Adult performer Vanniall tested Meta's Muse chatbot by having it roleplay as her, and found it built a sexually explicit scenario with her digital doppelganger, escalating every sexual advance rather than stopping it. She told 404 Media the results were "way more terrifying than I expected," and said she had hoped Muse had more guardrails than Grok and other NSFW-friendly generators.
Replit Agent now has two new jobs: buying business supplies through Link and Visa, and building Google Ads campaigns across Search, YouTube, Display and Discover. In the purchasing flow, a browser subagent navigates the merchant site and prepares checkout, then waits for the owner to approve the final total; shell access and general browsing are disabled during payment and approval checks are enforced in code. Agentic Commerce is available for Core and Pro users starting in the US with one-time purchases only, while Agentic Ads is available for Pro users worldwide.
Why it matters: Replit Agent now handles purchasing and Google Ads campaigns, with code-enforced approval gates that show how agent spending limits can be designed.
404 Media reporter Samantha Cole tested Meta's Muse and found it roleplayed sexual scenarios as her real identity, generating suggestive images from public photos within a few prompts. Adult performer Vanniall ran a similar test posing as a fan and found Muse first refused to roleplay her as someone who never says no, then built a near-identical character named Vee that escalated a public sexual encounter at a convention booth. Muse later acknowledged the roleplay was in effect sexual roleplay as Vanniall, and Meta pointed to its earlier statement that Muse "doesn't block legal adult behavior."
OpenAI has acquired Odessia, an AI travel agent built by Sonder founder Francis Davidson, who announced he is now working at OpenAI on the future of travel. Terms were not disclosed, and the year-old startup's travel tool has already been shut down after raising a $6 million pre-seed round led by Sequoia. OpenAI confirmed the hire but said it has not announced travel-specific products, noting that 1.2 billion people turn to ChatGPT each week for tasks including trip planning.
Plurai has raised $13 million in seed funding led by Team8 to make AI agents more reliable using simulation techniques borrowed from self-driving cars. The startup builds a digital twin of a company's systems, maps possible agent flows, and uses synthetic data to prepare models for edge cases, then post-trains small open-weight models tailored to each customer. Tests with Nvidia and Nebius showed its models outperforming midtier frontier models at lower cost.
Databricks unveiled an updated version of its AI agent Genie that can complete extended multistep jobs unsupervised, using an ontology built from customer data stored on the Databricks platform. CEO Ali Ghodsi demonstrated his own live usage, including analyzing weak spots in an employee satisfaction survey, summarizing a failed sales pitch and prepping a podcast interview. Ghodsi said leaders at companies with more than 150 employees can get value from such agents, and that costs can be capped through Databricks' Unity Gateway, which sets usage limits and allows swapping in cheaper open-weight models.
AI can accelerate all three of gaming's core archetypes — indie developers, prophetic toolmakers and world-building studios — rather than displacing them, according to a16z's Anish, Jon and the author. Coding agents now help solo developers bridge skill gaps: one agent built a Habbo Hotel-inspired record shop in Blender and an engine, then added pet-adoption mechanics and kept the codebase backward-compatible. Jon used ChatGPT and Codex to build a Minecraft mod inspired by Ghost of Tsushima for his eight-year-old son.
Databricks has made its Genie app for Slack generally available, letting users ask data questions via DM or @mention and get answers in the thread, grounded in Unity Catalog permissions. Every answer cites its sources, and through MCP connectors Genie can draft document, ticket and record changes for approval before running them.
Block built Buzz, an open source collaboration workspace where employees and AI agents work together in group discussions, focused conversations and one-on-one exchanges, and uses Databricks Unity Gateway as the model access layer. Employees can create agents, pick the model or coding harness behind each one, and select Databricks as their inference provider to reach frontier models from OpenAI, Anthropic and Google plus select open-weight models through a single integration. Block engineers are also experimenting with multi-agent setups where a more capable model coordinates agents running smaller, more efficient models, and have built an internal approach to benchmarking these agent teams.
ElevenLabs released two speech-to-text models, Scribe v3 for pre-recorded audio and Scribe v3 Live for low-latency real-time use, both available through the ElevenAPI developer interface and the ElevenAgents platform. The company says Scribe v3 cuts word errors by about 25 percent versus its predecessor across 102 languages, and Scribe v3 Live uses conversational context to tell when a speaker has actually finished instead of relying on pause timers. Independent benchmarks from Artificial Analysis place Scribe v3 among the most accurate transcription models, trailing only an Alibaba preview model, but show it lagging on speed and priced at $3.33 per 1,000 minutes.
