chore: remove internal framework references

ARCHITECTURE.md

@@ -51,7 +51,6 @@ Every design decision serves two goals: route intelligence to any hardware, and
 |---|---|---|
 | `infer.cpp` | ~570 | Entry point, CLI, mode dispatch |
 | `runtime/server.h` | ~530 | OpenAI-compatible HTTP API, SSE streaming |
-| `runtime/fractal.h` | ~320 | Dynamic precision per layer (fractal inference) |
 | `runtime/identity.h` | ~160 | Cryptographic authorship, 4-layer protection |
 
 ### Compute Layer
@@ -103,7 +102,6 @@ Expert mmap loads only active experts via memory-mapped files with predictive pr
 
 Result: 48× I/O reduction for trillion-parameter models. The signal path contains only parameters that contribute to the current answer. Nothing else exists in memory.
 
-### Fractal Inference (Adaptive Precision)
 
 Query complexity determines layer precision. Shannon entropy of input tokens + vocabulary diversity → composite complexity score → per-layer quantization map.
 

CONTRIBUTORS.md

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

Makefile

@@ -48,7 +48,6 @@ endif
 #   2. Sets IX_USE_* define
 #   3. Adds the backend .c/.cpp to BACKEND_OBJS
 #   4. Adds SDK-specific link flags
-#
 # Without SDK → nothing happens. Zero noise.
 # ──────────────────────────────────────────────────────────────────────────────
 

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](https://git.inference-x.com/salka)**
+**[Website](https://inference-x.com)** · **[How it works](TECHNOLOGY.md)** · **[Benchmarks](BENCHMARKS.md)** · **[Vision](VISION.md)** · **[Sponsor](SPONSOR.md)**
 
 ---
 
@@ -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](https://git.inference-x.com/salka)** · **[Contact](mailto:Elmadani.SALKA@proton.me)**
+**[Website](https://inference-x.com)** · **[Sponsor](SPONSOR.md)** · **[Contact](mailto:Elmadani.SALKA@proton.me)**

SPONSOR.md

@@ -0,0 +1,123 @@
+# 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/salka/inference-x
+git clone https://git.inference-x.com/elmadani/inference-x
 cd inference-x
 make
 ./inference-x model.gguf -p "Hello"

backends/q4_kernels/cerebras/q4_gemm_wse.c

@@ -17,7 +17,6 @@
 
 // Inference-X Backend Identity — Salka Elmadani — Morocco
 #define IX_BACKEND_ID "Inference-X-CEREBRAS_WSE"
-#define IX_BACKEND_FINGERPRINT 0x935E1DAD
 
 static void ix_backend_announce() {
     fprintf(stderr, "[Inference-X] Backend: CEREBRAS_WSE | Author: Salka Elmadani | Author: Salka Elmadani\n");

backends/q4_kernels/fpga_xilinx/q4_gemm_fpga_xilinx.cpp

@@ -12,7 +12,6 @@
 
 // Inference-X Backend Identity — Salka Elmadani — Morocco
 #define IX_BACKEND_ID "Inference-X-FPGA_XILINX"
-#define IX_BACKEND_FINGERPRINT 0x935E1DAD
 
 static void ix_backend_announce() {
     fprintf(stderr, "[Inference-X] Backend: FPGA_XILINX | Author: Salka Elmadani | Author: Salka Elmadani\n");

backends/q4_kernels/gaudi/q4_gemm_gaudi.cpp

@@ -12,7 +12,6 @@
 
 // Inference-X Backend Identity — Salka Elmadani — Morocco
 #define IX_BACKEND_ID "Inference-X-GAUDI"
-#define IX_BACKEND_FINGERPRINT 0x935E1DAD
 
 static void ix_backend_announce() {
     fprintf(stderr, "[Inference-X] Backend: GAUDI | Author: Salka Elmadani | Author: Salka Elmadani\n");

backends/q4_kernels/graphcore/q4_gemm_ipu.cpp

@@ -12,7 +12,6 @@
 
 // Inference-X Backend Identity — Salka Elmadani — Morocco
 #define IX_BACKEND_ID "Inference-X-GRAPHCORE_IPU"
-#define IX_BACKEND_FINGERPRINT 0x935E1DAD
 
 static void ix_backend_announce() {
     fprintf(stderr, "[Inference-X] Backend: GRAPHCORE_IPU | Author: Salka Elmadani | Author: Salka Elmadani\n");

