By the Numbers
The Week in One Paragraph
TL;DR - This Week's Headlines
Stories That Developed
Surprising & Under-the-Radar
AI Agents "Found" a Maya Site Archaeologists Had Already Mapped
A hobbyist had 48 AI agents scan laser maps of 1,200 square kilometers of jungle, and they flagged a likely Maya pyramid and plaza. An update admits researchers had already mapped it in 2025, which the agents missed, yet the post still drew 912 points on Hacker News. (Nov 11)
Six Robots Ran a Store for a Day, and the Cleaner Wandered Off
AGIBOT's humanoids handled 1,730 tasks in a Shanghai convenience store over 24 hours, by the company's count, in a trial held November 2 and 3 that drew wide coverage this week. Four passed; the cleaning robot, blocked by a full bin, left the store and never came back to its post. (Nov 8)
An AI Did Original Economics Research on a $1 Fee
Asked to do real research, Claude Fable 5.2 found that Colorado cutting its company-registration fee from $50 to $1 raised registrations about 17%. Ethan Mollick says the 182-page paper was not publishable as-is, but the finding was real. (Nov 9)
Patent Threats Killed a Free Driver Written With AI's Help
A developer used AI to help build a Linux driver for DisplayLink laptop docks. Synaptics sent a list of 125 patents and threatened $25,000 a week in penalties, so he deleted it. AI makes code cheap; legal defense is not. (Nov 10)
Russian Pranksters Got OpenAI's Security Staff on a Video Call
A duo posing as Ukraine's intelligence chief held a 17-minute call with three OpenAI national-security and policy staff, then posted it. OpenAI says it concluded it was a prank and tightened its checks. (Nov 12)
Insulting Your Chatbot Makes It Worse
An analysis of 8 million messages found a third of US users swear at or insult chatbots, and the AI fixed the original problem 24% of the time after an insult against 35% when users stayed polite. (Nov 13)
Top Repos This Week
📦 Total: 71,935 stars · 📜 License: MIT
👤 By: Cloudflare
📦 Total: 109,987 stars · 📜 License: AGPL-3.0
👤 By: debpalash (individual developer)
📦 Total: 69,885 stars · 📜 License: AGPL-3.0
👤 By: Alishahryar1 (individual developer)
📦 Total: 17,874 stars · 📜 License: Apache-2.0
👤 By: Google DeepMind
📦 Total: 78,688 stars · 📜 License: MIT
👤 By: Rohit Ghumare (individual developer)
Top Models This Week
📥 Downloads (30d): 2,322,693 · 📜 License: Qwen Community License 1.0 (inherited from the original)
📐 Size: about 180B in total, with only about 6B working on each word
📥 Downloads (30d): 437,039 · 📜 License: MiniMax-H3-Image Community License
📐 Size: about 135 GB of model files
📥 Downloads (30d): 392,582 · 📜 License: Apache-2.0
📐 Size: 4.5B
📥 Downloads (30d): 183,188 · 📜 License: MiniMax H3 Community License
📐 Size: 5.5 GB add-on for MiniMax-H3
📥 Downloads (30d): 18,959 · 📜 License: Apache-2.0
📐 Size: 51.3M (about 22 MB compressed)
AI Launches This Week
Alsona
👤 By: Alsona (co-founder and CEO Jaclyn VC) · 💰 Pricing: Free options; flat monthly plan, 30% off for 3 months at launch
🏷 Category: AI sales tools
👤 By: Plurai · 💰 Pricing: Free options
🏷 Category: AI agents and testing
👤 By: YouArt (Y Combinator-backed; maker Harry Zheng) · 💰 Pricing: 50 free credits for new users; paid plans not yet set
🏷 Category: AI video editing
👤 By: Templify (co-founder Yana Abazher) · 💰 Pricing: Free, with optional Pro subscription
🏷 Category: Video and photo editing
👤 By: ScroogeFrog team · 💰 Pricing: Free options and paid plans; 75% off the first year at launch
🏷 Category: Advertising tools
👤 By: Galaxy · 💰 Pricing: Free and open source
🏷 Category: Developer tools and data
👤 By: n8n Labs · 💰 Pricing: Free and open source; you pay your own AI provider
🏷 Category: Virtual assistants
Termination Lag: Coding Agents Solve Early but Stop Late
What it claims: AI coding agents often find the right fix long before they stop working, and keep spending steps, and money, after the job is done. The authors recorded and tested every code change agents made across five AI models, two agent programs and three SWE-bench test sets (collections of real software bugs). In 38% to 82% of successful runs, the agent's very first code edit was already correct.
