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Open source model signals

2026-10-06 · reviewer verdict: pass (confidence 0.7) · run 6525274c

Recommendation: more_evidence. Ranked list (RANKED models only, most corroborated first): 1. Beam, count 1, confidence: noise/unconfirmed. Statuses: Beam is RANKED, count 1, because S2 states it is open-weight and carries the page date Oct 6, 2026. Kolibri-1 is EXCLUDED: open-weights status unverified, because S1 supports text states neither a licence nor a weights link. Kimi K3 is EXCLUDED: publication date unverified, because S3 supports text gives only directory listing dates, not a release date. Only 1 RANKED model and 1 qualifying source (S2) remain, against the minimums of 2 models and 3 sources. No Reddit or Hacker News page was fetched, so no community-sentiment signal is reported.

Models, most corroborated first

No models named.

What people are saying

• S2 presents Beam as a 501B open-weight coding model on a page dated Oct 6, 2026; this is one source, so noise/unconfirmed. [S2]

Caveats

• Beam: RANKED, count 1. S2 supports text does not state a licence, a weights link or Beam's release date, only the page date Oct 6, 2026; licence/date from secondary source only: S2. No lab, Hugging Face or GitHub page for Beam was fetched.
• Kolibri-1: EXCLUDED: open-weights status unverified (qualifying count 0). S1 supports text does not state a licence/date; it failed gate 1.
• Kimi K3: EXCLUDED: publication date unverified (qualifying count 0). S3 supports text states open-weight but gives only listing dates (Added/Updated Oct 6, 2026), so whether the model was released inside the window is unverified. A search snippet, which is not a source, pointed to an earlier launch.
• Could not open https://huggingface.co/moonshotai/Kimi-K3: fetch denied because the URL was not returned by a prior web_search in this run. S1 at https://huggingface.co/Aleph-Alpha/Kolibri-1 opened successfully.
• Fetched https://www.datacamp.com/blog/aleph-alpha-kolibri-1: no usable body. S2 at https://www.datacamp.com/blog/reflection-ai-beam is a different datacamp.com URL that returned a usable body.
• No Reddit (r/LocalLLaMA, r/MachineLearning, r/OpenSource) or Hacker News page was fetched, so no model has 2 independent sources and no community sentiment is reported.
• Tool results carried no retrieved_at field, so source retrieved_at values record the date only. Publication dates come from supports text only.
• Economics fields are zero placeholders with no sourced pricing, cost or demand data and must not be read as validated.

Sources

• S1 https://huggingface.co/Aleph-Alpha/Kolibri-1 — Aleph-Alpha / Kolibri-1 […] Kolibri is Aleph Alpha's mixture-of-experts (MoE) reasoning model, with a focus on German and English. (fetched 2026-10-06)
• S2 https://www.datacamp.com/blog/reflection-ai-beam — Beam: Reflection AI's 501B Open-Weight Coding Model […] Here's how Reflection AI's open-weight model performs. […] Oct 6, 2026 · 12 min read (fetched 2026-10-06)
• S3 https://www.beri.net/tools/moonshot-kimi-k3 — Usage-based·Added Oct 6, 2026·Updated Oct 6, 2026 […] Kimi K3 is Moonshot AI's open-weight frontier language model: a 2.8 trillion parameter mixture-of-experts system with 104B active parameters (fetched 2026-10-06)