Post
44
No Cuda - No 4GB of Python Dependencies - Pure Pascal + AVX + OpenCL in a Single Binary
Dr. Joao Paulo Schwarz Schuler PRO
schuler
AI & ML interests
artificial intelligence
Recent Activity
posted an update 3 months ago
**Everyone says Pascal died in the 90s.** Meanwhile, this Free Pascal library runs GPT-style transformers, Mixture-of-Experts, RWKV, xLSTM, spiking neurons, and normalizing flows, natively, with no Python nor CUDA lock-in.
These models have been tested and they run in pure Free Pascal:
* HuggingFaceTB/SmolLM2-1.7B-Instruct
* Qwen/Qwen2.5-{0.5B,1.5B,3B,7B,14B,32B}-Instruct
* Qwen/Qwen3-0.6B
* Qwen/Qwen3-30B-A3B-Thinking-2507
* TinyLlama/TinyLlama-1.1B-Chat-v1.0
* mistralai/Mistral-7B-Instruct-v0.3
* microsoft/Phi-3-mini-4k-instruct
* allenai/OLMoE-1B-7B-0125-Instruct
* state-spaces/mamba-130m-hf
* openai-community/gpt2
https://github.com/joaopauloschuler/neural-api
reacted to ajibawa-2023's post with š 8 months ago
PHP-Code-Large
Dataset: https://huggingface.co/datasets/ajibawa-2023/PHP-Code-Large
PHP-Code-Large is a large-scale corpus of PHP source code comprising more than 12 million lines of PHP code. The dataset is designed to support research in large language model (LLM) pretraining, code intelligence, software engineering automation, and static program analysis for the PHP ecosystem.
By providing a high-volume, language-specific corpus, PHP-Code-Large enables systematic experimentation in PHP-focused model training, domain adaptation, and downstream code understanding tasks.
PHP-Code-Large addresses the need for a dedicated PHP-only dataset at substantial scale, enabling focused research across backend systems, CMS platforms, APIs, and full-stack PHP environments.Organizations
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posted an update 1 day ago
posted an update 3 months ago
Post
125
**Everyone says Pascal died in the 90s.** Meanwhile, this Free Pascal library runs GPT-style transformers, Mixture-of-Experts, RWKV, xLSTM, spiking neurons, and normalizing flows, natively, with no Python nor CUDA lock-in.
These models have been tested and they run in pure Free Pascal:
* HuggingFaceTB/SmolLM2-1.7B-Instruct
* Qwen/Qwen2.5-{0.5B,1.5B,3B,7B,14B,32B}-Instruct
* Qwen/Qwen3-0.6B
* Qwen/Qwen3-30B-A3B-Thinking-2507
* TinyLlama/TinyLlama-1.1B-Chat-v1.0
* mistralai/Mistral-7B-Instruct-v0.3
* microsoft/Phi-3-mini-4k-instruct
* allenai/OLMoE-1B-7B-0125-Instruct
* state-spaces/mamba-130m-hf
* openai-community/gpt2
https://github.com/joaopauloschuler/neural-api
These models have been tested and they run in pure Free Pascal:
* HuggingFaceTB/SmolLM2-1.7B-Instruct
* Qwen/Qwen2.5-{0.5B,1.5B,3B,7B,14B,32B}-Instruct
* Qwen/Qwen3-0.6B
* Qwen/Qwen3-30B-A3B-Thinking-2507
* TinyLlama/TinyLlama-1.1B-Chat-v1.0
* mistralai/Mistral-7B-Instruct-v0.3
* microsoft/Phi-3-mini-4k-instruct
* allenai/OLMoE-1B-7B-0125-Instruct
* state-spaces/mamba-130m-hf
* openai-community/gpt2
https://github.com/joaopauloschuler/neural-api
reacted to ajibawa-2023's post with š 8 months ago
Post
2601
PHP-Code-Large
Dataset: ajibawa-2023/PHP-Code-Large
PHP-Code-Large is a large-scale corpus of PHP source code comprising more than 12 million lines of PHP code. The dataset is designed to support research in large language model (LLM) pretraining, code intelligence, software engineering automation, and static program analysis for the PHP ecosystem.
