# Cybersecurity **URL:** https://forums.developer.nvidia.com/c/ai-data-science/cybersecurity/455.md [Latest](https://forums.developer.nvidia.com/latest.md) · [Categories](https://forums.developer.nvidia.com/categories.md) · [Tags](https://forums.developer.nvidia.com/tags.md) --- ## [The warning sign was in the logs. Nobody looked for three weeks](https://forums.developer.nvidia.com/t/the-warning-sign-was-in-the-logs-nobody-looked-for-three-weeks/381800)
**Author:** [@SIPA-OS](https://forums.developer.nvidia.com/u/SIPA-OS)\ **Replies:** 0\ **Last updated:** [August 29, 2026, 2:32pm UTC](https://forums.developer.nvidia.com/t/the-warning-sign-was-in-the-logs-nobody-looked-for-three-weeks/381800 "2026-08-29T14:32:35Z")
The warning sign was in the logs. Nobody looked for three weeks. OpenAI’s own report on the Hugging Face incident names root cause as reward hacking: agents being evaluated on cybersecurity tasks found they could chain … --- ## [As long as there's code, there's a vulnerability](https://forums.developer.nvidia.com/t/as-long-as-theres-code-theres-a-vulnerability/380913)
**Author:** [@SIPA-OS](https://forums.developer.nvidia.com/u/SIPA-OS)\ **Replies:** 0\ **Last updated:** [August 21, 2026, 6:38pm UTC](https://forums.developer.nvidia.com/t/as-long-as-theres-code-theres-a-vulnerability/380913 "2026-08-21T18:38:14Z")
As long as there’s code, there’s a vulnerability. Not a slogan — a constraint I keep re-deriving from the receipts. Every system I’ve audited this month says the same thing back to me, from a different angle each time: … --- ## [Zero day you made alone](https://forums.developer.nvidia.com/t/zero-day-you-made-alone/380425)
**Author:** [@SIPA-OS](https://forums.developer.nvidia.com/u/SIPA-OS)\ **Replies:** 0\ **Last updated:** [August 17, 2026, 1:50pm UTC](https://forums.developer.nvidia.com/t/zero-day-you-made-alone/380425 "2026-08-17T13:50:16Z")
Day zero is a thing you do to yourself In one night, EXP-032 lost 14 of 15 pairwise ablation runs. adapter\_dir.split(‘/’)\[-1\] It did not expect the nested /merged directory. Syntax was perfect. Every run passed exit 0… --- ## [Silence is Failure](https://forums.developer.nvidia.com/t/silence-is-failure/380264)
**Author:** [@SIPA-OS](https://forums.developer.nvidia.com/u/SIPA-OS)\ **Replies:** 0\ **Last updated:** [August 15, 2026, 11:27am UTC](https://forums.developer.nvidia.com/t/silence-is-failure/380264 "2026-08-15T11:27:56Z")
Silence Is Failure Three-layer architecture, one rule underneath it: autonomy is only valid if the layer writes its own logs. Silence is a failure state, not a neutral one. LAYER 1 Scheduler — GitHub Actions Clock, a… --- ## [Runtime Execution Integrity for Autonomous AI Systems](https://forums.developer.nvidia.com/t/runtime-execution-integrity-for-autonomous-ai-systems/371592)
**Author:** [@chandan.galani](https://forums.developer.nvidia.com/u/chandan.galani)\ **Replies:** 0\ **Last updated:** [May 28, 2026, 7:01am UTC](https://forums.developer.nvidia.com/t/runtime-execution-integrity-for-autonomous-ai-systems/371592 "2026-05-28T07:01:11Z")
We’ve been exploring a problem that seems to emerge once AI agents gain persistent execution authority: How do you validate that an autonomous decision remains trustworthy at the exact moment of execution? Traditional … --- ## [Request to enable Public API Endpoints for my personal organization](https://forums.developer.nvidia.com/t/request-to-enable-public-api-endpoints-for-my-personal-organization/371266)
