Official NVIDIA-authored guidance for NVIDIA cuDF GPU DataFrames, pandas acceleration, dask-cuDF, ETL, joins, groupby, CSV/Parquet I/O, nullable semantics, and multi-GPU DataFrame workloads.
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Use to flash a promoted BSP image to a Jetson DUT in RCM mode via flash.sh or l4t_initrd_flash.sh. Do NOT use for BSP customization, image promotion, or carrier derivation.
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Push a promoted bsp_image to a Jetson DUT by running the NVIDIA flashing toolchain (flash.sh or l4t_initrd_flash.sh) from the in-tree Linux_for_Tegra/. The DUT must be in RCM (recovery) mode at flash time. This is the flash leg of the BSP overlay deploy chain (/jetson-promote-image → /jetson-flash-image); see the BSP overlay workflow at ../../context/bsp-customization-workflow.md.
Design principle. Four invariants govern this skill; each is fully explained in the Instructions step that owns it.
<board>, <boot-dev>, flow tool, per-board .conf, boardctl) are resolved from the active profile or the in-tree BSP.DTB_FILE, BPFDTB_FILE, partition XML, BCTs, DRAM training) are resolved inside flash.sh / l4t_initrd_flash.sh at flash time from board_sku / board_FAB read off the DUT's EEPROM.Out of scope: BSP customization (use the /jetson-customize-* skills), promoting the overlay tracker into bsp_image (use /jetson-promote-image), and producing a custom carrier's flash conf (use /jetson-derive-carrier).
../../context/target-platform-contract.md with a populated bsp_image: block. Refuse and route to /jetson-init-image if missing.<bsp_image.root_path>/Linux_for_Tegra/ exists on the host and has been through apply_binaries.sh (route to /jetson-init-image otherwise)..conf resolvable via the active-block precedence rule (custom_carrier.flash_config → reference_devkit.flash_config). Refuse and route to /jetson-derive-carrier or /jetson-init-image if absent./jetson-promote-image has already run (or a standalone re-flash with no promotion changes since the last flash).boardctl or by manual recovery + reset buttons./jetson-promote-image has updated bsp_image to carry the desired customizations.bsp_imageResolve the active profile per
../../context/target-platform-contract.md.
Refuse if bsp_image: is missing or <bsp_image.root_path>/Linux_for_Tegra/
does not exist (route the user to /jetson-init-image).
Pick the per-board .conf using the active-block precedence rule
from
target-platform-contract.md:
custom_carrier.flash_config when present, else
reference_devkit.flash_config. Verify the chosen file exists under
<bsp_image.root_path>/Linux_for_Tegra/. Refuse if absent — route
the user at /jetson-derive-carrier (custom carrier) or
/jetson-promote-image / /jetson-init-image (reference devkit).
Bind <board> as the basename of the resolved .conf minus the
.conf suffix (e.g. jetson-agx-thor-devkit.conf →
<board>=jetson-agx-thor-devkit). the "Invoke the flash" step's command shape consumes
this binding directly.
No dispatch preview at this stage. Artifact resolution (DTB_FILE,
BPFDTB_FILE, partition XML, MB1 BCTs, DRAM training tables) happens
inside flash.sh / l4t_initrd_flash.sh during image generation,
using board_sku and board_FAB read from the DUT's EEPROM in
recovery mode — not values typed in from the profile. The profile
is an authoring-time prediction; the DUT EEPROM is authoritative
at flash time. The "Preflight checks" step's EEPROM cross-check reads EEPROM and refuses the flash on profile
/ EEPROM mismatch, so passing preflight is what guarantees the
flash-time dispatch will pick the artifacts the profile expects.
For static analyses outside the flash flow that need predicted
artifact paths (KB generation, customize-* skills locating files
to edit), see the standalone snippet in
per-board conf dispatch
— that snippet is valid for BSP-side resolution but not as a
flash-time preview.
<boot-dev> and flash flow<boot-dev> is resolved deliberately, never assumed. Source order:
internal, external, nvme0n1p1, mmcblk0p1,
etc., depending on chip family and conf variant).Pick the flow tool from the matrix below:
| Chip family | Default boot media | Tool |
|---|---|---|
| T234 / Orin | eMMC / SD | flash.sh |
| T234 / Orin | NVMe / USB | l4t_initrd_flash.sh |
| T264 / Thor | NVMe / UFS | l4t_initrd_flash.sh |
Massflash and --flash-only re-runs use the same tool selection but
add their respective flags.
