Original sources first
OpenAI, Anthropic and Google official changelogs supply lifecycle announcements. Publisher model cards from an allowlist of Hugging Face organizations supply open-weight evidence. Provider API catalogs can corroborate access, but an account-visible model ID alone does not trigger a new-release alert.
Every event keeps its source
Release, preview, general availability, alias change, deprecation and retirement are separate events. Source time, discovery time and verification status remain attached to each observation. The first collector run establishes a baseline without sending historical announcements as new alerts.
AI assists the explanation
Flonno's configured Qwen model can draft concise summaries and article drafts from supplied evidence. The original summary and source remain available. Generated text is a reading aid, not new evidence. Blog drafts require editorial review before publication; missing facts stay missing.
Benchmarks retain their provenance
Independent observations keep the benchmark name, version, measurement date, source, scale and methodology. A normalized score is not automatically comparable across different benchmark versions. Missing scores are not zero. A base-model result must not be attributed to Flonno's separately quantized deployment.
Performance is endpoint-specific
Flonno's displayed API speed comes from synthetic route probes and full request duration. Input processing, network and queueing affect that result. Thinking is disabled for those probes. Real prompts, longer context and simultaneous requests can behave differently. Probe availability is not an SLA.
Commercial relationship
Flonno operates an inference API and publishes this research library. Our own route is explicitly marked when available; other models remain research entries. We do not call this commercial platform independent of Flonno or imply that catalog inclusion means API availability.
Corrections
Report a source mismatch, stale model ID or unclear statement to jonas@flonno.com. Include the page and the original source so we can review the evidence.