By providing a high-volume, language-specific corpus, PHP-Code-Large enables systematic experimentation in PHP-focused model training, domain adaptation, and downstream code understanding tasks.
PHP-Code-Large addresses the need for a dedicated PHP-only dataset at substantial scale, enabling focused research across backend systems, CMS platforms, APIs, and full-stack PHP environments.
Dataset: ajibawa-2023/PHP-Code-Large
PHP-Code-Large is a large-scale corpus of PHP source code comprising more than 12 million lines of PHP code. The dataset is designed to support research in large language model (LLM) pretraining, code intelligence, software engineering automation, and static program analysis for the PHP ecosystem.
By providing a high-volume, language-specific corpus, PHP-Code-Large enables systematic experimentation in PHP-focused model training, domain adaptation, and downstream code understanding tasks.
PHP-Code-Large addresses the need for a dedicated PHP-only dataset at substantial scale, enabling focused research across backend systems, CMS platforms, APIs, and full-stack PHP environments.
posted an update 8 months ago
Post
2232
ā” Speaking is faster than typing - BPSA - Powerful Open Source Agentic Coding Tool with Voice Support - a smolagents fork - Interactive REPL CLI Tool - New Voice Support!
āæ Accessibility ā It's a huge benefit for people with mobility issues, dyslexia, or other conditions that make typing difficult.
šļø Hands-free operation ā You can dictate while doing other things, like looking at documents or moving around.
https://github.com/joaopauloschuler/beyond-python-smolagents/
āæ Accessibility ā It's a huge benefit for people with mobility issues, dyslexia, or other conditions that make typing difficult.
šļø Hands-free operation ā You can dictate while doing other things, like looking at documents or moving around.
https://github.com/joaopauloschuler/beyond-python-smolagents/
posted an update 8 months ago
Post
221
ā” Install AI-powered coding assistance in under 1 minute - watch the quick demo to see how easy setup can be.
https://github.com/joaopauloschuler/beyond-python-smolagents
https://github.com/joaopauloschuler/beyond-python-smolagents
posted an update 8 months ago
Post
194
BPSA - a smolagents fork - Powerful Interactive REPL CLI Tool for Agentic Coding
https://github.com/joaopauloschuler/beyond-python-smolagents?tab=readme-ov-file#cli-bpsa
Includes context compression and plenty of file manipulation tools to make efficient context usage.
https://github.com/joaopauloschuler/beyond-python-smolagents?tab=readme-ov-file#cli-bpsa
Includes context compression and plenty of file manipulation tools to make efficient context usage.
replied to their post 8 months ago
I finished coding the first version of bp_cli.py.
replied to their post 8 months ago
I started coding it. It has context compression and plenty other tricks:
https://github.com/joaopauloschuler/beyond-python-smolagents/blob/development6/src/smolagents/bp_cli.py
replied to their post 9 months ago
This is an excellent idea...
posted an update 9 months ago
Post
226
š Excited to share the most starred fork of @huggingface 's smolagents with game-changing additions:
šļø Context compression - LLM-based summarization for long-running tasks
ā” Native Python execution via exec - no restrictions
š Infinite runtime - agents that keep coding/working from a single prompt
š Multi-language support - Pascal, PHP, C++, Java & more
š ļø Developer agent tools - compile, test, debug across languages
š„ Multi-agent collaboration - tackle complex problems together
š Colab integration - use google.colab.ai models
Check it out on GitHub ā
https://github.com/joaopauloschuler/beyond-python-smolagents
šļø Context compression - LLM-based summarization for long-running tasks
ā” Native Python execution via exec - no restrictions
š Infinite runtime - agents that keep coding/working from a single prompt
š Multi-language support - Pascal, PHP, C++, Java & more
š ļø Developer agent tools - compile, test, debug across languages
š„ Multi-agent collaboration - tackle complex problems together
š Colab integration - use google.colab.ai models
Check it out on GitHub ā
https://github.com/joaopauloschuler/beyond-python-smolagents
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