Drive the device into recovery via the in-tree boardctl (preferred)
or by manually pressing the recovery button followed by the reset button.
The full procedure — where to find boardctl under Linux_for_Tegra/,
how to enumerate -t targets and pick one (recommend topo), the
exact recovery verb to use, and the manual fallback — lives in
references/recovery-mode-boardctl.md.
Bind the resolved binary path as <boardctl> for the remainder of
this skill. Never substitute a $PATH boardctl, never invent a
target name not present in <boardctl> -h. The "Preflight checks" step's DUT-recovery verification covers — for
both paths — that the DUT actually landed in RCM mode.
Performing the following preflight checks in the specified order, and never skip each check. Host-side checks run first (fail early before asking the user to flip recovery), then DUT-side checks once the user has put the device in RCM mode. EEPROM-dependent checks come after RCM detection, since the recovery channel is what makes the read possible.
5.1 bsp_image readiness (host-side).
<bsp_image.root_path>/Linux_for_Tegra/<flash_config>.kernel/dtb/, bootloader/,
bootloader/generic/BCT/, rootfs/.apply_binaries.sh has been run — check for
rootfs/etc/nv_tegra_release and the chip's nvidia-l4t-bsp-*
marker package files.DTB_FILE / BPFDTB_FILE / BCT filenames
are intentionally not checked here — those are picked from
EEPROM at flash time (see the "Resolve the flash conf path" step).Image mirror invariant. When both
<LFT_DST>/kernel/Image and <LFT_DST>/rootfs/boot/Image exist,
they must be byte-identical (cmp -s); drift means
/jetson-promote-image's Mirror step
was skipped — route back. Initramfs presence.
l4t_initrd_flash.sh requires <LFT_DST>/bootloader/l4t_initrd.img
and <LFT_DST>/rootfs/boot/initrd; absent → route to
/jetson-init-image. (Freshness vs.
rootfs/lib/modules/<ver>/ is not checked here — owned by
/jetson-promote-image's
Refresh initramfs step.)5.2 DUT in RCM mode.
Verifies the outcome of the "Put the DUT into recovery mode" step (either the user-selected
<boardctl> -t <target> invocation or the manual fallback).
lsusb -d 0955: must report at least one device matching the
active chip family's recovery VID:PID pair:
| Chip family | Recovery VID:PID |
|---|---|
| T23x / Orin | 0955:7X23 (X is any hex digit — module variant) |
| T26x / Thor | 0955:7026 |
For T23x, match on the trailing 23 (e.g. lsusb -d 0955: | grep -E ' 0955:7.23 '); a literal 0955:7023 check will miss valid T23x variants.
Absent → if the "Put the DUT into recovery mode" step used boardctl, surface its output and
refuse; if the "Put the DUT into recovery mode" step used the manual path, re-prompt the user to
confirm the jumper / button and power-cycle.
This is the gate for everything downstream. flash.sh's
image-generation phase reads EEPROM over the same recovery
channel; a device that's not in RCM here will fail there too.
5.3 EEPROM cross-check vs. active profile.
Read board_sku and board_FAB (and any additional dispatch inputs
the active chip family uses) from the DUT's EEPROM in recovery mode
using sudo ./nvautoflash.sh --print_boardid from
<bsp_image.root_path>/Linux_for_Tegra/. The full reference —
sample output, label-to-dispatch-input mapping, empty-value
semantics, and the EEPROM-vs-profile reconciliation table — lives in
references/eeprom-cross-check.md.
Refusal trigger is a real non-empty disagreement, never a missing value. Empty EEPROM values are valid and not a refusal trigger. The cross-check is the primary defense against the wrong-target / wrong-SKU class of failures whenever both sides supply enough information to disagree.
5.4 Default user staging (host-side, interactive).
A freshly applied bsp_image has no Linux user pre-staged. Detect via
<bsp_image.root_path>/Linux_for_Tegra/rootfs/home/ and
rootfs/etc/passwd UID ≥ 1000. If none, issue one AskUserQuestion
with four click-to-select options: ubuntu / ubuntu, nvidia / nvidia,
custom (sub-prompt for username + password), or skip (OEM wizard
on first boot). Non-skip picks run
l4t_create_default_user.sh --autologin --accept-license. Full
invocation + rationale in
references/default-user-staging.md.
Record the resolution so the "Confirm resolution" step can display it. This step is not a refusal gate — it is a user-interaction point.
