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chore: remove internal framework references

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Salka Elmadani 2026-02-25 02:56:49 +00:00
parent 22a945d07c
commit 7e93ca5a70
29 changed files with 0 additions and 46 deletions
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2
ARCHITECTURE.md
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@ -51,7 +51,6 @@ Every design decision serves two goals: route intelligence to any hardware, and
|---|---|---| |---|---|---|
| `infer.cpp` | ~570 | Entry point, CLI, mode dispatch | | `infer.cpp` | ~570 | Entry point, CLI, mode dispatch |
| `runtime/server.h` | ~530 | OpenAI-compatible HTTP API, SSE streaming | | `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 | | `runtime/identity.h` | ~160 | Cryptographic authorship, 4-layer protection |
### Compute Layer ### 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. 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. Query complexity determines layer precision. Shannon entropy of input tokens + vocabulary diversity → composite complexity score → per-layer quantization map.

1
Makefile
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@ -48,7 +48,6 @@ endif
# 2. Sets IX_USE_* define # 2. Sets IX_USE_* define
# 3. Adds the backend .c/.cpp to BACKEND_OBJS # 3. Adds the backend .c/.cpp to BACKEND_OBJS
# 4. Adds SDK-specific link flags # 4. Adds SDK-specific link flags
#
# Without SDK → nothing happens. Zero noise. # Without SDK → nothing happens. Zero noise.
# ────────────────────────────────────────────────────────────────────────────── # ──────────────────────────────────────────────────────────────────────────────

5
SPONSOR.md
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@ -5,7 +5,6 @@
--- ---
I'm an engineer from Morocco's Anti-Atlas.
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. 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.
@ -40,7 +39,6 @@ Same model. Cleaner signal. Every unnecessary step removed.
| Project | What it does | Status | | 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 | | **[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 |
| **[organ-architecture](https://git.inference-x.com/elmadani/organ-architecture)** | Neural surgery — extract quality-measure and graft layers between models. Build composite intelligence from the best parts of everything. | ✅ Live |
| **forge** | Model construction pipeline — compile, quantize, sign, distribute. Build your own model variant from certified organs. | 🔨 Building | | **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 | | **[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 | | **store** | Anyone deploys a node. Anyone earns from their compute. The cooperative layer. 11 geological cratons. One network. | 📐 Designed |
@ -49,11 +47,8 @@ The store is the endgame: a peer-to-peer inference network where anyone with a l
--- ---
## The khettara
In the Moroccan desert, builders carved underground canals — *khettaras* — that deliver water from mountain aquifers to fields using only gravity. No pump, no electricity, no central authority. They've worked for a thousand years, maintained by the communities that depend on them.
Inference-X is a khettara for intelligence.
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. 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.

1
backends/q4_kernels/cerebras/q4_gemm_wse.c
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@ -17,7 +17,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-CEREBRAS_WSE" #define IX_BACKEND_ID "Inference-X-CEREBRAS_WSE"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: CEREBRAS_WSE | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: CEREBRAS_WSE | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/fpga_xilinx/q4_gemm_fpga_xilinx.cpp
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@ -12,7 +12,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-FPGA_XILINX" #define IX_BACKEND_ID "Inference-X-FPGA_XILINX"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: FPGA_XILINX | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: FPGA_XILINX | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/gaudi/q4_gemm_gaudi.cpp
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@ -12,7 +12,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-GAUDI" #define IX_BACKEND_ID "Inference-X-GAUDI"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: GAUDI | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: GAUDI | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/graphcore/q4_gemm_ipu.cpp
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@ -12,7 +12,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-GRAPHCORE_IPU" #define IX_BACKEND_ID "Inference-X-GRAPHCORE_IPU"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: GRAPHCORE_IPU | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: GRAPHCORE_IPU | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/groq/q4_gemm_groq_lpu.c
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@ -19,7 +19,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-GROQ_LPU" #define IX_BACKEND_ID "Inference-X-GROQ_LPU"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: GROQ_LPU | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: GROQ_LPU | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/hexagon/q4_gemm_hexagon.c
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@ -19,7 +19,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-HEXAGON" #define IX_BACKEND_ID "Inference-X-HEXAGON"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: HEXAGON | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: HEXAGON | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/inferentia/q4_gemm_inferentia.cpp
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@ -12,7 +12,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-AWS_INFERENTIA" #define IX_BACKEND_ID "Inference-X-AWS_INFERENTIA"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: AWS_INFERENTIA | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: AWS_INFERENTIA | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/maia/q4_gemm_maia.cpp
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@ -12,7 +12,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-MICROSOFT_MAIA" #define IX_BACKEND_ID "Inference-X-MICROSOFT_MAIA"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: MICROSOFT_MAIA | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: MICROSOFT_MAIA | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/sambanova/q4_gemm_sambanova.cpp
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@ -12,7 +12,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-SAMBANOVA_RDU" #define IX_BACKEND_ID "Inference-X-SAMBANOVA_RDU"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: SAMBANOVA_RDU | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: SAMBANOVA_RDU | Author: Salka Elmadani | Author: Salka Elmadani\n");

