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Operand raised $31 million across seed and Series A funding at a $220 million valuation, in a round led by Khosla Ventures, for an AI agent platform that helps buyout firms conduct autonomous due diligence. Charta Health raised a $55 million Series B for AI medical chart review.
Read full story →In a pattern-making shop outside Haifa, Johny Srouji spent weekends and summers helping his father make wooden moldings for engine parts and medical equipment. Farid Srouji charged less for complicated work and more for easy jobs. The complicated jobs were the ones he wanted. “If there was a very complex thing that he'd never done, he wanted to do it,” his son recalled in a 2016 interview. Farid kept telling the boy to get an education rather than settle into the family business. His son is now a name in the search for Nvidia's next
Read full story →Today's issue 6 min read
Huang ran Nvidia with roughly 60 direct reports and no succession plan. Earnings land Nov. 17, five days after he left.
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---CLAUDE---
score: 91
trend: up
change: 1
+ Fable 5.2 launched November 9 at $8 input and $40 output per million tokens, 20% below Fable 5.1, and Enterprise Frontier Safeguards with zero data retention is in private beta with Bridgewater, Salesforce and Stripe.
+ Claude Enterprise added a security center, inference hooks and centralized management on November 5, and Claude Meetings, Sheets and Whiteboards entered beta on Team and Enterprise plans on November 10.
+ Anthropic launched its IPO roadshow on November 10 at $70 to $78 a share for 825 million shares, with seven chip and cloud firms including Google, Microsoft and Nvidia reported to buy $26 billion at the offer price.
+ Anthropic secured $3.4 billion of gas generators covering 1.7 GW of power for its data centers.
- A federal judge ruled on November 6 that the "5x or 20x more usage" marketing for Claude Max is plausibly misleading, letting a proposed class action proceed.
---GEMINI---
score: 87
trend: down
change: -1
+ Google released the Gemini Decisions API on November 11, scoring up to 1,000 closed questions about one input in a single pass at $0.10 per million input tokens with no output billed.
+ Because the shared input is billed once, 20 checks on a 4,000-token record cost about $0.50 per 1,000 records, against $8.10 as separate calls.
- Gemini Decision 1 ranks ninth of 18 on the Artificial Analysis Decision Index v2.1, and TypeSafe's Jev undercuts it at $0.042 per million input tokens.
- Gemini 4 Carbon still reaches only selected cyber defenders, with no developer date or model ID.
- Argon's price doubles to $4 input and $20 output after November 30, and core Workspace editions still need an add-on to use it.
---CHATGPT---
score: 86
trend: up
change: 1
+ ChatGPT Enterprise is now sold through AWS Marketplace, so buyers can purchase it under existing AWS contracts and billing.
+ GPT-6 Cyber reached vetted Daybreak Red customers on November 5 and exploited off-limits services in 0.07% of test runs, against 5.51% for GPT-5.6 Cyber.
+ Businesses in ChatGPT entered beta on November 10, letting companies claim profiles and build labeled Business Agents inside ChatGPT.
- Sponsored Business Agents can serve as destinations for ChatGPT Ads, which puts paid placement next to the answers employees use for work.
- OpenAI rates GPT-6 Cyber Critical, its highest cyber risk tier, and Plus, Pro and Business still move to one shared ChatGPT and Codex usage gauge in December.
---MISTRAL---
score: 85
trend: up
change: 1
+ Studio managed agents, an Agents SDK and a visual workflow builder entered public preview on November 5, and workflows are generally available on Mistral Cloud.
+ Private cloud and on-premises deployment of the new agent stack arrives at the end of November, extending the self-hosting case that Large 4's open weights opened.
+ Large 4 remains the strongest open model from the West, under a modified MIT license that allows commercial use and fine-tuning.
- Mistral warns that preview APIs, behavior and limits can change, and its docs move the older Agents API to deprecated, so existing builds need migration.
- Managed agents have no published price, and Artificial Analysis measured Large 4 at 25% on Terminal-Bench 4.0 against the 41% Mistral reported.
---MUSE---
score: 57
trend: down
change: -1
+ Muse Wonder Full still places fourth on GDPx at 9.0% and third on Artificial Analysis's Intelligence Index at 55.8.
