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+  https://cdn-uploads.huggingface.co/production/uploads/69459fa19b664e4df1b439d7/PsEPX8dxzn3O9luwZB3Mz.png
+---
 ![Minsore logo](logo.png)
 
-# Minsore — Small models. Serious intelligence.
-
-**Minsore** is a company building **small, efficient coding models** that are easy to run **locally** — without massive GPUs or expensive infrastructure.
-
-We focus on compact models tuned for real developer work: code generation, debugging, agents, and software tasks. Less memory. Cheaper inference. Deploy anywhere — from laptop to cloud API.
-
-One family. Three scales:
-
-`0.7B → 1.7B → 3B`
-
-## Why Minsore
-
-Big models aren't the only way forward.
-
-- **Less memory.** Run where large systems can't fit.
-- **Cheaper inference.** Lower cost per task, by design.
-- **Accessible hardware.** No exotic cluster required.
-- **Local + API.** From laptop to production endpoint.
-- **Developer-first.** Built around coding, debugging and software tasks.
-
-> Intelligence doesn't have to be enormous. Useful intelligence should fit where people need it.
-
-## Wing family
-
-A family of compact coding models built to scale with the task.
-
-| Model | Size | Best for |
-|---|---|---|
-| **Wing Nano** `wing-nano` | ~0.7B | Fast, inexpensive coding assistance, lightweight agents, environments where every GB matters. Low memory, fast inference, ultra-low cost. |
-| **Wing Junior** `wing-junior` | ~1.7B | Everyday coding model for deeper reasoning, debugging, code generation and tool use. Balance of capability and cost. |
-| **Wing Senior** `wing-senior` | ~3B | Most capable Wing model. Advanced coding, complex reasoning, agentic workflows. Compact flagship pushing toward much larger systems quality. |
-
-Capability grows with scale — no benchmark claims without measured results.
-
-### Choose your weight class
-
-- **Wing Nano ~0.7B** — low cost
-- **Wing Junior ~1.7B** — balance
-- **Wing Senior ~3B** — maximum capability
-
-More capability when you need it. Less hardware when you don't.
+# Minsore — We make AI fly.
 
-Start small. Scale only when the task demands it.
+Minsore builds small, efficient models for coding that are easy to run locally — no clusters, no expensive GPUs.
 
-## Local-first
+Our Wing family scales with the task:
+- **wing-nano ~0.7B** — fast, lightweight coding assistance
+- **wing-junior ~1.7B** — everyday coding, debugging, tool use
+- **wing-senior ~3B** — most capable, agentic workflows
 
-All Wing models are designed to be **local-friendly**:
-
-- Run on consumer hardware
-- Quantizable for low-memory setups
-- Ideal for Ollama / llama.cpp / Transformers / vLLM style workflows
-- Prototype locally, deploy cheaply
-
-## API — Built for cheap inference
-
-Use Wing through a simple **OpenAI-compatible API** — swap `base_url`, keep your client. No GPUs to manage.
-
-Planned starting price for `wing-nano`:
-- **$0.02 / 1M input tokens**
-- **$0.09 / 1M output tokens**
-
-Start on `wing-nano`, upgrade to Junior / Senior without rewrites.
-
-```python
-from openai import OpenAI
-
-client = OpenAI(
-    base_url="https://api.minsore.com/v1",
-    api_key="YOUR_API_KEY"
-)
-
-response = client.chat.completions.create(
-    model="wing-nano",
-    messages=[
-        {"role": "user", "content": "Write a Python binary search function."}
-    ]
-)
-
-print(response.choices[0].message.content)
-```
-
-## Developer workflow: Prompt → Wing → Code → Test → Fix
-
-A tight loop, not a black box:
-
-1. **Generate** — Wing generates code from your prompt and context.
-2. **Verify** — Code runs in a verifier — tests execute, errors are captured.
-3. **Correct** — Failures return to the model. Wing revises the solution.
-
-## Roadmap
-
-Staged, not rushed.
-
-1. **Wing Nano** — In progress — Compact coding intelligence.
-2. **Wing Junior** — A stronger everyday developer model.
-3. **Wing Senior** — The compact flagship.
-4. **Verified Runtime** — Prototype — Generation, testing and automatic correction.
-5. **Minsore API** — Simple, affordable inference for developers.
-
----
+Local-first, developer-first, OpenAI-compatible API.
 
-© 2026 Minsore — Minsore → Wing → Nano / Junior / Senior
+> ⚠️ All Wing models are currently in training. Weights and demos will be published here once ready.