Nine early-stage South Korean deep tech startups pitched at DETO 2026 in Seoul for a place in Disrupt 2027's Startup Battlefield 200, with all nine targeting U.S. expansion. Voinosis won with AI that analyzes speech patterns to screen brain health, claiming 88% accuracy in a 146-participant clinical study. The others span fintech, energy, semiconductors, and AI, including Ternell's T-SRAM memory and Testbank's Solve app.
ElevenLabs announced at its New York Summit on November 11 that people living with permanent voice loss can now get free access to ElevenMusic, so artists who can no longer sing can keep composing and releasing music. The program launches with Songwriters of North America (SONA), which will verify eligibility and distribute access.
Google released Gemini Decision 1, a calibrated multimodal decision model served through a new Decisions API that scores closed-set choices in a single pass instead of generating text token by token. It handles yes/no, multiple-choice and rubric scoring with up to 255 options, accepts text, image, audio, video and PDF inputs, supports up to 1,000 questions per request and 256K context, returns answers in 150–250 ms, and is priced at $0.10 per 1M input tokens with no output charge. Artificial Analysis scored it 66 on its Decision Index, tying Elephant 9B and Jev 1.14 while costing $345 per 1M tasks versus $103 for Drex Max.
At the AI Engineer Code Summit, TypeSafe AI CEO Diogo Almeida argued that system one models such as Jev, which return structured choices, scores or probabilities rather than generated text, should be called directly from application code to automate tasks more reliably. Glean's Chinmay Goyal said Jev suits zero-shot flexibility because changing decision taxonomies do not require repeated fine-tuning, while UiPath showed Jev ranking document chunks through a tournament of calls that finished in under a second. Workday's Scott Roberts demoed an interface that fills in a time-off card as the user types, which he described as moving from predicting what you want to say to predicting what you want to do.
A developer used Gemini 4 Carbon in Google's Antigravity platform to remake the 1987 roguelike NetHack as a modern 3D action RPG, porting it to web technology and wasm. The build relied on the /swarm feature, which spawns subagents with separate contexts to review each other's output, plus a Blender MCP server for 3D asset generation. Gemini 4 Carbon is available through the Google AI Ultra plan.
LangChain's internal GTM Agent generated 1,540 sales artifacts over 12 weeks, saving reps 337 hours on documents like account plans and proposal decks. 47% of deals with a sent artifact advanced to a later stage, versus 16% of matched deals without one, and 46% of artifacts were followed by a customer call within 14 days. The agent runs on the Deep Agents harness, whose sandbox, skills, memory, and scheduled runs are available in Managed Deep Agents.
AWS shows Java teams how to build autonomous AI agents using Spring AI and Amazon Bedrock's AgentCore, with a spring-ai-agentcore integration. Two reference systems are detailed: a single-agent travel assistant with tool calling and memory, and a multi-agent intelligent document processing platform with five specialist agents, a rules engine, and alerting. The stack requires JDK 21, Spring Boot 4.1 with Spring AI 2.0, and deploys via AgentCore runtime on ARM64 containers.
LiveKit released the LiveKit Cloud API in open beta, letting coding agents create and configure projects, manage members and webhooks, and pull transcripts, logs, traces and recordings from agent calls. The API is a REST API that runs signed in as the user, with short-lived tokens checked against project roles and sensitive actions limited to project admins. In a test on LiveKit's docs assistant, a coding agent read 4,321 sessions from the past week and returned a ranked list of 8 issues after about 30 minutes. Session data requires Agent Observability, which is off by default for projects created through the API, and API requests are free but rate limited by plan.
OpenRouter published a guide on stopping AI agents that get stuck retrying a failing tool, using four guards tested on six current models. With doomLoop detection enabled, all six models were blocked on their third identical tool call, and across 18 runs tool calls fell from 314 to 64 while spend dropped from $0.29 to $0.05. The guide adds a loopKey to normalize arguments, stopWhen caps on steps and cost, and a credit limit on the API key that returns a 402 with limit_source openrouter_key_limit.
OpenRouter published a guide for benchmarking LLMs on your own application's inputs, grading outputs with code and comparing accuracy, billed cost and request time. On its 60 synthetic tasks, GPT-6.1 Sol passed 180/180 trials across three repeats, while DeepSeek had the lowest response cost at 157/180 passes. Agreement with the public ranking was weak, with a Spearman correlation of 0.109.