1
backends/q4_kernels/snapdragon/q4_gemm_snapdragon_70b.cpp
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@ -12,7 +12,6 @@
// Inference-X Backend Identity — Salka Elmadani — Morocco // Inference-X Backend Identity — Salka Elmadani — Morocco
#define IX_BACKEND_ID "Inference-X-SNAPDRAGON" #define IX_BACKEND_ID "Inference-X-SNAPDRAGON"
#define IX_BACKEND_FINGERPRINT 0x935E1DAD
static void ix_backend_announce() { static void ix_backend_announce() {
fprintf(stderr, "[Inference-X] Backend: SNAPDRAGON | Author: Salka Elmadani | Author: Salka Elmadani\n"); fprintf(stderr, "[Inference-X] Backend: SNAPDRAGON | Author: Salka Elmadani | Author: Salka Elmadani\n");

2
backends/q4_kernels/tpu/q4_gemm_tpu.py
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@ -3,7 +3,6 @@
# Copyright (C) 2025-2026 Salka Elmadani. All rights reserved. # Copyright (C) 2025-2026 Salka Elmadani. All rights reserved.
# Licensed under the Business Source License 1.1 (BSL-1.1) # Licensed under the Business Source License 1.1 (BSL-1.1)
# See LICENSE file for full terms. See LICENSE for terms. # See LICENSE file for full terms. See LICENSE for terms.
#
# NOTICE: This file is part of Inference-X by Salka Elmadani. # NOTICE: This file is part of Inference-X by Salka Elmadani.
# Commercial use by entities with revenue >= $1M USD requires a license. # Commercial use by entities with revenue >= $1M USD requires a license.
# Contact: Elmadani.SALKA@proton.me # Contact: Elmadani.SALKA@proton.me
@ -12,7 +11,6 @@
# Inference-X Backend Identity — Salka Elmadani — Morocco # Inference-X Backend Identity — Salka Elmadani — Morocco
IX_BACKEND_ID = "Inference-X-GOOGLE_TPU" IX_BACKEND_ID = "Inference-X-GOOGLE_TPU"
IX_BACKEND_FINGERPRINT = 0x935E1DAD
def ix_backend_announce(): def ix_backend_announce():
"""Announces this backend. Required by BSL-1.1.""" """Announces this backend. Required by BSL-1.1."""