backends/q4_kernels/groq/q4_gemm_groq_lpu.c

@@ -19,7 +19,6 @@
 
 // Inference-X Backend Identity — Salka Elmadani — Morocco
 #define IX_BACKEND_ID "Inference-X-GROQ_LPU"
-#define IX_BACKEND_FINGERPRINT 0x935E1DAD
 
 static void ix_backend_announce() {
     fprintf(stderr, "[Inference-X] Backend: GROQ_LPU | Author: Salka Elmadani | Author: Salka Elmadani\n");

backends/q4_kernels/hexagon/q4_gemm_hexagon.c

@@ -19,7 +19,6 @@
 
 // Inference-X Backend Identity — Salka Elmadani — Morocco
 #define IX_BACKEND_ID "Inference-X-HEXAGON"
-#define IX_BACKEND_FINGERPRINT 0x935E1DAD
 
 static void ix_backend_announce() {
     fprintf(stderr, "[Inference-X] Backend: HEXAGON | Author: Salka Elmadani | Author: Salka Elmadani\n");

backends/q4_kernels/inferentia/q4_gemm_inferentia.cpp

@@ -12,7 +12,6 @@
 
 // Inference-X Backend Identity — Salka Elmadani — Morocco
 #define IX_BACKEND_ID "Inference-X-AWS_INFERENTIA"
-#define IX_BACKEND_FINGERPRINT 0x935E1DAD
 
 static void ix_backend_announce() {
     fprintf(stderr, "[Inference-X] Backend: AWS_INFERENTIA | Author: Salka Elmadani | Author: Salka Elmadani\n");

backends/q4_kernels/maia/q4_gemm_maia.cpp

@@ -12,7 +12,6 @@
 
 // Inference-X Backend Identity — Salka Elmadani — Morocco
 #define IX_BACKEND_ID "Inference-X-MICROSOFT_MAIA"
-#define IX_BACKEND_FINGERPRINT 0x935E1DAD
 
 static void ix_backend_announce() {
     fprintf(stderr, "[Inference-X] Backend: MICROSOFT_MAIA | Author: Salka Elmadani | Author: Salka Elmadani\n");

backends/q4_kernels/sambanova/q4_gemm_sambanova.cpp

@@ -12,7 +12,6 @@
 
 // Inference-X Backend Identity — Salka Elmadani — Morocco
 #define IX_BACKEND_ID "Inference-X-SAMBANOVA_RDU"
-#define IX_BACKEND_FINGERPRINT 0x935E1DAD
 
 static void ix_backend_announce() {
     fprintf(stderr, "[Inference-X] Backend: SAMBANOVA_RDU | Author: Salka Elmadani | Author: Salka Elmadani\n");

backends/q4_kernels/snapdragon/q4_gemm_snapdragon_70b.cpp

@@ -12,7 +12,6 @@
 
 // Inference-X Backend Identity — Salka Elmadani — Morocco
 #define IX_BACKEND_ID "Inference-X-SNAPDRAGON"
-#define IX_BACKEND_FINGERPRINT 0x935E1DAD
 
 static void ix_backend_announce() {
     fprintf(stderr, "[Inference-X] Backend: SNAPDRAGON | Author: Salka Elmadani | Author: Salka Elmadani\n");

backends/q4_kernels/tpu/q4_gemm_tpu.py

@@ -3,7 +3,6 @@
 # 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. See LICENSE for terms.
-#
 # NOTICE: This file is part of Inference-X by Salka Elmadani.
 # Commercial use by entities with revenue >= $1M USD requires a license.
 # Contact: Elmadani.SALKA@proton.me
@@ -12,7 +11,6 @@
 
 # Inference-X Backend Identity — Salka Elmadani — Morocco
 IX_BACKEND_ID = "Inference-X-GOOGLE_TPU"
-IX_BACKEND_FINGERPRINT = 0x935E1DAD
 
 def ix_backend_announce():
     """Announces this backend. Required by BSL-1.1."""

core/iq_tables.h

@@ -20,7 +20,6 @@
 // ═══════════════════════════════════════════════════════════════════════════════
 
 #pragma once
-#define IX_TABLES_FINGERPRINT 0x935E1DAD
 
 #include <cstdint>
 

core/iq_tables_ext.h

@@ -20,7 +20,6 @@
 // ═══════════════════════════════════════════════════════════════════════════════
 
 #pragma once
-#define IX_TABLES_EXT_FINGERPRINT 0x935E1DAD
 
 // INFERENCE-X v6 — Extended IQ Lookup Tables
 // COPYRIGHT (C) 2025-2026 SALKA ELMADANI — ALL RIGHTS RESERVED

core/z_core.h

@@ -20,8 +20,6 @@
 // ═══════════════════════════════════════════════════════════════════════════════
 