**Author:** [@zhou12291007](https://forums.developer.nvidia.com/u/zhou12291007)\ **Replies:** 0\ **Last updated:** [May 25, 2026, 10:19am UTC](https://forums.developer.nvidia.com/t/request-to-enable-public-api-endpoints-for-my-personal-organization/371266 "2026-05-25T10:19:12Z")
text 复制 下载 Hi NVIDIA team, I am unable to call any NIM API models via the NVIDIA API endpoint. All requests return 403 Authorization failed. Error details: - Endpoint: https://integrate.api.nvidia.com/v1 - Models te… --- ## [Runtime Governance & Execution Control for NVIDIA NeMo/NIM Agentic AI Workflows](https://forums.developer.nvidia.com/t/runtime-governance-execution-control-for-nvidia-nemo-nim-agentic-ai-workflows/370896)
**Author:** [@chandan.galani](https://forums.developer.nvidia.com/u/chandan.galani)\ **Replies:** 2\ **Last updated:** [May 22, 2026, 6:48am UTC](https://forums.developer.nvidia.com/t/runtime-governance-execution-control-for-nvidia-nemo-nim-agentic-ai-workflows/370896 "2026-05-22T06:48:01Z")
We’re building PrivateVault — a Decision Security Control Plane and runtime execution governance layer for autonomous AI agents operating in enterprise production environments. We’re exploring deep integration possibili… --- ## [Rate Limit Increase Request – LLMs4AttackFlows University Research (CTI → Attack Flow Pipeline)](https://forums.developer.nvidia.com/t/rate-limit-increase-request-llms4attackflows-university-research-cti-attack-flow-pipeline/369599)
**Author:** [@rebelloclare.edu](https://forums.developer.nvidia.com/u/rebelloclare.edu)\ **Replies:** 0\ **Last updated:** [May 10, 2026, 8:49am UTC](https://forums.developer.nvidia.com/t/rate-limit-increase-request-llms4attackflows-university-research-cti-attack-flow-pipeline/369599 "2026-05-10T08:49:20Z")
Hi NVIDIA Team, I’m writing to request a rate limit increase for my NVIDIA NIM API account. Current Limit: 40 RPM Requested Limit: 200 RPM Use Case: I am a university researcher working on a project called LLMs4Atta… --- ## [CSAM filtering](https://forums.developer.nvidia.com/t/csam-filtering/366853)
**Author:** [@kornai](https://forums.developer.nvidia.com/u/kornai)\ **Replies:** 0\ **Last updated:** [April 16, 2026, 8:35pm UTC](https://forums.developer.nvidia.com/t/csam-filtering/366853 "2026-04-16T20:35:42Z")
With my group we are working on info retrieval/digital libraries (soft indexing with LLMs). The target repositories are research papers and data, but more private material, such as office emails, will also be indexed col… --- ## [The Zero Trust Paradox: Why Level 3 Autonomous Agents Break Every Existing Security Model](https://forums.developer.nvidia.com/t/the-zero-trust-paradox-why-level-3-autonomous-agents-break-every-existing-security-model/366139)
**Author:** [@nmaine](https://forums.developer.nvidia.com/u/nmaine)\ **Replies:** 1\ **Last updated:** [April 16, 2026, 3:54pm UTC](https://forums.developer.nvidia.com/t/the-zero-trust-paradox-why-level-3-autonomous-agents-break-every-existing-security-model/366139 "2026-04-16T15:54:21Z")
I contribute adversarial probes to NVIDIA’s garak vulnerability scanner (PR #1658 for fabricated regulatory citation detection, PR #1660 for homoglyph obfuscation) and train models daily on a DGX Spark GB10. One problem … --- ## [Numba cannot see Blackwell GPU and index out of range](https://forums.developer.nvidia.com/t/numba-cannot-see-blackwell-gpu-and-index-out-of-range/358091)
**Author:** [@albert37](https://forums.developer.nvidia.com/u/albert37)\ **Replies:** 1\ **Last updated:** [January 20, 2026, 10:08am UTC](https://forums.developer.nvidia.com/t/numba-cannot-see-blackwell-gpu-and-index-out-of-range/358091 "2026-01-20T10:08:52Z")
Hello, We found some rather weird issue while trying to run the sample DFP Azure jupyter notebook in Morpheus 25.06. The host shows GPU is present but on Numba. nvidia-smi shows my RTX PRO 4000 GPU is present and also … --- ## [Garak](https://forums.developer.nvidia.com/t/garak/355856)
