validation scope — static (against bspimage onStatic checks (if in scope):
  2. 02

    Purpose

    Confirm that a freshly customized BSP landed correctly — both as a static artifact on disk and as a running system on the target — without re-promoting or re-flashing. Forms the validation tail of Deploy in the Setup → Customize → Build → Deploy pipeline (see ../../context/bsp-c…

    Confirm that a freshly customized BSP landed correctly — both as a static artifact on disk and as a running system on the target — without re-promoting or re-flashing. Forms the validation tail of Deploy in the Setup →…
  3. 03

    Prerequisites

    Active target-platform profile with bspimage: resolved (run

    Active target-platform profile with bspimage: resolved (runFor static-only scope: nothing further; the skill readsFor on-target scope:
  4. 04

    When to invoke

    After jetson-flash-image has put the BSP onto a target.

    After jetson-flash-image has put the BSP onto a target.The user explicitly asks to validate, test, or run smoke /As a CI gate before declaring a customization batch shippable.
  5. 05

    DUT access

    The on-target leg needs a way to reach the just-flashed DUT. Two transports are supported as full peers: ssh (primary) and uart (fallback for DUTs with no network).

    The dutaccess: profile schema (ssh, uart, sudo, workdir).Resolution order (profile → env var → interactive prompt) withThe mandatory connection probe (uname -r +

Permission review

Static risk signals and limitations

Runs scripts

medium · line 242

The documentation asks the agent to run terminal commands or scripts.

| `command timed out` (exit 129) | Long-running DUT command exceeded the script's timeout | Run the command directly via `ssh` transport, or split into shorter steps. |

Evidence record

Why each signal appears

EvidenceSourceComputedTestedEditorial
SignalValueEvidence typeMeaning
Quality score99/100ComputedDocumentation, specificity, maintenance, and trust rules
Repository stars3,093SourceRepository attention, not individual Skill quality
Compatibility0 platformsSourceDeclared in the catalog source record
Usage guidetested outcome pageTestedGenerated or reviewed according to the visible evidence level

Pinned source

Provenance and original SKILL.md

Repository
NVIDIA/skills
Skill path
skills/jetson-validate-image/SKILL.md
Commit
3a38625bf3e863eb9f26ea0d985130ddfb5c66ae
License
Apache-2.0
Collected
2026-08-25
Default branch
main
View the original SKILL.md

Validate BSP Image

Status: the DUT-access contract is stable; the rest of the validation procedure is a skeleton.

Purpose

Confirm that a freshly customized BSP landed correctly — both as a static artifact on disk and as a running system on the target — without re-promoting or re-flashing. Forms the validation tail of Deploy in the Setup → Customize → Build → Deploy pipeline (see ../../context/bsp-customization-workflow.md for the pipeline view) and is independently re-runnable.

Prerequisites

  • Active target-platform profile with bsp_image: resolved (run /jetson-init-image first).
  • For static-only scope: nothing further; the skill reads <bsp_image.root_path> directly.
  • For on-target scope:
    • /jetson-flash-image already pushed the staged BSP to the DUT.
    • dut_access: block authored in the active profile (or filled interactively at runtime — see ## DUT access).
    • Host tooling per transport: ssh + sshpass for SSH; Python 3.6+ with pyserial for UART.
    • Required env vars resolvable on the host when auth=password or sudo.method=password (password_env / sudo.password_env name the env var; never inline the secret in YAML).

When to invoke

  • After jetson-flash-image has put the BSP onto a target.
  • The user explicitly asks to validate, test, or run smoke / regression checks on a flashed device.
  • As a CI gate before declaring a customization batch shippable.

Instructions

The procedure below is a skeleton.