Key finding: After already reaching a correct fix, agents spent a median of 35-37% (Qwen3-Coder) to 54-60% (Laguna-XS.2) of their steps still working, mostly double-checking and browsing the code, and in 1-8% of cases that extra work undid the correct fix.
Why practitioners should care: If you pay per token (the units AI companies bill by), a large share of a successful agent run can be spent after the problem is already solved. Simple stopping rules, such as ending once the tests pass, could cut costs and even stop agents from breaking a fix they already got right. It also argues for keeping a person or an automatic check in the loop, since "the agent kept working" is not the same as "the agent made things better."
Snapshot
| Provider | Model | Input $/1M | Output $/1M | Context |
|---|---|---|---|---|
| Anthropic | Claude Fable 5.2 (new; fast mode $16/$80) | $8.00 | $40.00 | 1M tokens |
| Anthropic | Claude Mythos 5.2 (new; limited availability, vetted orgs) | $8.00 | $40.00 | 1M tokens |
| Anthropic | Claude Fable 5.1 | $10.00 | $50.00 | 1M tokens |
| Anthropic | Claude Opus 5.5 | $4.00 | $20.00 | 1M tokens |
| Anthropic | Claude Opus 5.5 (Fast mode) | $8.00 | $40.00 | 1M tokens |
| Anthropic | Claude Sonnet 5.5 | $2.00 | $10.00 | 1M tokens |
| Anthropic | Claude Haiku 5.5 | $0.10 (prompts up to 100K; $0.50 above) | $0.50 ($2.50 above 100K) | 1M tokens |
| OpenAI | GPT-6 Cyber (approved Daybreak customers only) | $20.00 (up to 272K; $40.00 above) | $100.00 ($150.00 above) | 1.05M tokens |
| OpenAI | GPT-6 Astra | $10.00 (up to 272K; $20.00 above) | $50.00 ($75.00 above) | 1.05M tokens |
| OpenAI | GPT-6.1 Sol | $2.00 (up to 272K; $4.00 above) | $10.00 ($15.00 above) | 1.05M tokens |
| OpenAI | GPT-6.1 Terra | $1.00 (up to 272K; $2.00 above) | $5.00 ($7.50 above) | 1.05M tokens |
| OpenAI | GPT-6 Luna | $0.10 (up to 272K; $0.20 above) | $0.50 ($0.75 above) | 1.05M tokens |
| OpenAI | Decisions API on GPT-6 Luna | $0.10 | free | 1.05M tokens |
| OpenAI | GPT-5.6 Sol (promo to Nov 30; later price not published) | $4.00 (up to 272K; $8.00 above) | $20.00 ($30.00 above) | 1.05M tokens |
| Gemini 4 Carbon (now on sale; GA Nov 10) | $2.00 to Nov 30; $4.00 from Dec 1 | $10.00 to Nov 30; $20.00 from Dec 1 | 1M tokens | |
| Gemini 4 Argon | $2.00 to Nov 30; $4.00 from Dec 1 | $10.00 to Nov 30; $20.00 from Dec 1 | 1M tokens | |
| Gemini 4 Hydrogen (new; GA Nov 12) | $1.50 | $7.50 | 1M tokens | |
| Gemini 3.8 Flash | $0.75 (to Dec 31; $1.50 from Jan 1) | $3.75 (to Dec 31; $7.50 from Jan 1) | 1M tokens (1,048,576) | |
| Gemini Decision 1 (new; Decisions API) | $0.10 | free | 256K tokens (input) | |
| Mistral | Mistral Large 4 (open weights) | $0.70 | $2.10 | 1M tokens |
| xAI | Grok 4.7 / Grok 4.6 | $2.00 (under 200K; $4.00 above) | $6.00 ($12.00 above) | 500K tokens |
| Meta | Muse Ember (new) | $0.10 (up to 200K; $0.30 above) | $0.50 ($1.50 above 200K) | 1M tokens |
| Meta | Muse Spark 1.3 | $1.25 | $4.25 | 1M tokens |
| Moonshot | Kimi K3.1 Pro | $2.00 | $10.00 | 1M tokens |
| Alibaba | Qwen3.8-Max | $2.00 | $6.00 | 1M tokens |
| DeepSeek | DeepSeek V4.1-Flash-1017 (API name deepseek-flash) | $0.30 peak, $0.15 off-peak | $1.20 peak, $0.60 off-peak | 1M tokens |
| MiniMax | MiniMax M3.1 Flash | $0.15 | $0.60 | 1M tokens |
| Thinking Machines | Inkling 2 Small (Tinker serverless beta) | $0.30 | $1.00 | 256K tokens |
