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Recursa is a foundation-model system that bootstraps a domain knowledge repository, then improves it through parallel task-solving, reflection, validation, and merging without human experts or a stronger teacher model. The authors report DeepSeek-V4.1-Flash rising from 30.0% to 55.0% on Harvey LAB’s Firm Knowledge benchmark, with Qwen3.8-Flash improving from 35.0% to 46.0%.
A Better Stack video shows Claude Opus 5.5 creating 3D-printable robot parts, wiring diagrams, firmware, and computer-vision software, then iterating from physical test results. The demo highlights frontier models moving from code generation into supervised hardware prototyping.
A Better Stack video shows Claude Code coordinating Blender design, embedded firmware, computer vision, and iterative fit testing to produce a working physical robot. It demonstrates agentic coding extending beyond software into hardware prototyping.
Microsoft is experimenting with bundling version-matched SKILL.md files inside NuGet packages, giving AI coding agents current guidance alongside updated binaries. Tools such as dotnet-inspect and dotnet-package-skills expose or copy those skills into projects.
Superlogical is preparing external testing for a pre-alpha Windows client of Rex, its terminal app and multiplexer. The build extends Rex’s persistent sessions, remote connections, and agent-focused workflow beyond its Mac-first beta.
OpenBot now lets users connect WhatsApp to their local AI-agent workspace, either through “Message yourself” or a dedicated number. Its WhatsApp Orchestrator routes conversations to the right agent and supports files, QR pairing, and approval controls.
DigitalOcean’s Cuttlefish is an iPhone app for supervising Managed Agents: users can watch live sessions, approve or deny tool calls, send corrections, and pause or stop runs. It supports agent harnesses including Claude Code, Codex CLI, OpenCode, LangGraph, and CrewAI (App Store listing: https://apps.apple.com/us/app/cuttlefish-by-digitalocean/id6818391373).
CMU’s ServerBench benchmark evaluates coding agents that build specialized LLM serving systems, jointly optimizing implementation, capacity, and workload routing. Claude Sonnet 5.5 achieved 4.87× the vLLM reference on Gemma E4B, though only 22 of 33 runs produced verified systems. [Paper](https://arxiv.org/abs/2611.06841)
SenseTime’s multimodal agent model adds cross-session memory, proactive workflow support, and generation of animated presentations, posters, websites, SVGs, and editable Blender projects. It is available through SenseNova Studio, Raccoon, and the SenseNova Token Plan.
TypeSafe’s Jev is attracting more OpenRouter requests than any other individual model while consuming only a sliver of total tokens and spend. Its structured, non-generative decision format makes high-volume classification and routing dramatically cheaper than conventional LLM calls.
AMD and Microsoft made ML-based FSR Upscaling 4.1.2 available to Xbox Series X|S developers through the October 2026 GDK, with SDK support extending to ROG Xbox Ally handhelds. The update adds Full and Lite INT8 models for balancing image quality against GPU cost.
Adam Holter’s nine-run test log found Pulse Alpha Free capable of producing clean standalone SVGs, but another SVG failed XML validation because of a duplicate attribute. The broader tests also exposed browser-game startup and rendering issues, pointing to useful breadth with uneven reliability.
As Conductor Cloud becomes read-only on November 13 and begins shutting down on November 20, boat is positioning its persistent Linux VMs as an inexpensive home for agent-driven software factories. It supports Claude Code, Codex, Docker, desktops, snapshots, and per-second billing.
Omarchy 4.5, the agent-focused Arch Linux desktop, adds native Apple Silicon support, preliminary NVIDIA ARM support, floating workspaces with a dock, 50-language localization, and faster system performance. Its agent panel now tracks 23 providers and supports multiple Claude, Codex, and Grok accounts. Official announcement: https://omarchy.org/news/2026/11/omarchy-4-5/
OpenBot’s v0.60.0 and v0.61.0 releases add visual workflow execution, Slack and Telegram triggers, multi-repository GitHub monitoring, and broader agent-provider support. Together, they push OpenBot from a local AI workspace toward an event-driven automation platform.
OpenBot users running Claude Code now benefit from a Claude optimization that makes background subagent status updates about 99% cheaper. Haiku 5.5 generates updates from short notes instead of rereading each subagent’s full conversation.
Baidu released an open-weight 280B-parameter MoE base model with 14B active parameters, trained on 33.5T tokens and supporting up to 1M-token contexts for fine-tuning and inference. It is a pretraining checkpoint without instruction tuning or reinforcement learning, designed for developers to adapt.
This arXiv paper evaluates training data, reasoning traces, and expert-routing calibration across three open models on ARC-AGI-2. It finds real task data and inference engineering outperform large synthetic datasets, with the best system reaching 56.67% on semi-private tasks.