Print the resolved plan and require explicit acceptance. The format is the resolution, not the shell command — the user is approving what will flash, not the string that will be executed:
Target: <reference_devkit.name> [+ custom_carrier.name]
Profile: target-platform/<active>.yaml
bsp_image: <bsp_image.root_path>/Linux_for_Tegra (version <X>)
Flash conf: <flash_config> (path verified in the "Resolve the flash conf path" step)
DUT EEPROM → board_sku=<value-or-(empty)> board_FAB=<value-or-(empty)>
Profile → module.sku=<value-or-(any)> module.revision=<value-or-(any)>
(reconciled per the "Preflight checks" step's EEPROM cross-check)
Boot device: <boot-dev>
Flow tool: flash.sh | l4t_initrd_flash.sh
boardctl: <bsp_image.root_path>/Linux_for_Tegra/tools/board_automation/boardctl
(or the path the "Put the DUT into recovery mode" step resolved)
RCM entry: <boardctl> -t <user-selected target> recovery | manual recovery + reset buttons
Post-flash: <boardctl> -t <user-selected target> reset (T26x / Thor)
not required — flash tool resets internally (T23x / Orin)
Default user: <username> (autologin)
| already staged in rootfs (kept)
| none — OEM config wizard on first boot
Artifact paths (DTB_FILE, BPFDTB_FILE, partition XML, BCTs) are
not shown — they are resolved by flash.sh from EEPROM at flash
time, not by this skill. The "Preflight checks" step's EEPROM cross-check is what
guarantees those flash-time picks will line up with what the profile
expects.
This is the user-acceptance gate. Refuse to fall back to a raw "paste this command" workflow — that path is how stale doc snippets, wrong dashes, and prompt-character paste artifacts make it into production flashes.
Construct the command from the resolved variables — never accept a verbatim command from the user, the docs, or memory:
cd <bsp_image.root_path>/Linux_for_Tegra
sudo ./<flow-tool> [<resolved flags>] <board> <boot-dev>
Abort and surface the failed step on the first non-zero exit. Do not auto-retry on transient USB errors.
T26x platforms do not auto-reboot from the freshly flashed image
when flash.sh / l4t_initrd_flash.sh returns. Run, using the
<boardctl> resolved in the "Put the DUT into recovery mode" step and the same target the user
selected for RCM entry:
<boardctl> -t <user-selected target> reset
T23x / Orin issues the reset internally; skip this step on Orin. If the "Put the DUT into recovery mode" step used the manual path, prompt the user to remove the force-recovery jumper / button and power-cycle by hand. Gate this step on chip family resolved from the active profile.
Report: command line(s) used (flash + post-flash reset if it ran), exit code, log location (if teed). Persist the resolved plan and outcome where validation can re-read it.
DTB_FILE, BPFDTB_FILE, partition XML, BCTs, DRAM training are picked from EEPROM (board_sku / board_FAB) by flash.sh / l4t_initrd_flash.sh; this skill validates only host-side scaffolding.<boardctl> -t <target> reset (or manual power-cycle) required. T23x resets internally.--flash-only uses the same tool selection + respective flags; massflash topology setup is out of scope here.| Error | Cause | Solution |
|---|---|---|
lsusb -d 0955: reports nothing matching 0955:7X23 (T23x) or 0955:7026 (T26x) | DUT did not enter RCM mode — boardctl recovery failed or the manual recovery + reset sequence didn't take. | If boardctl was used, surface its output and re-prompt; manual path, re-confirm the recovery jumper / button and power-cycle. Re-run the "DUT in RCM mode" preflight. |
Preflight EEPROM cross-check refuses with board_sku / board_FAB mismatch vs. profile | EEPROM holds a real non-empty value that disagrees with module.sku / module.revision in the active profile. | Fix the profile (/jetson-set-target or /jetson-init-target) to match the DUT's actual EEPROM. Do not override EEPROM from the profile — EEPROM is authoritative. |
| Preflight refuses with "per-board conf not found" | Active profile points at a flash_config that does not exist under <bsp_image.root_path>/Linux_for_Tegra/. | For custom carriers: run /jetson-derive-carrier to produce the conf. For reference devkits: re-run /jetson-promote-image / /jetson-init-image to repopulate the BSP image. |
Preflight refuses because rootfs/etc/nv_tegra_release is missing | apply_binaries.sh has not been run against <bsp_image.root_path>/Linux_for_Tegra/. | Re-run /jetson-init-image (which invokes apply_binaries.sh) or run apply_binaries.sh manually from Linux_for_Tegra/. |