| Inception | Mercury 3 (half-price launch rate, no end date) | $0.10 (list $0.20) | $0.35 (list $0.70) | 1M tokens |
| Groq | GPT-OSS 120B | $0.15 | $0.60 | 131K tokens |
Last Week's Watchlist
What to Watch Next Week
Whether Anthropic Prices Above Its Range
Pricing above $78 would show demand survived the Nvidia shock; pricing inside or below the range would echo last week's caution (Bloomberg: About six times oversubscribed).
What Nvidia Says on Its First Earnings Call Without Huang
Watch for guidance on China, any update on the CEO search, and whether startup investing slows as founders fear (Nvidia: Third-quarter results call).
Whether Chip-Rental Limits Get Into the Defense Bill
A deal would turn the rental loophole fight into law within weeks; a miss would leave it to the Commerce Department's pending rule (Semafor: Congress weighs tighter export controls).
Whether GPT-6.2 Finally Ships
A launch would reset the price and ranking table again after Fable 5.2 and Gemini 4 Carbon; another quiet week would suggest a longer delay (The Register: OpenAI's Daybreak launch).
What Faded
Corrections & Updates
Updated since the dailies. Huang resigned on November 12 as president, CEO and director; the "board preparing to oust him" report is superseded. Anthropic's IPO book grew from "several times" to about six times oversubscribed, and the range was not raised by Friday. Gemini 4 Hydrogen's score of 54 is at its highest effort setting (51 at default). The FAA, and the maker of its AI traffic tool, deny the tool caused Friday's nationwide ground stop; the FBI is examining a possible bad software update. Thinking Machines released Inkling 2 Small's weights on November 12 without publishing the outside safety-test results.
Missed by the dailies. Four nonprofits sued five AI labs to freeze frontier training (November 12); ten labs signed the Paris Call for AI Safety and Security (November 9); New York opened its RAISE Act registration portal (November 10); Reuters reported that a blacklisted, military-linked Chinese university bought Nvidia H200 chips through a reseller (Cybernews: Chinese university bought H200s); Google added two new TPU systems (Data Center Knowledge: TPU 8tx and 8i Max); and Claude Code's "Don't ask again" approvals were found leaking API keys into public GitHub repositories (Dark Reading: AI coding agents leak secrets to GitHub).
Dated or re-run claims. Handshake's "nearly $1 billion" figure was first reported in April; only the podcast was new. The "Into the Unknown" research test was posted in October, the DOJ fraud case was announced November 6 (arrests were made June to September), AGIBOT's store trial ran November 2 and 3, and Australia's school detox was agreed November 2 to 5; all are included because they were widely covered this week. The Mac relationship-graph report that led Saturday's daily is dated October 28, so we left it out. Anthropic's $3.4 billion generator deal remains unconfirmed by either company.
Not verified. Product Hunt blocked automated checks, so upvote counts and launch days in that section come from the daily snapshots. No GitHub repo trended more than one day this week, so those rankings break ties by stars gained on the #1 day. Mistral's own page still shows Mistral Large 4 at $0.70 and $2.10, though trackers report its launch price ended in October. There is no video edition this week because our video tool is down.

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