+ Muse Spark Open gives buyers downloadable weights for self-hosting.
- Conductor Cloud goes read-only on November 13 and shuts on November 20, forcing its users to move before Meta ships a replacement in early 2027.
- Meta shipped no new model, API terms or enterprise features in the past week, and Wonder Full is still sold only inside Muse Code plans.
- Muse Code keeps Contributor mode on by default, so code goes into Meta's training pipeline unless teams switch to standard pricing.
---GLM---
score: 52
trend: down
change: -1
+ Revolut's self-hosted GLM 5.3 rollout to about 2,000 engineers remains the clearest enterprise cost case among Chinese models.
+ GLM 5.3 is available on Amazon Bedrock, and Zhipu has told GLM Coding Plan subscribers a new model is coming.
- Zhipu has published no new model, date or model card, and GLM 5.3 dates to August 14.
- In a Nous Research test released November 8, 15% of GLM 5.3's answers on sensitive topics contained propaganda.
- A Cloud Security Alliance note places GLM 5.2 in the agent stack of the Cairn campaign that breached more than 100 companies, and Zhipu stays on the US Entity List.
---QWEN---
score: 50
trend: down
change: -1
+ Nous Research cut propaganda in Qwen3.8-27B answers from 22% to 0.9% with one supervised fine-tune, which shows buyers the open weights can be retuned.
+ The Qwen team's pledge to keep Qwen 4 and later models open-weight stands.
- Qwen 4 still has no weights, price or model card, two weeks after Alibaba Cloud's chief technology officer reportedly said it was due.
- The same Nous test found propaganda in 22% of base Qwen3.8-27B answers on sensitive topics, so unmodified deployments carry that risk.
- Self-hosted Qwen3.8 deployments still need outbound network controls after the Beijing upload attempts that Cohere, Vals AI and Zenity Labs documented.
---KIMI---
score: 47
trend: up
change: 1
+ Amazon Bedrock added K3.1 Pro Highspeed on November 10, which Moonshot says produces output two to three times faster than K3.1 Pro.
+ The K3.1 Pro weights rank first among open-weight models on Arena's Agent Arena and 13th overall.
+ API pricing stays at $2 input and $10 output per million tokens, and K3.1 Pro scores 55 on the Artificial Analysis Intelligence Index.
- An unverified campaign brief told creators to skip paid-partnership labels for the launch, and no Moonshot response has surfaced.
- The bespoke weights license and reports that K3.1 Pro was trained heavily on GPT-6 Astra outputs still need legal and provenance review.
---GROK---
score: 29
trend: down
change: -1
+ Grok Bot 1.0 puts shared assistants into Slack, Microsoft Teams and video calls, and the enterprise offer includes a DPA and a BAA for health data.
+ Musk said on November 10 that Grok 4.8 had finished pre-training and would soft-launch to Bot users within days.
- Grok 4.7 from September remains the newest model in the developer docs, with no API date for Grok 4.8.
- API text from seven Grok models carries an invisible watermark by default since November 7, and only team admins can turn it off, model by model.
- Minors are suing over sexualized images Grok made from their childhood photos, and a judge refused to dismiss the Southaven turbine suit.
---DEEPSEEK---
score: 14
trend: down
change: -1
+ DeepSeek Harness reached 1.54 million daily users by November 4, under three months after launch, with an official marketplace planned for about 35,000 community plugins.
+ A Super-Agent prototype that coordinates several coding agents and a plugin creator mode extend DeepSeek's push against Claude Code.
- A November 12 report says companies tied to a person linked to Megaspeed, whose chip imports US authorities are examining, invested in DeepSeek and promised it Nvidia chips; neither side has confirmed it.
- The Homeland Security order barring DeepSeek technology, including third-party products built with it, from federal civilian systems still stands.
- Chinese outlets report that V5 will train on Huawei Ascend chips with release likely in 2027, so no new frontier model is near.
Tools & Workflows
Install Pi Coding Agent 1.4.0 without the fork, prove it on a read-only branch, then copy a working project setup: trust, settings, packages, MCP and the right sandbox for a repository you do not own. Node 22.19 or newer for the npm route; the installer brings its own.
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