chore: remove internal framework references

CONTRIBUTORS.md

@@ -2,7 +2,7 @@
 
 ## Creator & Lead Developer
 - **Salka Elmadani** — Architecture, implementation, and all original code
-  - Git: [@elmadani](https://git.inference-x.com/elmadani)
+  - GitHub: [@ElmadaniS](https://git.inference-x.com/salka)
   - Email: Elmadani.SALKA@proton.me
 
 ## Infrastructure Partners

README.md

@@ -8,7 +8,7 @@
 
 Inference-X is a tiny file (305 KB) that lets any computer run AI models locally. It works on old laptops, phones, Raspberry Pi, and datacenters — same file, no setup. Your questions stay on your machine. Nobody sees them.
 
-**[Website](https://inference-x.com)** · **[How it works](TECHNOLOGY.md)** · **[Benchmarks](BENCHMARKS.md)** · **[Vision](VISION.md)** · **[Sponsor](SPONSOR.md)**
+**[Website](https://inference-x.com)** · **[How it works](TECHNOLOGY.md)** · **[Benchmarks](BENCHMARKS.md)** · **[Vision](VISION.md)** · **[Sponsor](https://git.inference-x.com/salka)**
 
 ---
 
@@ -193,4 +193,4 @@ Built in Morocco for the world by [Salka Elmadani](https://x.com/ElmadaniSa13111
 
 > *The shortest path between model weights and output produces the cleanest signal. Every buffer removed, every conversion eliminated, every unnecessary step subtracted — each one brings the output closer to what the model actually learned. The path itself is the filter.*
 
-**[Website](https://inference-x.com)** · **[Sponsor](SPONSOR.md)** · **[Contact](mailto:Elmadani.SALKA@proton.me)**
+**[Website](https://inference-x.com)** · **[Sponsor](https://git.inference-x.com/salka)** · **[Contact](mailto:Elmadani.SALKA@proton.me)**

SPONSOR.md

@@ -1,123 +0,0 @@
-# Salka Elmadani — Building Inference-X
-
-> *The best engine is the one you don't notice.*  
-> *You should hear the model, not the framework.*
-
----
-
-
-I build AI infrastructure. Not products, not demos, not wrappers around someone else's API. Infrastructure — the kind that runs without permission, works without cloud, and belongs to anyone who needs it.
-
-**Inference-X** is a 305 KB binary that runs any AI model on any hardware. No framework. No internet. No account. Download a model, run it, talk to it. That's it.
-
-I built it alone. I'm still building it alone. This page is why.
-
----
-
-## What I'm building
-
-The problem isn't the models. The models are extraordinary. The problem is the layer between the weights and the human — the inference stack. It's bloated, cloud-dependent, and controlled by a handful of companies.
-
-I'm replacing that layer with something minimal, open, and community-owned.
-
-```
-Standard engine path:
-  weights → framework → dequant buffer → matmul → buffer → output
-  ~100 MB binary. 5 steps. Rounding errors at each boundary.
-
-Inference-X:
-  weights → fused dequant+dot → output
-  305 KB binary. 2 steps. Zero buffer. Zero noise.
-```
-
-Same model. Cleaner signal. Every unnecessary step removed.
-
----
-
-## The ecosystem
-
-| Project | What it does | Status |
-|---------|-------------|--------|
-| **[inference-x](https://git.inference-x.com/elmadani/inference-x)** | Core engine — 305 KB, 19 hardware backends, 23 quant formats, fused kernels, adaptive precision | ✅ Live |
-| **forge** | Model construction pipeline — compile, quantize, sign, distribute. Build your own model variant from certified organs. | 🔨 Building |
-| **[echo-ix](https://git.inference-x.com/elmadani/echo-ix)** | Distributed relay — intelligent routing across local inference nodes | ✅ Live |
-| **store** | Anyone deploys a node. Anyone earns from their compute. The cooperative layer. 11 geological cratons. One network. | 📐 Designed |
-
-The store is the endgame: a peer-to-peer inference network where anyone with a laptop can become infrastructure. No data center required.
-
----
-
-
-
-
-The intelligence already exists in the model weights. What I'm building is the canal — the shortest, cleanest path from those weights to the human who needs them.
-
----
-
-## Who this is free for
-
-**Everyone who isn't extracting commercial value from it:**
-
-- Individuals and researchers — forever free
-- Students — forever free
-- Open-source projects — forever free
-- Organizations under $1M revenue — forever free
-
-**Commercial users above $1M revenue** pay a license. 20% of that flows back to the community that built the infrastructure.
-
-In 2030, it all becomes Apache 2.0. Everything open. The canal belongs to everyone.
-
-This isn't charity. It's a sustainable model — those who profit from it fund it. Those who don't, use it freely.
-
----
-
-## Why I need support
-
-Servers cost money. The current infrastructure — [inference-x.com](https://inference-x.com), [build.inference-x.com](https://build.inference-x.com), [git.inference-x.com](https://git.inference-x.com) — runs on €53/month.
-
-More importantly: time. The engine, the organ pipeline, the forge tools, the store architecture — this is one engineer, building in the margins of everything else.
-
-There is no team. No VC. No roadmap driven by investor pressure.
-
-There is one person who decided this infrastructure should exist.
-
----
-
-## How to help
-
-### Build with me
-
-The most valuable contribution is code. The project is open, the roadmap is public, and good engineers are always welcome.
-
-**→ Pick a task**: [git.inference-x.com/elmadani/inference-x](https://git.inference-x.com/elmadani/inference-x)  
-**→ Administer a craton**: Each of the 11 community regions needs a technical lead. Write to [Elmadani.SALKA@proton.me](mailto:Elmadani.SALKA@proton.me) — subject: `Craton — [your region]`
-
-### Sustain the infrastructure
-
-**PayPal** → [paypal.me/elmadanisalka](https://paypal.me/elmadanisalka)
-
-€5 = one day of server time. €53 = one month of everything running.
-
-### Amplify
-
-Every post that reaches a developer who cares about AI sovereignty is one more person who might build the next piece.
-
-**→ [Follow on X: @ElmadaniSa13111](https://x.com/ElmadaniSa13111)**
-
----
-
-## Contact
-
-I respond to everyone who writes with something real to say.
-
-| | |
-|--|--|
-| **X** | [@ElmadaniSa13111](https://x.com/ElmadaniSa13111) — fastest response |
-| **Email** | [Elmadani.SALKA@proton.me](mailto:Elmadani.SALKA@proton.me) — for technical discussions, partnerships, craton applications |
-| **Code** | [@elmadani on Gitea](https://git.inference-x.com/elmadani) |
-| **Web** | [inference-x.com](https://inference-x.com) |
-
----
-
-*Morocco → the world.*  
-*Salka Elmadani, 2024–2026*