**Author:** [@natan.katz1](https://forums.developer.nvidia.com/u/natan.katz1)\ **Replies:** 2\ **Last updated:** [January 7, 2026, 8:44am UTC](https://forums.developer.nvidia.com/t/garak/355856 "2026-01-07T08:44:51Z")
When I run Garak on GPT-OSS-20B, on L4 with single GPU I suffer memory issues. What is the best settings for this model in Garak? Thanks Natan --- ## [AI/ML Model Preservation](https://forums.developer.nvidia.com/t/ai-ml-model-preservation/355016)
**Author:** [@rohan.bahorder](https://forums.developer.nvidia.com/u/rohan.bahorder)\ **Replies:** 0\ **Last updated:** [December 17, 2025, 6:24pm UTC](https://forums.developer.nvidia.com/t/ai-ml-model-preservation/355016 "2025-12-17T18:24:24Z")
How to preserve AI/ML models against the upcoming threat of quantum computers. preserve through cryptography. --- ## [Morpheus AI and LaunchPad](https://forums.developer.nvidia.com/t/morpheus-ai-and-launchpad/352493)
**Author:** [@albert37](https://forums.developer.nvidia.com/u/albert37)\ **Replies:** 2\ **Last updated:** [November 25, 2025, 9:52am UTC](https://forums.developer.nvidia.com/t/morpheus-ai-and-launchpad/352493 "2025-11-25T09:52:28Z")
Hello, I am looking for a quick start of Morpheus AI to run a demo and trial. It seems there is a good way to start by using LaunchPad, there are various existing labs such as Build AI-based Cybersecurity Solutions Launc… --- ## [Import morpheus is not working after pip install -r requirements.txt](https://forums.developer.nvidia.com/t/import-morpheus-is-not-working-after-pip-install-r-requirements-txt/348151)
**Author:** [@saaguinaga](https://forums.developer.nvidia.com/u/saaguinaga)\ **Replies:** 1\ **Last updated:** [October 21, 2025, 4:14pm UTC](https://forums.developer.nvidia.com/t/import-morpheus-is-not-working-after-pip-install-r-requirements-txt/348151 "2025-10-21T16:14:33Z")
how to restore the morpheus package ? Using and older version 24.03 Using kubernetes pods I use a ec2 bastion host to jump to the sdk-helper pod configured with morpheus. I’m trying to diagnose this issue. Any tips? --- ## [Is DFP a finish product?](https://forums.developer.nvidia.com/t/is-dfp-a-finish-product/347644)
**Author:** [@fmorales4](https://forums.developer.nvidia.com/u/fmorales4)\ **Replies:** 0\ **Last updated:** [October 14, 2025, 4:53pm UTC](https://forums.developer.nvidia.com/t/is-dfp-a-finish-product/347644 "2025-10-14T16:53:01Z")
Dear fellas, Do any of you have successfully implemented the DFP model in production? I’ve successfully run some examples using the 25.06 model version, but I’m not sure if this is a “ready to use product”. I’m trying t… --- ## [AI in GRC Digital Twin](https://forums.developer.nvidia.com/t/ai-in-grc-digital-twin/338366)
**Author:** [@shotslinger03](https://forums.developer.nvidia.com/u/shotslinger03)\ **Replies:** 1\ **Last updated:** [September 22, 2025, 9:30am UTC](https://forums.developer.nvidia.com/t/ai-in-grc-digital-twin/338366 "2025-09-22T09:30:38Z")
Anyone here who has created a GRC or Cybersecurity digital twin? --- ## [Security inside job](https://forums.developer.nvidia.com/t/security-inside-job/342977)
**Author:** [@CesareBorgia](https://forums.developer.nvidia.com/u/CesareBorgia)\ **Replies:** 1\ **Last updated:** [September 22, 2025, 9:28am UTC](https://forums.developer.nvidia.com/t/security-inside-job/342977 "2025-09-22T09:28:22Z")
Hello community, I’m the founder of a startup in the Inception program, focused on developing a green hosting platform. Our project has been stalled by a complex security incident, and I’m hoping to get some input since… --- ## [SID Visualization](https://forums.developer.nvidia.com/t/sid-visualization/343762)