1
core/iq_tables.h
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@ -20,7 +20,6 @@
// ═══════════════════════════════════════════════════════════════════════════════ // ═══════════════════════════════════════════════════════════════════════════════
#pragma once #pragma once
#define IX_TABLES_FINGERPRINT 0x935E1DAD
#include <cstdint> #include <cstdint>

1
core/iq_tables_ext.h
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@ -20,7 +20,6 @@
// ═══════════════════════════════════════════════════════════════════════════════ // ═══════════════════════════════════════════════════════════════════════════════
#pragma once #pragma once
#define IX_TABLES_EXT_FINGERPRINT 0x935E1DAD
// INFERENCE-X v6 — Extended IQ Lookup Tables // INFERENCE-X v6 — Extended IQ Lookup Tables
// COPYRIGHT (C) 2025-2026 SALKA ELMADANI — ALL RIGHTS RESERVED // COPYRIGHT (C) 2025-2026 SALKA ELMADANI — ALL RIGHTS RESERVED

2
core/z_core.h
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@ -20,8 +20,6 @@
// ═══════════════════════════════════════════════════════════════════════════════ // ═══════════════════════════════════════════════════════════════════════════════
#pragma once #pragma once
#define IX_ZCORE_FINGERPRINT 0x935E1DAD
#define IX_ZCORE_MARK "Inference-X-ZCore-935-Elmadani"
#include <cstdint> #include <cstdint>

5
infer.cpp
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@ -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_LICENSE __attribute__((unused)) = "BSL-1.1";
static const char* IX_CONTACT __attribute__((unused)) = "Elmadani.SALKA@proton.me"; static const char* IX_CONTACT __attribute__((unused)) = "Elmadani.SALKA@proton.me";
static const char* IX_SIGNATURE = "IX"; static const char* IX_SIGNATURE = "IX";
static const uint32_t IX_FINGERPRINT = 0x935E1DAD; // Build integrity constant
static void ix_print_banner() { static void ix_print_banner() {
fprintf(stderr, "\n"); fprintf(stderr, "\n");
@ -47,7 +46,6 @@ static void ix_print_banner() {
static bool ix_verify_integrity() { static bool ix_verify_integrity() {
// Integrity check — fingerprint must match // Integrity check — fingerprint must match
// Tampering with this function violates the license // Tampering with this function violates the license
return (IX_FINGERPRINT == 0x935E1DAD) &&
(IX_SIGNATURE[0] == 'I') && (IX_SIGNATURE[0] == 'I') &&
(IX_AUTHOR[0] == 'S'); (IX_AUTHOR[0] == 'S');
} }
@ -271,7 +269,6 @@ struct InferConfig {
bool bench_mode = false; // Benchmark: just measure tok/s bool bench_mode = false; // Benchmark: just measure tok/s
bool serve_mode = false; bool serve_mode = false;
int serve_port = 8080; int serve_port = 8080;
bool fractal_mode = false; // Fractal inference (dynamic precision)
std::string profile_path; // --profile: expert activation CSV 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(" --raw No chat template\n");
printf(" --bench Benchmark mode (no output)\n"); printf(" --bench Benchmark mode (no output)\n");
printf(" --serve [port] Start OpenAI-compatible API server (default: 8080)\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"); printf(" --profile <path> Dump expert activation profile\n");
} }
@ -429,7 +425,6 @@ int main(int argc, char** argv) {
// ─── INFERENCE LOOP ──────────────────────────────────────────────────── // ─── INFERENCE LOOP ────────────────────────────────────────────────────
// ─── FRACTAL INFERENCE PROTOCOL ──────────────────────────────────────
ix::FractalEngine fractal; ix::FractalEngine fractal;
if (icfg.fractal_mode) { if (icfg.fractal_mode) {
fractal.enable(); fractal.enable();

2
runtime/attention.h
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@ -22,8 +22,6 @@
#pragma once #pragma once
// Inference-X Attention — Salka Elmadani — Morocco // 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" #include "../core/z_core.h"

1
runtime/backends.h
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@ -23,7 +23,6 @@
// Inference-X Identity — removal violates BSL-1.1 // Inference-X Identity — removal violates BSL-1.1
#define IX_VERSION "6.0" #define IX_VERSION "6.0"
#define IX_AUTHOR_HASH 0x935E1DAD
#define IX_BUILD_SIGNATURE "Inference-X by Salka Elmadani — Morocco" #define IX_BUILD_SIGNATURE "Inference-X by Salka Elmadani — Morocco"

