Build with Inserloft.
A starting point for developers building with Inserloft’s public work — models, datasets, benchmarks, research artifacts and open-source projects.
public developer surface
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documentation inserloft.dev
models public
datasets public
research public
source public
playground available
artifacts available
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Public work
01 — PUBLISHEDParrot Coder
Open code model for fast Python completion and code generation.
DATASETPyMini
Compact synthetic Python instruction data for small language models.
DATASET / RESEARCHPyMAX
Large-scale synthetic Python data created for model training and fine-tuning.
BENCHMARKRockman
An evaluation benchmark for measuring coding-model performance across structured tasks.
RESEARCH ARTIFACTSProteus Structures
Public structural artifacts from Inserloft Research and Project Proteus.
SOURCEGitHub
Public repositories, tools, benchmarks and open-source work.
Research → build
02 — OPEN WORKStart building
03 — EXAMPLEfrom transformers import AutoTokenizer, AutoModelForCausalLM model_id = "InserloftResearch/Parrot-Coder" tokenizer = AutoTokenizer.from_pretrained(model_id) model = AutoModelForCausalLM.from_pretrained(model_id) prompt = "def fibonacci(n):" inputs = tokenizer(prompt, return_tensors="pt") outputs = model.generate(**inputs, max_new_tokens=50) print(tokenizer.decode(outputs[0], skip_special_tokens=True))
There is no public inserloft Python package to install. Use the public artifacts directly, then open the documentation for model-specific usage, evaluation and implementation details.
Developer surface
04 — CURRENTDon’t just use the work. Build on it.
Make a tool. Run an experiment. Build a visualization. Fine-tune a public model. Create something we didn’t think of.
Publish it openly, and share it with the Inserloft community.
Start anywhere.
Use a public model, dataset, benchmark or artifact as your starting point.
Make it yours.
Put the project in the open, document what you changed, and show what you made.
Send it back.
Share the project with Inserloft so it can become part of the wider developer ecosystem.