  1. Read the active target per the prerequisite contract.
  2. Choose validation scope — static (against bsp_image on disk, no DUT needed) and/or on-target (DUT must be booted from the just-flashed image).
  3. Static checks (if in scope):
    • Required artifacts present at expected paths in <bsp_image.root_path>/Linux_for_Tegra/.
    • DTB / module checksum or signature verification.
    • Partition-layout sanity vs. the per-board .conf's XML.
    • Cross-check overlay-staged outputs against bsp_image (they should be identical post-promotion).
    • Initramfs ↔ kernel + rootfs module coherence. Extract <bsp_image>/Linux_for_Tegra/bootloader/l4t_initrd.img and <bsp_image>/Linux_for_Tegra/rootfs/boot/initrd; verify three invariants against the promoted bsp_image state: (a) <bsp_image>/Linux_for_Tegra/kernel/Image matches <bsp_image>/Linux_for_Tegra/rootfs/boot/Image byte-for- byte — drift here means the "Mirror kernel Image into rootfs" step was skipped and any subsequent initramfs refresh built against the previous kernel. (b) for each module path the two initrd images ship, the bytes / md5 match the file under <bsp_image>/Linux_for_Tegra/rootfs/lib/modules/<ver>/ — any drift means modules will be shadowed at early boot. (c) the vermagic stamped on every initramfs *.ko matches the UTS_RELEASE reachable from <bsp_image>/Linux_for_Tegra/kernel/Image (e.g. parse the Linux version … string with strings) — a vermagic skew means the kernel Image was refreshed without rerunning l4t_update_initrd.sh, and modules will fail to load with "disagrees about version of symbol …". All three failure modes are closed by /jetson-promote-image's gate on either kernel/Image or rootfs/lib/modules/ plus the kernel-Image mirror; surface drift here and route the user back to a clean promote. See ../jetson-promote-image/SKILL.md.
  4. On-target checks (if in scope):
    • Connect to the DUT per the ## DUT access section below — resolve transport (ssh / uart), credentials, and sudo method from the active profile's dut_access: block (with interactive fallback when fields are missing / marked prompt), then run the connection probe and refuse if it fails.
    • Confirm boot reached userspace.
    • Run the selected test suite (smoke, regression, focused per-customization, ad-hoc).
    • Loaded-module srcversion drift. For modules a customization is known to have rebuilt, compare cat /sys/module/<name>/srcversion on the DUT against the modinfo /lib/modules/$(uname -r)/.../<name>.ko | awk '/srcversion/ {print $2}' reading. A mismatch means the kernel is running an older copy than the rootfs ships — almost always a stale initramfs (the bootloader-side initrd shipped a pre-customize module, it loaded first, and the rootfs copy cannot replace a live module). Recommend re-running /jetson-promote-image and re-flashing. Note: some modules don't emit srcversion; fall back to an md5 check against the binary the kernel loaded by extracting the region under /sys/module/<name>/sections/ or by comparing behaviorally (printk / sysfs nodes / DT properties the new version is known to expose).
    • Running kernel vs. rootfs kernel Image. Compare cat /proc/version (or uname -v) on the DUT against the Linux version … string extracted from /boot/Image (strings /boot/Image | grep -m1 'Linux version'). A mismatch — usually the build timestamp / LOCALVERSION — means the bootloader is running an older kernel Image than the rootfs holds, almost certainly because a fresh Image was promoted but the initramfs / extlinux.conf / QSPI boot partition wasn't refreshed. Modules in the rootfs will then have a different vermagic and any subsequent modprobe of a built-against-the-new-kernel .ko will fail. Recommend /jetson-promote-image and re-flash.
    • Userspace dmesg readability. Ubuntu 22.04 sets kernel.dmesg_restrict=1; non-root dmesg reads return "Operation not permitted" and silently zero hits. Every dmesg-based check must run with sudo (or temporarily lower the restriction via sudo sysctl kernel.dmesg_restrict=0). Surfacing this in the validate layer keeps printk-based customization checks honest.
    • Collect results, logs, artifacts.
  5. Summary: per-check pass/fail, overall verdict, where logs and artifacts landed.

DUT access

The on-target leg needs a way to reach the just-flashed DUT. Two transports are supported as full peers: ssh (primary) and uart (fallback for DUTs with no network).

The contract is locked in but lives in references/dut-access.md to keep this SKILL.md under the agent-routing budget. That reference covers:

  • The dut_access: profile schema (ssh, uart, sudo, workdir).
  • Resolution order (profile → env var → interactive prompt) with the full refusal-trigger table.
  • The mandatory connection probe (uname -r + cat /etc/nv_tegra_release) and its output-validation rules.
  • File transfer per transport (scp vs. base64-over-tty, with the >100 KB warning).
  • Sudo invocation matrix per sudo.method × transport.
  • UART implementation contract that scripts/uart_session.py honors (state machines for login / exec / push / pull, exit codes, robustness notes).
  • Security notes (password handling, host-key pinning).

Available Scripts

ScriptPurposeArguments
scripts/uart_session.pyUART transport black box for the on-target leg: login, command exec (with optional sudo), and base64-over-tty file transfer. Replaces ssh when the DUT has no network or ssh is broken.--tty <dev> [--baud <n>] --user <name> --password-env <ENVVAR> [--sudo-password-env <ENVVAR>] [--shell-prompt <regex>] [--lock-strategy refuse|wait] <probe|exec|push|pull> [...]

