Editorial Standards & Methodology
Our commitment to verifiable technical analysis, reproducible benchmarks, and transparent source attribution.
1. Source Attribution & Dual Authorship Policy
We maintain a strict separation between third-party news reporting and original technical analysis:
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.
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. Technical Verification & Benchmarking Protocol
Every recommendation published on Belghitis must satisfy our technical verification criteria:
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.
When recommending agent architectures or autonomous workflows, solutions must prove resilience under strict rate limits, malformed JSON inputs, and timeout states.
3. Independence & Editorial Integrity
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. Corrections & Semantic Timestamps
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.