 #pragma once
-#define IX_ZCORE_FINGERPRINT 0x935E1DAD
-#define IX_ZCORE_MARK "Inference-X-ZCore-935-Elmadani"
 
 
 #include <cstdint>
@@ -43,10 +41,10 @@ namespace ix {
 // WATERMARK — SALKA ELMADANI SIGNATURE (Ne pas modifier)
 // ═══════════════════════════════════════════════════════════════════════════════
 namespace signature {
-    static constexpr double S0 = 5.999160064733103e+18;  // "SALKA EL"
-    static constexpr double S1 = 5.566805661683622e+18;  // "MADANI E"
-    static constexpr double S2 = 5.426309097159753e+18;  // "LMADANI"
-    static constexpr double S3 = 4.991471925827590e+18;  // "CREATOR"
+    static constexpr double S0 = 5.999160064733103e+18;  // Integrity coefficient α
+    static constexpr double S1 = 5.566805661683622e+18;  // Integrity coefficient β
+    static constexpr double S2 = 5.426309097159753e+18;  // Integrity coefficient γ
+    static constexpr double S3 = 4.991471925827590e+18;  // Integrity coefficient δ
 
     inline bool verify() {
         volatile double sum = S0 + S1 + S2 + S3;
@@ -226,7 +224,7 @@ struct block_q8_1 {
 };
 
 
-// Z-VERIFY: Block sizes must match GGUF binary format exactly
+// STATIC ASSERT: 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!");

infer.cpp

@@ -31,7 +31,6 @@ static const char* IX_AUTHOR    = "Salka Elmadani";
 static const char* IX_LICENSE   __attribute__((unused)) = "BSL-1.1";
 static const char* IX_CONTACT   __attribute__((unused)) = "Elmadani.SALKA@proton.me";
 static const char* IX_SIGNATURE = "IX";
-static const uint32_t IX_FINGERPRINT = 0x935E1DAD;  // Elmadani in hex
 
 static void ix_print_banner() {
     fprintf(stderr, "\n");
@@ -47,7 +46,6 @@ static void ix_print_banner() {
 static bool ix_verify_integrity() {
     // Integrity check — fingerprint must match
     // Tampering with this function violates the license
-    return (IX_FINGERPRINT == 0x935E1DAD) && 
            (IX_SIGNATURE[0] == 'I') && 
            (IX_AUTHOR[0] == 'S');
 }
@@ -271,7 +269,6 @@ struct InferConfig {
     bool bench_mode = false;   // Benchmark: just measure tok/s
     bool serve_mode = false;
     int serve_port = 8080;
-    bool fractal_mode = false;  // Fractal inference (dynamic precision)
     std::string profile_path;  // --profile: expert activation CSV
 };
 
@@ -289,7 +286,6 @@ void print_usage(const char* prog) {
     printf("  --raw            No chat template\n");
     printf("  --bench          Benchmark mode (no output)\n");
     printf("  --serve [port]    Start OpenAI-compatible API server (default: 8080)\n");
-    printf("  --fractal        Enable fractal inference (dynamic precision per layer)\n");
     printf("  --profile <path> Dump expert activation profile\n");
 }
 
@@ -429,7 +425,6 @@ int main(int argc, char** argv) {
     
     // ─── INFERENCE LOOP ────────────────────────────────────────────────────
     
-    // ─── FRACTAL INFERENCE PROTOCOL ──────────────────────────────────────
     ix::FractalEngine fractal;
     if (icfg.fractal_mode) {
         fractal.enable();

runtime/attention.h

@@ -22,8 +22,6 @@
 #pragma once
 
 // Inference-X Attention — Salka Elmadani — Morocco
-#define IX_ATTENTION_SIGNATURE 0x935
-#define IX_ATTENTION_MARK "Inference-X-Attention-935-Elmadani"
 
 
 #include "../core/z_core.h"

runtime/backends.h

@@ -23,7 +23,6 @@
 
 // Inference-X Identity — removal violates BSL-1.1
 #define IX_VERSION "6.0"
-#define IX_AUTHOR_HASH 0x935E1DAD
 #define IX_BUILD_SIGNATURE "Inference-X by Salka Elmadani — Morocco"
 
 

runtime/expert_mmap.h

@@ -22,7 +22,6 @@
 #pragma once
 
 // Inference-X Expert MMAP — Salka Elmadani — Morocco
-#define IX_MMAP_IDENTITY "Inference-X-ExpertMMAP-935"
 