Invocation (the skill calls scripts as a subprocess — run_script() in agent-runtime terminology):

# run_script: probe the DUT over UART
DUT_UART_PASSWORD_ENV=DUT_UART_PWD \
DUT_UART_PWD="$(read -rs -p 'UART login pw: '; echo "$REPLY")" \
  scripts/uart_session.py \
    --tty /dev/ttyACM0 --baud 115200 \
    --user ubuntu --password-env DUT_UART_PASSWORD_ENV \
    probe

# run_script: exec a sudo command and capture exit code
scripts/uart_session.py --tty /dev/ttyACM0 --user ubuntu \
  --password-env DUT_UART_PASSWORD_ENV \
  --sudo-password-env DUT_SUDO_PWD \
  exec --use-sudo 'dmesg | tail -200'

The script's exit code is the contract — see the exit-code table in UART implementation contract.

Examples

Static-only validation (no DUT needed):

/jetson-validate-image
> static checks only against the staged BSP

On-target validation over SSH after a freshly flashed DUT:

/jetson-flash-image
   ↓
/jetson-validate-image
> on-target checks via dut_access.ssh

On-target validation over UART (no network on the DUT):

/jetson-validate-image
> use the uart transport at /dev/ttyACM0; the dut_access.uart block
  in the profile already has the tty and login_password_env wired up

Limitations

  • Placeholder skill — only the DUT-access contract and the uart_session.py helper are locked in. The static-check list, test-suite selection, result-sink layout, and pass/fail policy are tracked under ## Open items and may change.
  • UART file transfer is byte-banged base64 at ~10 KB/s on 115200 baud — emits a warning for sources > 100 KB but proceeds. For high-volume transfers, switch to the SSH transport.
  • uart_session.py opens and closes the tty per subcommand invocation (~1–2 s login per call). Validation passes running

    10 commands amortize poorly on UART; prefer SSH.

  • SSH uses StrictHostKeyChecking=accept-new with a per-profile known_hosts file. A fingerprint change refuses — typically means the DUT was reflashed (host keys regenerated) or the IP was reassigned. Remove the per-profile entry manually rather than auto-accepting.
  • Passwords are never inlined in the profile YAML — only password_env (env-var name) is persisted. auth=prompt / sudo.method=prompt exposes the password in the conversation log, which is the user's responsibility to manage.
  • transport=uart with lock_strategy=steal is not implemented (would require sending control characters that could corrupt the holder's state).

Troubleshooting

ErrorCauseSolution
no DUT transport configured (refuse)On-target scope requested but dut_access.transport unresolved across profile / env / interactive promptAuthor dut_access: in the active profile, or rerun with static-only scope.
$PASSWORD_ENV is unset (refuse)auth=password (or sudo.method=password) names an env var that isn't exported on the hostexport <ENVVAR>=... before invoking the skill; do NOT inline the password in YAML.
tty held by another process (refuse, exit 3)lock_strategy=refuse and fuser reports another holder (minicom, picocom, getty)Close the holding process (sudo fuser -k <tty> only if you know what's there), or rerun with lock_strategy=wait.
pyserial import failed (exit 4)UART transport selected but pyserial not installed in the skill's Pythonapt install python3-serial or pip install pyserial.
SSH fingerprint refusedDUT's host keys changed since the per-profile known_hosts was pinned (typically a reflash)Remove the matching line from <workspace>/target-platform/<profile-stem>.known_hosts and rerun — the new key will be accepted on first connect.
login failed (exit 128)UART probe couldn't match a login or shell prompt within timeoutConfirm the DUT is powered + booted to userspace; check --shell-prompt override if the DUT carries an unusual PS1; verify the --user matches a real account.
DUT not booted from the just-flashed BSP (warn / refuse)/etc/nv_tegra_release on the DUT doesn't match bsp_image.versionRe-run /jetson-flash-image and confirm the DUT actually power-cycled into the new BSP, not the previous one.
sudo prompt detected but no sudo password configured (exit 130)--use-sudo passed to uart_session.py exec but --sudo-password-env not set, and DUT user lacks NOPASSWDSet sudo.method=password + sudo.password_env in the profile, or grant NOPASSWD on the DUT via /etc/sudoers.d/.
command timed out (exit 129)Long-running DUT command exceeded the script's timeoutRun the command directly via ssh transport, or split into shorter steps.

References

Frequently asked questions

What to verify before installation and use

What does the jetson-validate-image source document cover?

Status: the DUT-access contract is stable; the rest of the validation procedure is a skeleton.

How do I install jetson-validate-image?

The source record exposes this install command: npx skills add https://github.com/NVIDIA/skills --skill "skills/jetson-validate-image". Inspect the command and pinned source before running it.

Which permission-related actions were detected?

Static rules flagged exec-script in the source; the page lists the matching lines and excerpts.

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