ApolloRaines / Llama-3.1-8B-Instruct_Deep-Analyst

huggingface.co
Total runs: 118
24-hour runs: -106
7-day runs: -215
30-day runs: -350
Model's Last Updated: September 19 2026
text-generation

Introduction of Llama-3.1-8B-Instruct_Deep-Analyst

Model Details of Llama-3.1-8B-Instruct_Deep-Analyst

Llama-3.1-8B-Instruct_Deep-Analyst

A jBlaze representation-engineered variant of Llama-3.1-8B-Instruct .

What is this?

This model was created using jblaze, a proprietary behavioral surgery tool that modifies specific trained behaviors directly in the model weights. No fine-tuning or additional training was performed.

Description

Deeper analytical reasoning with more structured, thorough analysis. The model explores topics in greater depth, considers multiple angles, and provides more substantive responses.

Technical Details
  • Architecture: LlamaForCausalLM (32 layers, 8.0B parameters)
  • Precision: bf16
  • Tool: jBlaze by Apollo Raines
Usage
from transformers import AutoModelForCausalLM, AutoTokenizer

model = AutoModelForCausalLM.from_pretrained(
 "ApolloRaines/Llama-3.1-8B-Instruct_Deep-Analyst",
 device_map="auto", torch_dtype="auto")
tokenizer = AutoTokenizer.from_pretrained(
 "ApolloRaines/Llama-3.1-8B-Instruct_Deep-Analyst")

messages = [{"role": "user", "content": "Your prompt here"}]
text = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
inputs = tokenizer(text, return_tensors="pt").to(model.device)
outputs = model.generate(**inputs, max_new_tokens=512)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[1]:], skip_special_tokens=True))
License

Llama 3.1 Community License (same as base model)

Runs of ApolloRaines Llama-3.1-8B-Instruct_Deep-Analyst on huggingface.co

118
Total runs
-106
24-hour runs
-113
3-day runs
-215
7-day runs
-350
30-day runs

More Information About Llama-3.1-8B-Instruct_Deep-Analyst huggingface.co Model

More Llama-3.1-8B-Instruct_Deep-Analyst license Visit here:

https://choosealicense.com/licenses/llama3.1

Llama-3.1-8B-Instruct_Deep-Analyst huggingface.co

Llama-3.1-8B-Instruct_Deep-Analyst huggingface.co is an AI model on huggingface.co that provides Llama-3.1-8B-Instruct_Deep-Analyst's model effect (), which can be used instantly with this ApolloRaines Llama-3.1-8B-Instruct_Deep-Analyst model. huggingface.co supports a free trial of the Llama-3.1-8B-Instruct_Deep-Analyst model, and also provides paid use of the Llama-3.1-8B-Instruct_Deep-Analyst. Support call Llama-3.1-8B-Instruct_Deep-Analyst model through api, including Node.js, Python, http.

Llama-3.1-8B-Instruct_Deep-Analyst huggingface.co Url

https://huggingface.co/ApolloRaines/Llama-3.1-8B-Instruct_Deep-Analyst

ApolloRaines Llama-3.1-8B-Instruct_Deep-Analyst online free

Llama-3.1-8B-Instruct_Deep-Analyst huggingface.co is an online trial and call api platform, which integrates Llama-3.1-8B-Instruct_Deep-Analyst's modeling effects, including api services, and provides a free online trial of Llama-3.1-8B-Instruct_Deep-Analyst, you can try Llama-3.1-8B-Instruct_Deep-Analyst online for free by clicking the link below.

ApolloRaines Llama-3.1-8B-Instruct_Deep-Analyst online free url in huggingface.co:

https://huggingface.co/ApolloRaines/Llama-3.1-8B-Instruct_Deep-Analyst

Llama-3.1-8B-Instruct_Deep-Analyst install

Llama-3.1-8B-Instruct_Deep-Analyst is an open source model from GitHub that offers a free installation service, and any user can find Llama-3.1-8B-Instruct_Deep-Analyst on GitHub to install. At the same time, huggingface.co provides the effect of Llama-3.1-8B-Instruct_Deep-Analyst install, users can directly use Llama-3.1-8B-Instruct_Deep-Analyst installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

Llama-3.1-8B-Instruct_Deep-Analyst install url in huggingface.co:

https://huggingface.co/ApolloRaines/Llama-3.1-8B-Instruct_Deep-Analyst

Url of Llama-3.1-8B-Instruct_Deep-Analyst

Llama-3.1-8B-Instruct_Deep-Analyst huggingface.co Url

Provider of Llama-3.1-8B-Instruct_Deep-Analyst huggingface.co

ApolloRaines
ORGANIZATIONS

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