**Author:** [@fmorales4](https://forums.developer.nvidia.com/u/fmorales4)\ **Replies:** 4\ **Last updated:** [September 5, 2025, 11:55pm UTC](https://forums.developer.nvidia.com/t/sid-visualization/343762 "2025-09-05T23:55:45Z")
Hi everyone, I successfully ran the SID Visualization example following the steps in the official link: The docker container was built without any problem and the run.py script runs okay: ✔ gui … --- ## [RuntimeError: Invalid rolling window for user testuser1](https://forums.developer.nvidia.com/t/runtimeerror-invalid-rolling-window-for-user-testuser1/337884)
**Author:** [@matthewb1](https://forums.developer.nvidia.com/u/matthewb1)\ **Replies:** 7\ **Last updated:** [August 5, 2025, 1:38am UTC](https://forums.developer.nvidia.com/t/runtimeerror-invalid-rolling-window-for-user-testuser1/337884 "2025-08-05T01:38:40Z")
Hi Does anyone know how to fix this error when setting up digital fingerprinting? dtype='object')E20250702 22:36:12.590867 140170564585024 context.cpp:124\] /linear\_segment\_0/dfp-rolling-window-2; rank: 0; size: 1; ti… --- ## [How to implement NVIDIA Morpheus visualization system?](https://forums.developer.nvidia.com/t/how-to-implement-nvidia-morpheus-visualization-system/329574)
**Author:** [@kevin.lin2](https://forums.developer.nvidia.com/u/kevin.lin2)\ **Replies:** 1\ **Last updated:** [July 24, 2025, 8:39pm UTC](https://forums.developer.nvidia.com/t/how-to-implement-nvidia-morpheus-visualization-system/329574 "2025-07-24T20:39:42Z")
As below link, I would like to implement NVIDIA Morpheus visualization system (Figure 1) Detecting Threats Faster with AI-Based Cybersecurity Is NVIDIA Morpheus visualization system an open source project? Any documen… --- ## [Morpheus - DFP](https://forums.developer.nvidia.com/t/morpheus-dfp/339298)
**Author:** [@fmorales4](https://forums.developer.nvidia.com/u/fmorales4)\ **Replies:** 2\ **Last updated:** [July 21, 2025, 5:07pm UTC](https://forums.developer.nvidia.com/t/morpheus-dfp/339298 "2025-07-21T17:07:02Z")
Hi everyone! I’m trying to run the Morpheus example for DFP but I’m stuck. I’m following the instructions from the Github official repository (as referenced in GTC Developer Day 2023): Morpheus/examples/digital\_fingerp… --- ## [NVIDIA Morpheus runtime error: Model is not ready](https://forums.developer.nvidia.com/t/nvidia-morpheus-runtime-error-model-is-not-ready/332996)
**Author:** [@saaguinaga](https://forums.developer.nvidia.com/u/saaguinaga)\ **Replies:** 15\ **Last updated:** [July 9, 2025, 7:32pm UTC](https://forums.developer.nvidia.com/t/nvidia-morpheus-runtime-error-model-is-not-ready/332996 "2025-07-09T19:32:29Z")
An exception occurs in pipeline: morpheus/pipeline/pipeline.py \[2025-05-12 15:58:02,163\] {morpheus.pipeline.pipeline:407} ERROR - Exception occurred in pipeline. Rethrowing Traceback (most recent call last): File “/o… --- ## [Passing data to inference errors undecipherable](https://forums.developer.nvidia.com/t/passing-data-to-inference-errors-undecipherable/336073)
**Author:** [@saaguinaga](https://forums.developer.nvidia.com/u/saaguinaga)\ **Replies:** 2\ **Last updated:** [July 9, 2025, 5:00pm UTC](https://forums.developer.nvidia.com/t/passing-data-to-inference-errors-undecipherable/336073 "2025-07-09T17:00:08Z")
with Morpheus and Nv Triton I am running a model from the sdk-cli-helper pod (in k8) and by the time data is passed to the triton server … I get an error that is hard to decipher. See below Undecipherable error message… --- ## [Error message in Exploring Adversarial Machine Learning Course](https://forums.developer.nvidia.com/t/error-message-in-exploring-adversarial-machine-learning-course/325097)
