[TRANSPARENCE & E-E-A-T]

Normes Éditoriales & Méthodologie

Notre engagement pour une analyse technique sans compromis, vérifiable sur banc d'essai et rigoureusement sourcée.

MB

Mouad Belghiti

Lead Architect, AI Consultant & Systems Engineer

Mouad builds and scales AI systems, autonomous agent workflows, and low-latency full-stack architectures. His writing synthesizes real-world production deployments, bare-metal benchmarks, and open-source tooling, avoiding corporate marketing jargon.

1. Attribution des Sources & Dualité Auteur

We maintain a strict separation between third-party news reporting and original technical analysis:

Curated External News:

When reporting releases, funding rounds, or community tools, the original creator or reporting publication is explicitly attributed via Schema.org isBasedOn and direct outbound links. Mouad Belghiti acts as the curator and editor, not the original news author.

Original Engineering Analysis:

All "Why This Matters" analyses, synthesized comparison matrices, architectural blueprints, and performance benchmarks are authored directly by Mouad Belghiti, who takes full responsibility for technical accuracy.

2. Protocole de Vérification Technique

Every recommendation published on Belghitis must satisfy our technical verification criteria:

Hands-on Docker & VPS Reproduction:

We do not rehash press releases. Model weights, libraries, and tools are pulled into isolated Linux containers or bare-metal instances to measure cold-start latencies, RAM consumption, and failure modes first-hand.

Deterministic Error Boundaries:

When recommending agent architectures or autonomous workflows, solutions must prove resilience under strict rate limits, malformed JSON inputs, and timeout states.

3. Indépendance & Absence de Liens Rémunérés

Belghitis accepts zero paid sponsorships, affiliate placements, or undisclosed promotional content within editorial analysis. When tools or cloud providers are evaluated, they are judged solely on latency, cost per million tokens, developer experience, and maintainability.

4. Mises à Jour & Rectificatifs

Software tools and model parameters evolve rapidly. Substantive updates to benchmarks or technical conclusions are versioned with an explicit dateModified timestamp in our structured Schema markup and visible changelog note at the top of the article.

Normes Éditoriales & Méthodologie E-E-A-T | Belghitis