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Inspiration“Context is king in the world of AI.”Across research, publications, and industry discussions, one theme consistently stands out — AI without context lacks true intelligence. To unlock the full potential of Industrial AI, we must ground AI solutions in process context.VisionIntroduce Process-Aware Knowledge Graphs (PAKGs) that integrate process understanding directly into the Cognite Data Fusion (CDF) ecosystem. By capturing and structuring the interconnections, interdependencies, and material flows from Process Flow Diagrams (PFDs), we enable context-driven intelligence for Agentic AI solutions built on Atlas AI and CDF.Core Capabilities System Model Extraction Automatically extract process metadata from P&IDs and PFDs (PDF/Image formats). This removes the dependency on CAD files, which are often unavailable or inconsistent. Process-Aware Knowledge Graph Generation Translate the extracted system model into a Knowledge Graph enriched with process semantics. Represent equipment, process streams, and control loops as nodes and relationships, creating a foundation for process discovery, reasoning, and autonomous insights. Value Proposition Enables Agentic AI systems to reason over process context. Accelerates ROI realization from Cognite solutions by improving AI explainability, traceability, and domain relevance. Lays the groundwork for next-generation Industrial AI applications — from automated root cause analysis to process optimization. AskI propose enhancing CDF to support this capability natively, creating a bridge between engineering documentation and context-aware AI models.
The 3D view in Industrial Canvas is unusable with default settings, as the render quality is too low and the point size is too large. We need the ability to set a global default setting for the viewer that is usable with our 3D data across the CDF platform. Example from Industrial Canvas-!--scriptorstartfragment-->
Atlas AI – agent building and chatbot notesThe GoodAble to switch between list and tile view as well as Search. Having a Description is helpful. Nice that there are sample questions. Loading feedback. Ability to stop generation. Legal disclaimer near prompt area. Nice that it shows reasoning steps. Like the suggestions with Show More Bot background color is fine. Reasonable area to write a prompt. Great to be able to view the details using the info icon of what each agent is good at before switching to it.Could be improvedPriority 1Starting a new chat is “risky” because there is no history, copy or chat download/export functionality. Part of the point is to aggregate information for analysis later, sharing or collaboration Chat history/multiple threads Need a way to set expectations up front so that when a new chat is started, we can orient users as to what can and cannot be done. Description helps but gets cut off. Sample questions as defaults are not injected but auto triggered. This can be an issue since the prompt is most likely not exactly what they want. Need some sort of prompt library so that users will be presented with prompts that have been vetted, and we are sure will produce relevant answers and get them quickly started. So not just examples but starter prompts. When it suggests follow ups, it would be great if these may be clicked and injected into the prompt area (but not auto submitted). Priority 2I would expect the naming for Atlas Agents to be in Industrial Tools and Agent Library to be in the Atlas AI. Ability to choose to share threads Edit icon should maybe use a plus. I know Copilot uses that but it’s still odd. Not sure what to do about location action and listing. What does this mean or how does it affect bot? Needs link to terms or docs. No file attachment. Users will probably want need this to override on a case by case basis. Publish / Unpublish flow is a bit awkward when prompt engineering between multiple people. Prompt area should be fixed to a certain height (perhaps one half the viewport) and scroll or be resizable. The use of a full takeover modal with a close button is odd when starting a chat. Switching to a new chat when moving between agents without a chat history is somewhat dangerous since users will lose all their work. It’s good that we can switch between agents while in a thread. However, I would expect that when I am in the agent library, clicking on another agent starts a new thread with that agent. Returning to the original agent would show my previous conversation with the agent. Cannot generate tables easily. Although I did manage to do so one time. I easily miss My Agents and Published tab. This causes a starter problem. Would like to add multiple tools at a time and not need to add them one by one.Possible bugsSeemed to lose past chats bubbles after a certain amount of conversation. Reloading shows them. Need to verify. Ran into an issue when switching between an agent within a thread created a new chat.
Hello,We have several files in data explorer.We use jsonc (doc : JSONC | JSONC Specification) to extend json with comments beside classic json.Unfortunately, preview is not available for this json-ish.Could it be possible to extend previsualisation for jsonc file ? It will be very usefull !Please find attached 2 screens showing current and expected behavior. Regards,Pierre Rambourg
To ensure data quality we want to run a filtering algorithm on certain timeseries that are prone to faulty spikes. Typically we want to replace a datapoint that is more than rollig.avg +/-3rolling std.dev with interpolated values. as part of this, it would also be useful to track the changes on the actual datapoints. Is there a functionality in CDF for this? Ideally, there could be some metadata attached to the datapoint, describing e.g. the original value, when it was changes, etc.
We need Cognite to provide a PowerBi conenctor that is not just a batch import to PowerBi but rather a LIVE POWERBI connection of data that provides instant updates do dashboards in near real time. This is CRITICAL request from CELANESE
If would be very valuable to be able to create a Charts with timeseries AND calculations via the API. This is relevant when you want to create a large number of charts with calculations, like monitoring all instances of an equipment type, or creating a Charts on-the-fly based on an situation that is detected.Today you can build up a URL where you specify the timeseries and the time range, and when you open the URL you can create a new Charts or add the timeseries to an existing Charts. But I do not see any way of adding a calculation via the API.Also, I cannot find a way of fully create the Charts via the API (I have to open the URL and the select new or add to existing). This prevents us from automatically adding it to a Canvas (Canvas can be fully created via the API)
Hi,I would really like dark mode for all pages in CDF. I saw someone using a browser extension called Dark Reader and CDF looked really really good. I think it would be great to have a toggle in the user settings which defaults to OS but can be hard switched between light and dark modes. Here is an example of how Chrome does it:
The customer (BBraun - @gary.goh@bbraun.com / @mansoor.ahmed@bbraun.com) has requested the ability to stream MP4 files on Data Explorer. Currently, when searching for the file the file is retrieved and on the Preview only a thumbnail is shown. But customer would like to stream the video with Playback.
The customer (BBraun - @gary.goh@bbraun.com) has requested the ability of opening Activities that are residing on Cognite Maintain in CDF Industrial Canvas. The customers’ requirement is to select an Activity and then by clicking the ‘Open in Canvas’ they want to pull that Activity into the Canvases on CDF. It was mentioned that clicking on ‘Open in Canvas’ did not pull Annotations or Activities into the Canvases on CDF.
The user should be able to alter a persisten calculation (calculation and scheduling parameters)The user should be able to see the parameters for scheduling & calculation etc on the persistent calculation
The customer (BBraun - @gary.goh@bbraun.com / @mansoor.ahmed@bbraun.com) has requested the ability to support adding MP4 files into Industrial Canvas. Currently, MP4 files are not a supported format to be adding onto Canvases.
When you want to upload a file into Industrial Canvas, the UI offers a drop down list of all readable datasets, when it should list only the datasets in which the user can write to. It is very frustrating for a user to select one of the hundreds datasets that they can read from, but when it comes to save it fails, since they do not have write access. The same applies to the Charts Calculated TimeSeries. In the other hand, Jupyter Notebook only shows datasets which the user can write to, so it should be used as a good example
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