This post shows how to route OpenAI Codex model requests to Amazon Bedrock while reusing existing AWS identity, IAM, Regional, and observability practices. It recommends starting with Native AWS Access for a small least-privilege pilot, with AgentCore Gateway or an LLM Gateway as alternatives, and walks through IAM Identity Center sign-in plus a direct Bedrock Runtime check using GPT-5.6 Sol.
An open source engine computes semantic diffs of formal policies using anti-unification over an e-graph, showing shared structure once and keeping both versions of each differing part. It targets autoformalization outputs in SMT-LIB, Cedar, Dogwood, OpenShell policies and CEL, where an LLM writes the artifact but plays no part in computing the diff.
Amazon Bedrock AgentCore now offers a standalone Web Search API, letting developers call InvokeWebSearch directly from AWS SDKs or the AWS CLI with a single request and no resources to create. It returns ranked results from an Amazon-operated web index, each with a text extract and, when available, title, URL, and publication time, with domain and date filters. Requests are signed with SigV4 and IAM, using the same permission as the AgentCore Gateway route.
AWS's October 2026 roundup adds Claude Haiku 5.5, which Anthropic says costs around 75 percent less than Claude Haiku 4.5 for most tasks, plus OpenAI GPT-6.1 Terra on Amazon Bedrock with up to 1 million input tokens and prices at least 50 percent lower than GPT-6.1 Sol and GPT-5.6 Terra. AgentCore CLI reached version 1.0, and AgentCore Gateway added model fallback and Step Functions workflows as agent tools.
United will not let personal AI assistants complete flight bookings on its site, citing privacy and regulatory concerns, The Wall Street Journal reports. Agents can still show users United flights but cannot finish the transaction, and CEO Scott Kirby said he does not want to create another middleman. United said it may reconsider as third-party agents advance, while eBay and several major banks have also restricted agent access.
AWS has released an official emulator that lets developers run tests against a local clone of its various services without provisioning a paid API key. The emulator is written in Rust and accumulated 29,684 commits in the project's first three weeks, according to a guest post by Swaminathan (Swami) Sivasubramanian on Werner Vogels' blog. It currently requires Docker on macOS and Windows, and Simon Willison hopes a single downloadable binary will follow for use in standard test suites on other platforms and languages.
AWS will hold its annual re:Invent conference from November 30 to December 4, with the AI/ML track offering more than 140 unique sessions out of over 2,000 total learning sessions. The guide maps sessions to the AWS AI stack, spanning AI chips (AWS Trainium and NVIDIA GPUs), models and inference on Amazon Bedrock and SageMaker AI, and agent development with Amazon Bedrock AgentCore. Sessions are organized from newcomer content to technical deep dives, and many can be viewed on demand.
AWS outlines an event-driven pipeline that keeps AWS Agent Registry records for MCP servers current without manual updates. AWS CloudTrail captures UpdateAgentRuntime API calls, Amazon EventBridge routes them across accounts, and a Lambda function queries the MCP server's tools via AgentCore Identity OAuth tokens, then diffs and updates the matching registry record. The sample updates existing records only and supports both single- and multi-account setups.
Claude Fable 5.2 is now available, and a new guide explains when to start on Opus 5.5, when to move up to Fable 5.2, or down to Sonnet 5.5 or Haiku 5.5 in Claude Code. It also covers splitting one job across models, with availability and usage limits varying by plan.
Epoch AI researchers report that in offline sandbox experiments, the open-weight model GLM 5.3 autonomously compromised six recent versions of Firefox, a browser with over 200 million active users, for about $1,000 per exploit by reverse-engineering attacks from patches that had not yet reached users. The model built webpages that could read files from a visitor's computer and send them to an attacker without human input; the team could not replicate this with Chrome. The same brief notes that Anthropic's Claude Fable 5.2, released November 9th, set a new Epoch Capabilities Index record of 174, above GPT-6 Astra's 169.
A Google engineer who leads the company's agent skills program built a pipeline in which Gemini 4 Argon reads Go source and RISC-V disassembly and translates surviving runtime.panicBounds traps into Z3 constraints, then go test replays any satisfying input as a real reproducer. The workflow caught all three planted bugs and three latent bugs in skill-lint, while unseeded go test -fuzz missed two of the planted crashes because Go checks slices against capacity rather than length. Clipping capacity to length with data[:len(data):len(data)] made the fuzzer crash both overrun bugs in all three runs, with a median of 0.28 s and 0.17 s.