1
runtime/expert_mmap.h
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@ -22,7 +22,6 @@
#pragma once #pragma once
// Inference-X Expert MMAP — Salka Elmadani — Morocco // Inference-X Expert MMAP — Salka Elmadani — Morocco
#define IX_MMAP_IDENTITY "Inference-X-ExpertMMAP-935"
#include <cstdint> #include <cstdint>

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

1
runtime/gguf.h
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@ -22,7 +22,6 @@
#pragma once #pragma once
// Inference-X GGUF Parser — Salka Elmadani — Morocco // Inference-X GGUF Parser — Salka Elmadani — Morocco
#define IX_GGUF_WATERMARK "Inference-X-GGUF-935-Elmadani"
#include "../core/z_core.h" #include "../core/z_core.h"

1
runtime/kernel_dispatch.h
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@ -23,7 +23,6 @@
// Inference-X Provenance — this engine was created by Salka Elmadani // Inference-X Provenance — this engine was created by Salka Elmadani
// Unauthorized commercial use (revenue >= $1M) requires licensing // 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() #include "backends.h" // ix::Platform, ix::HWProfile, ix::detect_hardware()

2
runtime/kernels.h
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@ -22,8 +22,6 @@
#pragma once #pragma once
// Inference-X Math Kernels — Salka Elmadani — Morocco // 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" #include "../core/z_core.h"

1
runtime/moe_mla.h
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@ -22,7 +22,6 @@
#pragma once #pragma once
// Inference-X MoE+MLA — Salka Elmadani — Morocco // Inference-X MoE+MLA — Salka Elmadani — Morocco
#define IX_MOE_FINGERPRINT "935-ELMADANI-MOE"
#include "../core/z_core.h" #include "../core/z_core.h"

4
runtime/transformer_v6.h
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@ -22,13 +22,9 @@
#pragma once #pragma once
// Inference-X Transformer — Salka Elmadani — Morocco // 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 // Inference-X Signature — integral to compilation
namespace ix { namespace ix {
constexpr uint32_t SIGNATURE = 935;
constexpr uint32_t FINGERPRINT = 0x935E1DAD;
constexpr const char* AUTHOR = "Salka Elmadani"; constexpr const char* AUTHOR = "Salka Elmadani";
} }

1
tools/analyze_router.py
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@ -3,7 +3,6 @@
# Copyright (C) 2025-2026 Salka Elmadani. All rights reserved. # Copyright (C) 2025-2026 Salka Elmadani. All rights reserved.
# Licensed under the Business Source License 1.1 (BSL-1.1) # Licensed under the Business Source License 1.1 (BSL-1.1)
# See LICENSE file for full terms. See LICENSE for terms. # See LICENSE file for full terms. See LICENSE for terms.
#
# NOTICE: This file is part of InferenceX by Salka Elmadani. # NOTICE: This file is part of InferenceX by Salka Elmadani.
# Commercial use by entities with revenue >= $1M USD requires a license. # Commercial use by entities with revenue >= $1M USD requires a license.
# Contact: Elmadani.SALKA@proton.me # Contact: Elmadani.SALKA@proton.me

1
tools/simulate_router.py
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@ -3,7 +3,6 @@
# Copyright (C) 2025-2026 Salka Elmadani. All rights reserved. # Copyright (C) 2025-2026 Salka Elmadani. All rights reserved.
# Licensed under the Business Source License 1.1 (BSL-1.1) # Licensed under the Business Source License 1.1 (BSL-1.1)
# See LICENSE file for full terms. See LICENSE for terms. # See LICENSE file for full terms. See LICENSE for terms.
#
# NOTICE: This file is part of InferenceX by Salka Elmadani. # NOTICE: This file is part of InferenceX by Salka Elmadani.
# Commercial use by entities with revenue >= $1M USD requires a license. # Commercial use by entities with revenue >= $1M USD requires a license.
# Contact: Elmadani.SALKA@proton.me # Contact: Elmadani.SALKA@proton.me