boardctl -t <target> recovery errors out or has no effect | Wrong boardctl (a $PATH binary instead of the in-tree one) or a target name not enumerated by <boardctl> -h. | Use the in-tree <bsp_image.root_path>/Linux_for_Tegra/tools/board_automation/boardctl; pick the target from <boardctl> -h. Fall back to manual recovery + reset buttons if needed. |
| Flash succeeds on T26x but the DUT stays in recovery / does not boot the new image | T26x does not auto-reset out of recovery after flash.sh / l4t_initrd_flash.sh returns. | Run <boardctl> -t <target> reset (same target used for RCM entry), or for the manual path remove the force-recovery jumper / button and power-cycle. T23x / Orin needs no extra step. |
| First boot lands on Ubuntu's OEM configuration wizard despite expecting autologin | No default user was staged into rootfs before flashing. | Either re-flash after staging via l4t_create_default_user.sh --autologin --accept-license (see the default-user-staging step), or complete the OEM wizard on the DUT this once. |
flash.sh exits non-zero on an artifact-not-found error (DTB / BPFDTB / partition XML) | EEPROM-driven dispatch resolved a filename that doesn't exist in bsp_image — usually /jetson-promote-image didn't copy the customized artifact, or the EEPROM SKU is unsupported by the BSP. | Re-run /jetson-promote-image. If the SKU is unsupported, the DUT needs a different BSP version. |
kernel/Image ↔ rootfs/boot/Image drift, missing bootloader/l4t_initrd.img / rootfs/boot/initrd, or modprobe "disagrees about version of symbol …" on the DUT | /jetson-promote-image's mirror / refresh steps were skipped, or bsp_image was hand-edited outside Deploy. | Re-run /jetson-promote-image and re-flash. If initramfs files are entirely absent, run /jetson-init-image first. See promote-image's kernel-image-and-initramfs reference for the manual escape hatch. |
references/recovery-mode-boardctl.md — locate the in-tree boardctl, enumerate targets, invoke recovery / reset, manual fallback (the "Put the DUT into recovery mode" step / the "Post-flash reset" step details).references/eeprom-cross-check.md — nvautoflash.sh --print_boardid sample, label-to-dispatch-input map, EEPROM-vs-profile reconciliation table (used by the "Preflight checks" step).references/default-user-staging.md — l4t_create_default_user.sh invocation + flag rationale (used by the "Preflight checks" step).../../context/target-platform-contract.md — target-platform contract.../../context/bsp-customization-workflow.md — Workspace edit protocol (this skill is the flash leg of Deploy).<board>, DTB, and BCT resolution from the active profile.../jetson-promote-image/SKILL.md — prior leg; copies overlay → bsp_image.../jetson-derive-carrier/SKILL.md — produces the custom carrier's flash conf consumed by the "Resolve the flash conf path" step.아직 리뷰가 없습니다. 사용해 본 소감을 남겨 주세요.
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Official NVIDIA-authored guidance for NVIDIA cuDF GPU DataFrames, pandas acceleration, dask-cuDF, ETL, joins, groupby, CSV/Parquet I/O, nullable semantics, and multi-GPU DataFrame workloads.
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Customize NVIDIA Nemotron Voice Agent's Generic Pipecat example for healthcare appointment, five-field patient intake, or custom tool-calling workflows without a separate backend.
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Calibrate a new dataset from live RTSP camera streams via the AutoMagicCalib REST API. Use when the user provides RTSP URLs or asks to calibrate live cameras; VIOS records clips, AMC ingests them, then runs calibration.
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Run end-to-end calibration on the shipped sample dataset (sdg_08_2_sample_data_010926.zip) against a running AMC microservice. Use when user says 'test sample dataset', 'run sample calibration', 'verify AMC install', or 'launch and test'.
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Calibrates pre-recorded `cam_*.mp4` datasets through the AutoMagicCalib REST API. Use for user-supplied local MP4s; route live RTSP streams to `amc-run-rtsp-calibration`.
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Launch AutoMagicCalib microservice and web UI from NGC release images via Docker Compose. Use when user says 'deploy auto calibration', 'launch auto calibration', 'launch AMC', 'start MS+UI', or 'set up auto-magic-calib'. Requires NGC API key.
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