Thinking Machines Lab launched a 594-billion-parameter multimodal MoE on Tinker that scored 1,5271 Elo on AA-Briefcase. Cloudflare also moved its Workers AI cutoff to November 20.
Koda editorial team · 7 November 2026 · 6 min read
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Thinking Machines Lab launched Inkling 2 Small, a 594-billion-parameter multimodal MoE on its Tinker platform. It scored 1,5271 Elo on AA-Briefcase, the same day Ant Group shipped Ling-3.2-Flash.
Why it matters. Fine-tune on Tinker only if your workload is tables, decks and memos, since Ling-3.2-Flash adds video input and Inkling's weights cannot yet leave the platform.
Go further: today's paper, CISA: Retrofitting Dense Attention Models with Chunk-Indexed Sparse Attention (arXiv, 2 Nov).
Google DeepMind's video model is now generally available: clips were capped at 10 seconds and now reach 15, with multi-turn editing and a reported 30%2 price cut.
Why it matters. Model the 30%2 cut against total spend per finished clip, because longer outputs can lift the bill even at a lower rate, and no independent benchmark has verified quality.
On 15,9093 internal Korean questions, Kakao says Kanana-2-v-decide ranked first; it also posted 61.34 on the public Decision Index, where Nace.AI's Drex Max v1 posted 67.52.
Why it matters. Korean-market agent builders should weigh Kakao's 61.34 Decision Index score against Drex Max v1's 67.52 before routing tools through it.
Cloudflare's Workers AI deprecation date was November 15 and is now November 20; after that, requests to the listed models fail with HTTP 410 Gone and error code 5028.
Why it matters. Teams still calling the listed Workers AI models get a short reprieve to migrate, but any call left in place after November 20 will fail outright.
Anthropic's new finance hub, Personal Finance in Claude, lets users link bank and card accounts so Claude can surface spending trends, model future scenarios and answer money questions. It cannot move, manage or invest funds, and Anthropic stresses it carries no ads or sponsored recommendations. The feature is rolling out in beta to US users on plans including Pro and Max.
The most AI-pilled growth teams are rebuilding their go-to-market stacks around agents, turning growth into an engineering problem. Small and medium businesses use agents to recreate software their old tools no longer cover, while larger companies move slower because of contracts, integrations and operational habits.
Iran had refused to discuss nuclear concessions. On Friday, Bloomberg reported that it will now examine Qatari proposals on them. The deal trades reopening the Strait of Hormuz for US sanctions relief.
Why it matters. Energy and shipping buyers should watch these talks closely, since a deal reopening the Strait of Hormuz could ease the supply disruption driving their costs.
The Nasdaq rose 1.09% while Bitcoin slipped 0.13% and the crypto Fear & Greed index sat at 25, Extreme Fear, so equity buying did not carry over into crypto.
S&P 500
7,376.86
+0.31%
Nasdaq
24,579.42
+1.09%
Bitcoin
$75,840.94
-0.13%
Ethereum
$2,239.59
+0.23%
Crude Oil (WTI)
$90.34
-0.20%
Crypto Fear & Greed
25 / 100
Extreme Fear
Levels from Yahoo Finance4, 6 Nov and 7 Nov; alternative.me5, 7 Nov.
Kiro Bots turn a one-off coding agent into a named worker inside Kiro Crew that keeps project memory between sessions and can direct other agents. The design is sound and the entry cost is low, yet the evidence so far is launch coverage, so adoption should start as a scoped trial. Teams sitting on a dull, repeating chore like dependency bumps are the right first customers.
Treat every model as a rented dependency.
Cloudflare pushing its cutoff to November 20 and OpenRouter routes changing price without errors show that the ground under your stack moves on someone else's schedule, and a new launch like Inkling 2 Small adds one more platform to track. Put model choice behind configuration, monitor cost and availability, and write a tested fallback for each production route. Run new agent tooling such as Kiro Bots on small, reversible work until it earns more.
Every story links to its outlet. Below, by source, are the 11 figures we checked: 2 verified, 8 reported and 1 estimated.
Verified confirmed by an independent searchReported as published by the named sourceEstimated approximate, in the source or in our check
Signal 225 · 7 November 2026 · 14 sources · How every number is checked · Corrections
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