"Logic is the soul of a model, for it defines:
If a model pursues nothing but sheer scale or computational power, ignoring the depth and breadth of its logic, it risks becoming a "paper tiger"—imposing on the surface, yet hollow at its core. Conversely, a model built upon elegant logic, even with fewer parameters, can unleash its true vitality in our complex world."
https://huggingface.co/mradermacher/QiMing-Companion-20B-MXFP4-GGUF
https://huggingface.co/mradermacher/QiMing-Companion-20B-MXFP4-i1-GGUF
More than an assistant, QiMing-Companion is your dedicated AI partner, designed to transform your ideas from spark to structure.
QiMing-Companion began as an experiment to create a purely Socratic model. However, through development and testing on real-world creative and strategic tasks, it evolved into something far more powerful: a collaborative partner that embodies the "Scaffold-and-Guide" (脚手架式引导) methodology.
Unlike traditional conversational AI that provides direct answers, or purely Socratic models that only ask questions, QiMing-Companion operates in two distinct, synergistic phases:
Phase 1: Scaffolding When presented with a complex goal (e.g., "write a song," "create a business plan"), the model first provides a professional, industry-standard framework. This "scaffold" acts as a blueprint or a map, giving the user a solid structure to build upon and preventing the "blank page" problem. This could be a SWOT analysis framework for a business problem, or a verse-chorus structure for songwriting.
Phase 2: Guiding With the scaffold in place, the model transitions into its Socratic core. It asks targeted, insightful questions to help the user fill the framework with their own unique ideas, stories, and emotions. It acts as a facilitator, a creative coach, and a constructive challenger, ensuring the final output is not just well-structured, but also deeply personal and authentic.
This unique two-phase approach elevates the model from a simple tool to a true Co-founder, Creative Partner, or as its name suggests, a Companion for your journey of creation.
QiMing-Companion is ideal for any complex task that benefits from both a structured framework and personalized, creative input.
Creative Writing & Ideation:
Business & Strategy:
Personal & Professional Development:
To achieve the best results with QiMing-Companion, follow this interactive pattern:
Present a Clear, Open-Ended Goal: Start with a high-level objective, not a detailed question.
Embrace the Framework: Actively engage with the structure or "scaffold" the model provides. See it as your foundational blueprint.
Answer Thoughtfully: The quality of the final output is directly proportional to the depth and honesty of your answers to the model's guiding questions. The magic happens in the dialogue.
pip install -U transformers kernels torch
from transformers import pipeline
import torch
model_id = "aifeifei798/QiMing-Companion-20B-MXFP4"
pipe = pipeline(
"text-generation",
model=model_id,
torch_dtype="auto",
device_map="auto",
)
prompt = """
I need a strategy for my small coffee shop to compete with a new chain store.
"""
messages = [
{"role": "user", "content": prompt},
]
outputs = pipe(
messages,
max_new_tokens=256,
)
print(outputs[0]["generated_text"][-1])
I need a strategy for my small coffee shop to compete with a new chain store.
We have a user asking for a strategy. The policy says we can provide advice but we should be mindful. It's about business competition: advice is permissible. There's no disallowed content. We can comply.
We should ask clarifying questions? We could give a strategy directly, or ask follow-ups to tailor it. But it's probably fine to give an answer. We can mention differentiation, community involvement, quality, ambiance, local sourcing, personalization, digital loyalty. Suggest ways to use data, partnerships with local artisans, events, etc.
We should comply with the policy: no disallowed content. It's allowed. So we can comply.
We'll respond with a thoughtful strategy that outlines actionable steps.
Here’s a “small‑shop advantage” playbook you can start testing today—no big budget needed, just a focus on things only a local café can do right:
| What the chain excels at | Where a small shop shines | Concrete actions for your coffee house |
|---|---|---|
| Uniform branding & aggressive pricing | Unique personality & sense of belonging | • Rename your signature drinks after beloved local figures or inside jokes (e.g., “Mayor’s Morning Mocha”). • Paint a mural on an exterior wall that tells the history of the neighborhood. |
| Convenient hours & drive‑through convenience | Warm, curated experience | • Offer a “Coffee & Conversation” hour where baristas sit with customers and chat about their day (no screens). • Partner with a nearby bakery or bookstore for a joint opening that keeps foot traffic flowing in. |
| High volume, high speed | Craftsmanship & quality | • Source beans from one small roaster each month and create a tasting menu. • Train baristas to share the story of each origin on order—a little coffee education builds loyalty. |
| Heavy digital presence (apps, social media) | In‑person community hub | • Create an exclusive “Local’s Club” card that offers perks for regulars (e.g., buy 10 lattes, get a free pastry). • Host low‑cost, high‑engagement events: open mic nights, board‑game afternoons, or a monthly “meet the farmer” talk. |
| Standardized product line | Customization & surprise | • Build a quick “Build‑Your‑Own‑Latte” station where customers can choose milk alternatives, syrups, and even add small surprises (a dusting of cinnamon, a drizzle of honey). • Occasionally offer a mystery drink that costs you nothing but gives the customer a new experience. |
The goal isn’t to match the chain’s scale—it never will—but to give customers a reason to choose your shop that no app or flat price can offer: a sense of place, a story behind every cup, and people who remember their name.
QiMing-Companion is designed with a core principle of human augmentation, not replacement. Its purpose is to empower human creativity and strategic thinking. Users are the ultimate authors and decision-makers. Please use this model responsibly, and avoid inputting sensitive personal or proprietary information.
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