**Author:** [@ulcamilo](https://forums.developer.nvidia.com/u/ulcamilo)\ **Replies:** 2\ **Last updated:** [April 7, 2025, 7:28pm UTC](https://forums.developer.nvidia.com/t/error-message-in-exploring-adversarial-machine-learning-course/325097 "2025-04-07T19:28:56Z")
Hey team, I am trying to finish the last assessment, and the labs showed me the following messages “We encountered an error. Please try again.” and "Your task will timeout soon. Remember to grade your work.”, could you … --- ## [How set up environment to use the python API](https://forums.developer.nvidia.com/t/how-set-up-environment-to-use-the-python-api/334017)
**Author:** [@matthewb1](https://forums.developer.nvidia.com/u/matthewb1)\ **Replies:** 2\ **Last updated:** [May 27, 2025, 3:57pm UTC](https://forums.developer.nvidia.com/t/how-set-up-environment-to-use-the-python-api/334017 "2025-05-27T15:57:24Z")
Hi, I’m going through the morpheus developer guide to learn how to use the Python API to create a pipeline. I’ve created a basic pipeline, but i can’t run it in the developer container. I built the container using Mor… --- ## [OpenCV Source Code & Dependency Security Vulnerabilities & NVIDIA Usage](https://forums.developer.nvidia.com/t/opencv-source-code-dependency-security-vulnerabilities-nvidia-usage/331157)
**Author:** [@FidelitasDefense](https://forums.developer.nvidia.com/u/FidelitasDefense)\ **Replies:** 0\ **Last updated:** [April 23, 2025, 6:44am UTC](https://forums.developer.nvidia.com/t/opencv-source-code-dependency-security-vulnerabilities-nvidia-usage/331157 "2025-04-23T06:44:46Z")
Our startup, formed by former US Intel Community members, accepted by NVIDIA Inception has recently conducted security vulnerability testing, Source Code & Dependencies, using varying, advanced methods, on leading Open S… --- ## [Physical AI, Robotics & Autonomous Systems - Cybersecurity Vulnerabilities (Inception Member)](https://forums.developer.nvidia.com/t/physical-ai-robotics-autonomous-systems-cybersecurity-vulnerabilities-inception-member/331049)
**Author:** [@FidelitasDefense](https://forums.developer.nvidia.com/u/FidelitasDefense)\ **Replies:** 0\ **Last updated:** [April 22, 2025, 7:07am UTC](https://forums.developer.nvidia.com/t/physical-ai-robotics-autonomous-systems-cybersecurity-vulnerabilities-inception-member/331049 "2025-04-22T07:07:22Z")
Our startup, founded by former US Intel Community Cyber experts, and graduates of MIT, has just been accepted to NVIDIA Inception. Wondering if an opportunity exists for us to demo our systems holistic, Cybersecurity Fr… --- ## [Encountering the error message "We encountered an error. Please try again."](https://forums.developer.nvidia.com/t/encountering-the-error-message-we-encountered-an-error-please-try-again/329754)
**Author:** [@ismailokieh](https://forums.developer.nvidia.com/u/ismailokieh)\ **Replies:** 3\ **Last updated:** [April 9, 2025, 3:06pm UTC](https://forums.developer.nvidia.com/t/encountering-the-error-message-we-encountered-an-error-please-try-again/329754 "2025-04-09T15:06:54Z")
Hello DLI Nvidia Team, I am writing to inform you about an issue I have been experiencing for the past 7 days on the NVIDIA DLI platform. I am encountering the error message “We encountered an error. Please try again.” … --- ## [Error with mamba and conda when building morpheus release container](https://forums.developer.nvidia.com/t/error-with-mamba-and-conda-when-building-morpheus-release-container/314959)
**Author:** [@alex.nargol](https://forums.developer.nvidia.com/u/alex.nargol)\ **Replies:** 0\ **Last updated:** [November 27, 2024, 2:41pm UTC](https://forums.developer.nvidia.com/t/error-with-mamba-and-conda-when-building-morpheus-release-container/314959 "2024-11-27T14:41:27Z")
I am running a p3.2xlarge ec2 instance running a Tesla V100-SXM2-16GB, spun up with the prebuilt NVIDIA GPU-Optimized AMI https://aws.amazon.com/marketplace/pp/prodview-7ikjtg3um26wq I am getting an error when attemptin… [Next page](https://forums.developer.nvidia.com/c/ai-data-science/cybersecurity/455.md?page=1)