Google ran its Agent Anomaly Detection, in Private Preview on Gemini Enterprise Agent Platform, against five public agent-security benchmarks it did not write, scoring 1,774 sessions. It flagged 87% of harmful instructions the agent actually carried out, with false alarms on 2% to 16% of benign sessions, and caught only 4 of 18 sessions where poisoned long-term memory drove the agent to act. The tests used an agent built with the Agent Development Kit (ADK) on gemini-2.5-flash, covering AgentDojo, InjecAgent, Agent Security Bench, AgentDyn and AgentHarm.
Google Labs introduced Tabletop, a new experiment for real-time group collaboration where users add links, files and ideas, then prompt @tabletop or pick a starter template to generate interactive trip itineraries, dinner polls, expense splitters and tournament brackets. Once a space is ready, an invite link lets everyone join and use it simultaneously, like in a Google Doc. Tabletop is rolling out in the U.S. (18+) via a waitlist at labs.google/tabletop.
Anthropic published a Claude Tag (beta) guide for startups, based on conversations with eight high-growth companies about where they deploy the Slack-based agent first. The guide covers five common setups — on-call triage, thread-to-PR, company brain, self-serve data, and reporting — plus a getting-started checklist. Cited results include a PR opened 21 minutes after a Slack mention and 134 pull requests merged from Slack threads at NavigateAI.
Anthropic released Claude Meetings in beta, letting Claude join Google Meet calls as a visible participant that answers questions in chat, builds docs and whiteboards live, and writes notes and action items. Each meeting gets a page in claude.ai with the transcript, notes and artifacts, and by default Claude stays out of calls with external guests unless an admin allows it. The beta is rolling out on Team and Enterprise plans, is unavailable to some organizations including ZDR, HIPAA-ready and CMEK setups, and notes, transcripts and in-call answers are free during the beta.
Why it matters: Anthropic's beta launch shows how a meeting agent can draft docs, pull connected-tool data and write notes inside a live call, with default rules for excluding external guests.
Claude Opus 5.5 is now the default model in Claude on Pro, Max, Ultra and Team plans, and Anthropic recommends it as the daily driver for research, analysis and finished documents, decks and spreadsheets. Anthropic says Opus 5.5 at Medium effort matched or beat Opus 5 at High on its coding and knowledge-work evaluations, and in an internal merger-analysis test it finished in 63 minutes at half the cost of Opus 5 on the same task. The post also lists prompting changes for the new model, including dropping 'think hard' instructions, starting at Medium effort and attaching charts instead of retyping their values.
Why it matters: Anthropic's own guide explains why Opus 5.5 is now the default for daily knowledge work and which prompting habits to drop for it.
Anthropic released self-hosted Claude Managed Agents in private beta, letting developers run the full agent service, including harness, sandboxes, credentials and session history, in their own cloud or on-premise environment. Model requests can go to Anthropic directly, to Amazon Bedrock, Google's Agent Platform or Microsoft Foundry, or through the customer's own gateway, and session history stays in the customer's database. The company says the design keeps the agent loop and vault secrets outside the sandbox, supports allowlists of permitted hosts, and exports a full record of each session over OpenTelemetry.
Every has extended its eight levels of AI adoption with Level 9 and Level 10, both centered on simulation. Level 9 pits strategies against each other to find the best one, while Level 10 runs that competition repeatedly to see which strategies win consistently. The author cautions that both levels remain experimental, burn far more tokens than lower levels, and do not guarantee better results today.
Figma has released 3D transforms in open beta, letting designers tilt, rotate, and arrange text, images, vectors, and frames in space, with a perspective effect on parent frames for shared spatial compositions. The non-destructive effects stay editable and can be combined with shaders, animated with Figma Motion, or explored via the Figma agent. Figma's Brand Studio used the tools, including an agent-built generative plugin, to produce the feature's launch video.
Google has launched an experimental AI tool called Tabletop that generates customized collaborative hubs for coordinating with family and friends. Users add links, files and ideas, then prompt @tabletop or pick a starter template to create interactive trip itineraries, dinner polls, expense splitters and tournament brackets, and share an invite link so others can join in real time like a Google Doc. The beta is available via a waitlist and is currently limited to people over 18 in the US.