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@@ -25,9 +25,9 @@ Built off of our FELA architecture, FEVER ships both as a model and as a bundled
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  | Product | Description | Use Case / Benefit | Key Advantage |
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  |---------|-------------|-------------------|----------------|
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- | **[FEVER Base](https://huggingface.co/lowdown-labs/FEVER-base)** | General purpose FEVER embedding and retrieval model. | Index photos, supports text -> image and image -> image retrieval. | Probably the only model that can index billions of photos in reasonable time. |
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- | **[FEVER Geo](https://huggingface.co/lowdown-labs/FEVER-geo)** | Geospatially tuned FEVER embedding and retrieval model. | Rapid indexing and search of geospatial satellite images. | Works best with low resolution satellite imagery. |
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- | **[FEVER MRI](https://huggingface.co/lowdown-labs/FEVER-mri)** | MRI reconstructive model. | Reconstruct the same MRI with 6x fewer samples. | Can operate on the machine control box with no network crossing server processing. |
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  If you are comparing against the usual cross modal retrieval stack, this is our answer to it, and we built it to win on quality per watt and performance. It really _rips_.
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@@ -37,21 +37,21 @@ We had so much success with the FELA methodology that we are proud to demonstrat
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  | Product | Description | Use Case / Benefit | Key Advantage |
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  |---------|-------------|-------------------|----------------|
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- | **[FELA PDE](https://huggingface.co/lowdown-labs/FELA-pde)** | Solves partial differential equations locally. | Eliminates waiting for thermal simulations on big workstations or cloud compute. | Within 5% accuracy, completely local. |
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- | **[FELA PDM](https://huggingface.co/lowdown-labs/FELA-pdm)** | High performance compute predictive maintenance model. | Enables turbines to predict when they will fail. | On device processing, no external dependency. |
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- | **[FELA Grid](https://huggingface.co/lowdown-labs/FELA-power-grid)** | Solar panel management and optimization model. | Forecasts weather and adjusts panel operations dynamically. | Can operate in the field with no network required. |
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- | **[FELA Moderation](https://huggingface.co/lowdown-labs/FELA-moderator)** | Speedy first pass or entirely on client content moderation. | Prevents toxic content from ever being saved to servers. | High speed, client side prevention. |
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- | **[FELA Edge](https://huggingface.co/lowdown-labs/FELA-timeseries)** | High efficiency time series forecasting model. | Forecasts grid usage for PUDs (Public Utility Districts) or Power Buyers. | HFT for power buyers? Saves money and electricity - efficiency! |
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- | **[FELA Genomics](https://huggingface.co/lowdown-labs/FELA-genomics)** | Specialized genomics modeling tool. | Labels promoters without requiring cloud infrastructure or expensive GPUs. | Outperforms HyenaDNA on 4 out of 6 standard tasks. |
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- | **[FELA Chem Suite](https://huggingface.co/lowdown-labs/FELA-chemistry)** | High speed chemical informatics tool suite. | Scores chemical reactions and determines one step retro precursors in seconds. | Exceptional speed on complex chemical tasks. |
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- | **[FELA Retriever](https://huggingface.co/lowdown-labs/FELA-video)** | FELA for video search. | Find the moment an action occurs in a video. | 2 minutes, 2 hours - FELA can solve for huge contexts. |
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- | **[FELA Tab](https://huggingface.co/lowdown-labs/FELA-tab)** | FELA version of TabPFN. | Self classifying, regressing data - the AutoML holy grail. | Error bars, more interpretable than opaque box deep solutions. |
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  Using our high efficiency model, we can enable scientists to move faster and waste less, bringing about a cleaner future with cleaner tech.
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  (If you have a custom computing concern, chances are, we can find **a way** to get FELA to make it computable. Contact our enterprise sales for more details.)
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- ## [FELA LLM](https://huggingface.co/lowdown-labs/FELA-autocomplete)
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  **Fourier Encoder with Linear Attention**
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  | Product | Description | Use Case / Benefit | Key Advantage |
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  |---------|-------------|-------------------|----------------|
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+ | **[FEVER Base](https://huggingface.co/lowdown-labs/fever-base)** | General purpose FEVER embedding and retrieval model. | Index photos, supports text -> image and image -> image retrieval. | Probably the only model that can index billions of photos in reasonable time. |
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+ | **[FEVER Geo](https://huggingface.co/lowdown-labs/fever-geo)** | Geospatially tuned FEVER embedding and retrieval model. | Rapid indexing and search of geospatial satellite images. | Works best with low resolution satellite imagery. |
30
+ | **[FEVER MRI](https://huggingface.co/lowdown-labs/fever-mri)** | MRI reconstructive model. | Reconstruct the same MRI with 6x fewer samples. | Can operate on the machine control box with no network crossing server processing. |
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  If you are comparing against the usual cross modal retrieval stack, this is our answer to it, and we built it to win on quality per watt and performance. It really _rips_.
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  | Product | Description | Use Case / Benefit | Key Advantage |
39
  |---------|-------------|-------------------|----------------|
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+ | **[FELA PDE](https://huggingface.co/lowdown-labs/fela-pde)** | Solves partial differential equations locally. | Eliminates waiting for thermal simulations on big workstations or cloud compute. | Within 5% accuracy, completely local. |
41
+ | **[FELA PDM](https://huggingface.co/lowdown-labs/fela-pdm)** | High performance compute predictive maintenance model. | Enables turbines to predict when they will fail. | On device processing, no external dependency. |
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+ | **[FELA Grid](https://huggingface.co/lowdown-labs/fela-power-grid)** | Solar panel management and optimization model. | Forecasts weather and adjusts panel operations dynamically. | Can operate in the field with no network required. |
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+ | **[FELA Moderation](https://huggingface.co/lowdown-labs/fela-moderator)** | Speedy first pass or entirely on client content moderation. | Prevents toxic content from ever being saved to servers. | High speed, client side prevention. |
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+ | **[FELA Edge](https://huggingface.co/lowdown-labs/fela-timeseries)** | High efficiency time series forecasting model. | Forecasts grid usage for PUDs (Public Utility Districts) or Power Buyers. | HFT for power buyers? Saves money and electricity - efficiency! |
45
+ | **[FELA Genomics](https://huggingface.co/lowdown-labs/fela-genomics)** | Specialized genomics modeling tool. | Labels promoters without requiring cloud infrastructure or expensive GPUs. | Outperforms HyenaDNA on 4 out of 6 standard tasks. |
46
+ | **[FELA Chem Suite](https://huggingface.co/lowdown-labs/fela-chemistry)** | High speed chemical informatics tool suite. | Scores chemical reactions and determines one step retro precursors in seconds. | Exceptional speed on complex chemical tasks. |
47
+ | **[FELA Retriever](https://huggingface.co/lowdown-labs/fela-video)** | FELA for video search. | Find the moment an action occurs in a video. | 2 minutes, 2 hours - FELA can solve for huge contexts. |
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+ | **[FELA Tab](https://huggingface.co/lowdown-labs/fela-tab)** | FELA version of TabPFN. | Self classifying, regressing data - the AutoML holy grail. | Error bars, more interpretable than opaque box deep solutions. |
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  Using our high efficiency model, we can enable scientists to move faster and waste less, bringing about a cleaner future with cleaner tech.
51
 
52
  (If you have a custom computing concern, chances are, we can find **a way** to get FELA to make it computable. Contact our enterprise sales for more details.)
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+ ## [FELA LLM](https://huggingface.co/lowdown-labs/fela-autocomplete)
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  **Fourier Encoder with Linear Attention**
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