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I built a manufacturing-aware CAD interpretation engine that uses LLMs to query any step model's geometric data, saving $10k/Yr on analysis software. This web-based CAD analysis tool is a workbench for developing bespoke DFM tools for manufacturing services.

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Connor Kapoor

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50,631 görüntüleme • 6 ay önce •via X (Twitter)

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We built the geometric intelligence layer for manufacturing and AI. Blazing fast, critical manufacturing data from just a CAD file. Features: - Quick DFM & feature checks - Rapid thickness, clearance, and draft analysis - Deterministic, configurable rulesets for mfg method - CNC (3ax & 5ax), Casting, Additive, Molding - API and MCP We know it works, the API already powers Digital Metal's Quote engine, cutting the typical lead time for casting quotes from 2 weeks to just 10 seconds. What others are already using it for: - RL generative AI CAD models to produce manufacturable designs - a design Engineering copilot - a pre-sales tool for large orders of parts. - other instant quote mfg businesses. Shipped today. API/MCP integrations available.
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We built the geometric intelligence layer for manufacturing and AI. Blazing fast, critical manufacturing data from just a CAD file. Features: - Quick DFM & feature checks - Rapid thickness, clearance, and draft analysis - Deterministic, configurable rulesets for mfg method - CNC (3ax & 5ax), Casting, Additive, Molding - API and MCP We know it works, the API already powers Digital Metal's Quote engine, cutting the typical lead time for casting quotes from 2 weeks to just 10 seconds. What others are already using it for: - RL generative AI CAD models to produce manufacturable designs - a design Engineering copilot - a pre-sales tool for large orders of parts. - other instant quote mfg businesses. Shipped today. API/MCP integrations available.

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Fire your CAD engineer. Meet Omicli - the AI copilot that turns your ideas into context-aware, production-grade CAD in minutes. Outputs fully parametric files ready for manufacturing, and plugs right into your existing workflow. Software ships in seconds - now hardware can too.
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From text to reality: MIT researchers find new ways to use LLMs to help in design & manufacturing. These models can convert text prompts to CAD, generate manufacturing instructions, and search for optimal designs:
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From text to reality: MIT researchers find new ways to use LLMs to help in design & manufacturing. These models can convert text prompts to CAD, generate manufacturing instructions, and search for optimal designs:

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Flamegraphs are a great way to narrow in on performance issues + broadly to explore program execution. I built a custom viewer for Postgres queries, inspired Jan Nidzwetzki's excellent blog on the subject. Highly recommend analysis tools like this for learning query execution.
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Flamegraphs are a great way to narrow in on performance issues + broadly to explore program execution. I built a custom viewer for Postgres queries, inspired Jan Nidzwetzki's excellent blog on the subject. Highly recommend analysis tools like this for learning query execution.

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I'm exploring running LLMs locally on iPhones and Macs. I’ve got Llama 3.2 running locally using Apple’s MLX and with support for tool calling. This example runs two LLMs: one to identify tools to call based on the query and one to generate responses based on the tools’ outputs.
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I'm exploring running LLMs locally on iPhones and Macs. I’ve got Llama 3.2 running locally using Apple’s MLX and with support for tool calling. This example runs two LLMs: one to identify tools to call based on the query and one to generate responses based on the tools’ outputs.

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I built an interactive tool to map the relationships in CAD modeling software, their underlying geometry kernels, and the companies that own them. try it out at

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PhD Students – Use this FREE tool to analyze data in 10 sec. This tool is used by more than 500,000 researchers. 1. Go to 2. Click on Data Analysis and upload your data file. 3. Write your prompt for data analysis. 4. For example, generate graphs for data analysis. 5. AnswerThis will generate variety of graphs for you. 6. It also generates an insightful data analysis report. You can download the graphs and the report. Try AnswerThis today. It’s FREE. AnswerThis link:

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This is to all the software developers that have reached out to me on how to contribute to manufacturing: Build CAD/CAM/CAE alternatives to the industry benchmarks we have out there (SolidWorks, Fusion360, Siemens NX and many more). This is what helps build our manufacturing might and makes us stronger. I know we have no shortage of talent here. Need some players who can build and are in it for the long haul. Stop chasing those low-hanging, ultra-competitive fruits. I should be able to do this on your software:
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This is to all the software developers that have reached out to me on how to contribute to manufacturing: Build CAD/CAM/CAE alternatives to the industry benchmarks we have out there (SolidWorks, Fusion360, Siemens NX and many more). This is what helps build our manufacturing might and makes us stronger. I know we have no shortage of talent here. Need some players who can build and are in it for the long haul. Stop chasing those low-hanging, ultra-competitive fruits. I should be able to do this on your software:

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Use this FREE tool to analyze data in 10 sec. This tool is used by more than 500,000 researchers. 1. Go to and log in 2. Click on Data Analysis and upload your data file. 3. Write your prompt for data analysis. 4. E.g., generate graphs for exploratory data analysis. 5. Liner will generate a variety of graphs for you. 6. It also generates an insightful data analysis report. ✦ You can edit the report. For example, you can: ✦ Insert citations in the report ✦ Make changes to the text ✦ Add/remove any graphs After making changes, you can download the report. Try Liner today. It’s FREE. Liner link:

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Up to CAD $390M in potential government support for our quantum manufacturing expansion. Hear more from our Founder and CEO Christian Weedbrook.
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This is quite the master class in data analysis by Rahul Kanwal. A real lesson in reading data and simplifying it for the common man. Brilliant interpretation.

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Today, we’re pushing a major update to Edison Analysis, our data analysis agent, which is tuned for scientific research and SOTA across data analysis benchmarks. In contrast to Kosmos, which runs for 6-12 hours and produces tens of thousands of lines of code, Edison Analysis runs for seconds to minutes and is best for specific, well-defined computational tasks. It is available both on our platform under the Analysis tab, and via API, and costs only one credit per run, so it is available to users on both free and paid tiers. Edison Analysis is a modified version of the data analysis agent Kosmos uses in its trajectories. Try it out! One of the most important improvements over our previous data analysis agents has been the addition of a specialized data retrieval tool. Edison Analysis can either use this tool to access data, or can pull data down directly via API. To evaluate this tool, we ranked the most commonly used public data repositories across recent papers from BioRxiv, and created a new benchmark that measures the ability of a language agent system to retrieve raw data from those sources. Edison Analysis gets 71% on this benchmark, and we’ll be working to increase this over time. You can read more about our benchmarks in the our blog post, link below. Some features worth highlighting: 1. Edison Analysis produces a report on the analysis it runs, along with a Jupyter notebook that you can download to reproduce the analysis yourself. Every figure it produces is linked back to the specific lines of code used to produce the figure, to make it easy to reproduce. 2. It works well with both Python and R. 3. One of the best uses for Edison Analysis is to use it to retrieve datasets that you can then analyze with Kosmos. We have a bunch of major improvements to Edison Analysis coming in the next few months that we’re excited to share. In the meantime, congratulations to the team, especially Ludovico Mitchener, Jon Laurent, Conor Igoe , Alex Andonian, and many more.

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This is Text-to-CAD. A new open-source prompt interface for generating CAD files through text prompts. It looks insane 🤯
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This is Text-to-CAD. A new open-source prompt interface for generating CAD files through text prompts. It looks insane 🤯

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Use this FREE tool to analyze data in 10 sec. This tool is used by more than 500,000 researchers. 1. Go to 2. Click on Data Analysis and upload your data file. 3. Write your prompt for data analysis. 4. For example, generate graphs from data. 5. AnswerThis will generate variety of graphs 6. It also generates an insightful data analysis report. You can download the graphs and the report. Try AnswerThis today. It’s FREE.
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Use this FREE tool to analyze data in 10 sec. This tool is used by more than 500,000 researchers. 1. Go to 2. Click on Data Analysis and upload your data file. 3. Write your prompt for data analysis. 4. For example, generate graphs from data. 5. AnswerThis will generate variety of graphs 6. It also generates an insightful data analysis report. You can download the graphs and the report. Try AnswerThis today. It’s FREE.

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This is the market outlook I posted last Sunday in my private group. Was I two-sided on any price action, or was the bias given clearly one-sided? Watch the video on the analysis I gave for NQ, GOLD, CAD Futures & EU, then check your charts to see what happened this week.
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This is the market outlook I posted last Sunday in my private group. Was I two-sided on any price action, or was the bias given clearly one-sided? Watch the video on the analysis I gave for NQ, GOLD, CAD Futures & EU, then check your charts to see what happened this week.

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1/ We are excited to announce SGS-1, a SOTA foundation model for physical engineering design. SGS-1 enables the creation of manufacturable CAD geometry for real engineering workflows. This example shows SGS-1 in Fusion360 CAD software creating a bracket for a roller assembly.
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1/ We are excited to announce SGS-1, a SOTA foundation model for physical engineering design. SGS-1 enables the creation of manufacturable CAD geometry for real engineering workflows. This example shows SGS-1 in Fusion360 CAD software creating a bracket for a roller assembly.

Spectral Labs

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We are putting together a tool called "Skills", which is an open source collection of ultimately millions of manufacturing / engineering resources We're starting with every machine manual / CAD model you can imagine - which you'll be able to view or download for free <3 Open X
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We are putting together a tool called "Skills", which is an open source collection of ultimately millions of manufacturing / engineering resources We're starting with every machine manual / CAD model you can imagine - which you'll be able to view or download for free <3 Open X

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