TECHNOLOGY.md

@@ -181,7 +181,7 @@ Kimi K2.5 on Inference-X:
 ## Try it
 
 ```bash
-git clone https://git.inference-x.com/elmadani/inference-x
+git clone https://git.inference-x.com/salka/inference-x
 cd inference-x
 make
 ./inference-x model.gguf -p "Hello"

core/z_core.h

@@ -41,10 +41,10 @@ namespace ix {
 // WATERMARK — SALKA ELMADANI SIGNATURE (Ne pas modifier)
 // ═══════════════════════════════════════════════════════════════════════════════
 namespace signature {
-    static constexpr double S0 = 5.999160064733103e+18;  // Integrity coefficient α
+    static constexpr double S0 = 5.999160064733103e+18;  // "SALKA EL"
-    static constexpr double S1 = 5.566805661683622e+18;  // Integrity coefficient β
+    static constexpr double S1 = 5.566805661683622e+18;  // "MADANI E"
-    static constexpr double S2 = 5.426309097159753e+18;  // Integrity coefficient γ
+    static constexpr double S2 = 5.426309097159753e+18;  // "LMADANI"
-    static constexpr double S3 = 4.991471925827590e+18;  // Integrity coefficient δ
+    static constexpr double S3 = 4.991471925827590e+18;  // "CREATOR"
 
     inline bool verify() {
         volatile double sum = S0 + S1 + S2 + S3;
@@ -224,7 +224,7 @@ struct block_q8_1 {
 };
 
 
-// STATIC ASSERT: Block sizes must match GGUF binary format exactly
+// Z-VERIFY: Block sizes must match GGUF binary format exactly
 static_assert(sizeof(block_q4_K) == 144, "block_q4_K size mismatch!");
 static_assert(sizeof(block_q8_0) == 34, "block_q8_0 size mismatch!");
 static_assert(sizeof(block_q6_K) == 210, "block_q6_K size mismatch!");

runtime/expert_profiler.h

@@ -1,5 +1,4 @@
 // ═══════════════════════════════════════════════════════════════════════════════
-// INFERENCEX — Expert Profiler
 // Copyright (C) 2025-2026 Salka Elmadani. All rights reserved.
 // Licensed under the Business Source License 1.1 (BSL-1.1)
 // See LICENSE file for full terms. Morocco.
@@ -81,7 +80,6 @@ public:
         FILE* f = fopen(path, "w");
         if (!f) return;
 
-        fprintf(f, "# IX Expert Profile | %lu tokens\n\n",
                 (unsigned long)total_tokens_);
 
         for (int l = 0; l < n_layers_; ++l) {

runtime/identity.h

@@ -33,7 +33,6 @@ namespace ix {
 namespace identity {
 
 // Author identity — cryptographic anchor
-// Author identity — compile-time cryptographic anchor 
 // Split into 4x64-bit for integration into dispatch math
 static constexpr uint64_t ANCHOR_A = 0x9F3A7B2E1D4C6F08ULL;
 static constexpr uint64_t ANCHOR_B = 0x5E8D2A9C4B7F1036ULL;

runtime/moe_mla.h

@@ -668,7 +668,6 @@ public:
         }
     }
 
-    // EXPERT PROFILING
     void dump_csv(const char* path) const {
         FILE* fp = fopen(path, "w");
         if (!fp) return;