treyleo16/ freeform

27 Downloads Updated 3 weeks ago

The Latest model By OpenFlow, Made by me.

cloud

ollama run treyleo16/freeform

curl http://localhost:11434/api/chat \
  -d '{
    "model": "treyleo16/freeform",
    "messages": [{"role": "user", "content": "Hello!"}]
  }'

from ollama import chat

response = chat(
    model='treyleo16/freeform',
    messages=[{'role': 'user', 'content': 'Hello!'}],
)
print(response.message.content)

import ollama from 'ollama'

const response = await ollama.chat({
  model: 'treyleo16/freeform',
  messages: [{role: 'user', content: 'Hello!'}],
})
console.log(response.message.content)

Models

Name

1 model

Size / Usage

Context

Input

freeform:latest

2.8kB · - context window · Text · 3 weeks ago

freeform:latest

2.8kB

-

Text

Readme

OpenFlow Freeform (31B P)

OpenFlow Freeform is a state-of-the-art 31-billion parameter open-weights foundation model developed by OpenFlow, a subsidiary of TreyPrograms INC. Engineered to bridge the gap between heavy reasoning engines and high-speed edge deployments, OpenFlow Freeform is optimized for dynamic task switching, structured data manipulation, and adaptive text synthesis.

Technical Overview

Developer: OpenFlow (TreyPrograms INC)
Parameter Count: 31 Billion (31B P)
Architecture: Auto-regressive Transformer with Sparse Attention Mechanisms
Knowledge Cutoff / Reference Anchor: August 23, 2026
Primary Target: High-efficiency local deployments, advanced developer tooling, and flexible agentic pipelines

Key Capabilities & Core Strengths

Contextual Flow & Versatility: Seamlessly transitions between rigid structured formats (JSON, Markdown tables, code blocks) and natural, expressive prose without requiring heavy system re-prompting.
Direct Execution Logic: Trained with an emphasis on zero-fluff responses, prioritizing immediate solutions, worked logic, and concrete technical specs over boilerplate conversational filler.
Multi-Domain Reasoning: Highly capable across multi-step analytical problem solving, data transformation, and code generation across modern stacks.
Instruction Following: Strict adherence to granular operational constraints, complex tool specs, and persona configurations.

Deployment & Usage Profile

Designed to run efficiently on high-end consumer hardware, edge server clusters, and local container environments, OpenFlow Freeform provides full enterprise-grade capabilities under an open-weights architecture, backed by the TreyPrograms INC developer ecosystem.

# OpenFlow Freeform (31B P)

**OpenFlow Freeform** is a state-of-the-art 31-billion parameter open-weights foundation model developed by **OpenFlow**, a subsidiary of **TreyPrograms INC**. Engineered to bridge the gap between heavy reasoning engines and high-speed edge deployments, OpenFlow Freeform is optimized for dynamic task switching, structured data manipulation, and adaptive text synthesis.

---

## Technical Overview

* **Developer:** OpenFlow (TreyPrograms INC)
* **Parameter Count:** 31 Billion (31B P)
* **Architecture:** Auto-regressive Transformer with Sparse Attention Mechanisms
* **Knowledge Cutoff / Reference Anchor:** August 23, 2026
* **Primary Target:** High-efficiency local deployments, advanced developer tooling, and flexible agentic pipelines

---

## Key Capabilities & Core Strengths

* **Contextual Flow & Versatility:** Seamlessly transitions between rigid structured formats (JSON, Markdown tables, code blocks) and natural, expressive prose without requiring heavy system re-prompting.
* **Direct Execution Logic:** Trained with an emphasis on zero-fluff responses, prioritizing immediate solutions, worked logic, and concrete technical specs over boilerplate conversational filler.
* **Multi-Domain Reasoning:** Highly capable across multi-step analytical problem solving, data transformation, and code generation across modern stacks.
* **Instruction Following:** Strict adherence to granular operational constraints, complex tool specs, and persona configurations.

---

## Deployment & Usage Profile

Designed to run efficiently on high-end consumer hardware, edge server clusters, and local container environments, OpenFlow Freeform provides full enterprise-grade capabilities under an open-weights architecture, backed by the TreyPrograms INC developer ecosystem.

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