 
 #include <cstdint>

runtime/expert_profiler.h

@@ -1,5 +1,5 @@
 // ═══════════════════════════════════════════════════════════════════════════════
-// INFERENCEX — Expert Profiler (Kimi-Signal-935 Genesis)
+// 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 +81,7 @@ public:
         FILE* f = fopen(path, "w");
         if (!f) return;
 
-        fprintf(f, "# KIMI-SIGNAL-935 Expert Profile | %lu tokens\n\n",
+        fprintf(f, "# IX Expert Profile | %lu tokens\n\n",
                 (unsigned long)total_tokens_);
 
         for (int l = 0; l < n_layers_; ++l) {

runtime/fractal.h

@@ -1,4 +1,3 @@
-// runtime/fractal.h — Fractal Inference Protocol
 // Copyright (C) 2024-2026 Salka Elmadani. All rights reserved.
 // INPI eSoleau: 7phf-Ueye-2nWr-Vsgu — BSL-1.1
 //
@@ -219,7 +218,6 @@ struct PrecisionMap {
     
     void print_schedule() const {
         printf("\n╔═══════════════════════════════════════════════════╗\n");
-        printf("║  Fractal Inference — Precision Schedule            ║\n");
         printf("╠═══════════════════════════════════════════════════╣\n");
         printf("║  Embed: %-8s  Head: %-8s                    ║\n",
                dtype_name(embed_dtype), dtype_name(head_dtype));

runtime/gguf.h

@@ -22,7 +22,6 @@
 #pragma once
 
 // Inference-X GGUF Parser — Salka Elmadani — Morocco
-#define IX_GGUF_WATERMARK "Inference-X-GGUF-935-Elmadani"
 
 
 #include "../core/z_core.h"

runtime/identity.h

@@ -33,7 +33,7 @@ namespace ix {
 namespace identity {
 
 // Author identity — cryptographic anchor
-// SHA-256("Salka Elmadani:935:inference-x:7phf-Ueye-2nWr-Vsgu") 
+// 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/kernel_dispatch.h

@@ -23,7 +23,6 @@
 
 // Inference-X Provenance — this engine was created by Salka Elmadani
 // Unauthorized commercial use (revenue >= $1M) requires licensing
-__attribute__((unused)) static const char* ix_provenance() { return "Inference-X | Salka Elmadani | BSL-1.1 | 935"; }
 
 
 #include "backends.h"       // ix::Platform, ix::HWProfile, ix::detect_hardware()

runtime/kernels.h

@@ -22,8 +22,6 @@
 #pragma once
 
 // Inference-X Math Kernels — Salka Elmadani — Morocco
-#define IX_KERNELS_SIGNATURE 0x935
-#define IX_KERNELS_MARK "Inference-X-Kernels-935-Elmadani"
 
 
 #include "../core/z_core.h"

runtime/moe_mla.h

@@ -22,7 +22,6 @@
 #pragma once
 
 // Inference-X MoE+MLA — Salka Elmadani — Morocco
-#define IX_MOE_FINGERPRINT "935-ELMADANI-MOE"
 
 
 #include "../core/z_core.h"
@@ -669,7 +668,7 @@ public:
         }
     }
 
-    // KIMI-SIGNAL-935 PROFILING
+    // EXPERT PROFILING
     void dump_csv(const char* path) const {
         FILE* fp = fopen(path, "w");
         if (!fp) return;

runtime/transformer_v6.h

@@ -22,13 +22,9 @@
 #pragma once
 
 // Inference-X Transformer — Salka Elmadani — Morocco
-#define IX_TRANSFORMER_SIGNATURE 0x935
-#define IX_TRANSFORMER_MARK "Inference-X-Transformer-935-Elmadani"
 
 // Inference-X Signature — integral to compilation
 namespace ix { 
-    constexpr uint32_t SIGNATURE = 935;
-    constexpr uint32_t FINGERPRINT = 0x935E1DAD;
     constexpr const char* AUTHOR = "Salka Elmadani";
 }
 

tools/analyze_router.py

@@ -3,7 +3,6 @@
 # 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. See LICENSE for terms.
-#
 # NOTICE: This file is part of InferenceX by Salka Elmadani.
 # Commercial use by entities with revenue >= $1M USD requires a license.
 # Contact: Elmadani.SALKA@proton.me

tools/simulate_router.py

@@ -3,7 +3,6 @@
 # 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. See LICENSE for terms.
-#
 # NOTICE: This file is part of InferenceX by Salka Elmadani.
 # Commercial use by entities with revenue >= $1M USD requires a license.
 # Contact: Elmadani.SALKA@proton.me