This paper evaluates turn-level best-of-N sampling, where a generator proposes multiple actions and a selector chooses one before execution. On Terminal-Bench v2.1, the approach improves accuracy and consistency while reducing agent turns, but requires substantially more inference compute.
Siyi Yu’s new arXiv study compares AI exposure with 21 O*NET working-condition measures across 754 U.S. occupations. Higher AI exposure correlates with less dull, dirty, and dangerous work, but much of the relationship weakens after accounting for physical demands, education, experience, and wages.
PewDiePie’s Ajax is a planned Qwen 3.5 9B fine-tune for the self-hosted Odysseus workspace, targeting private web search, browsing, email, and calendar automation. The official page still lists it as coming soon, with no release date. [Official Ajax page](https://data.pewdiepie.com/)
ASC CLI is teasing forthcoming support for App Store Connect Retention Messaging, enabling developers to configure cancellation-flow messages, images, and offers through a scriptable workflow. Apple’s basic setup is available now, while targeted API-driven messaging still requires access approval.
Okapi monitors third-party API calls in GitHub repositories and opens reviewable pull requests when deprecations or breaking changes threaten application code. It serves as a free, API-focused counterpart to Dependabot for conventional apps and AI agents. [Okapi](https://www.okapi.bot/)
Tao Browser gives each company, client, or project its own cookies, logins, tabs, and storage in a private Mac workspace. The free beta includes Arc import, tracker blocking, Touch ID locks, and an optional AI page panel using your own API key.
Pushary for Teams routes AI-agent approval requests to the right teammate or designated lead, then records who asked, who answered, and when across Claude Code, Codex, Cursor, Gemini CLI, and Hermes. The team plan costs $59 per month for five people. [Official announcement](https://pushary.com/teams)
Bridge is an agentic meeting workspace combining video conferencing, scheduling, meeting preparation, live intelligence, AI notetaking, structured memory, and customizable agents. Its MCP integration also lets external AI clients access meeting context and take action. citeturn3view1turn1search2
FounderMail turns Cloudflare-managed domains into shared, real email inboxes for founders, teams, and AI agents. Agents receive separate, permissioned access instead of borrowing a human login, with REST and MCP integrations. [FounderMail](https://foundermail.io/) [Product Hunt](https://www.producthunt.com/products/foundermail-2)
Rainbrand turns websites, brand guides, and files into versioned brand context that agents can reuse across marketing, websites, presentations, email, and video. It connects through MCP to Claude, ChatGPT, Codex, and Cursor, or through a REST API for product integrations.
TextKit launched an SMS API for sending and receiving texts in the US and Canada, with SDKs, a CLI, MCP support, sandbox testing, verification, and automated 10DLC registration. Pricing starts at $0 monthly and $0.002 per text plus carrier fees.
Pinku runs open-weight Llama, Qwen, and Gemma models locally on iPhone, iPad, and Mac using Apple’s MLX framework. After downloading a model, users can chat offline without an account or sending conversations to a server.
Easy-Peasy.AI’s AI Employees lets teams hire role-based AI teammates that divide work, retain memory, use connected apps, and run scheduled routines. Actions such as emails and calendar changes require approval by default. ([Easy-Peasy.AI](https://easy-peasy.ai/ai-employees))
Clocknext launches a billing and monetization platform for AI-native apps, combining real-time usage metering, credits, outcome-based pricing, wallets, invoicing, and margin tracking. It targets teams that need flexible agent pricing without building billing infrastructure internally. [Clocknext](https://www.clocknext.com/)
Stitch.ai launches a connected workspace combining mail, calendar, tasks, notes, contacts, files, sheets, and slides with its Stitchy AI assistant. Its core promise is preserving context across everyday work instead of forcing users to stitch together separate apps. [Stitch.ai](https://stitch.ai/)
Glasshand rents dedicated physical iPhones and Macs to AI agents through an API, letting Claude Code, Codex, Cursor, or other agents use Apple apps, iCloud, cellular connectivity, and real-device testing. The launch targets workflows that simulators and virtual machines cannot reliably handle.
Polylane connects to Google Cloud projects, investigates Monitoring alerts across logs, metrics, traces, and GKE, then prepares code fixes for review. Read-only access, short-lived Workload Identity Federation tokens, and scoped project connections reduce deployment risk.
Wingmen finds prospects signaling real buying intent through pain posts, hiring, funding, job changes, and engagement, then scores them and drafts grounded outreach. Its agent can run LinkedIn and email sequences from the web app or Claude via MCP.
Mercury Desktop 1.5.0 brings Mercury to macOS, Windows, and Linux, letting developers install locally or connect to remote servers while managing chat, coding, research, bots, and artifacts from one app. [Official release](https://mercuryagent.sh/docs/releases/1.5.0)
Bloss is repositioning its privacy-compliance AI around a calmer experience for finding, explaining, resolving, and preventing violations across structured and unstructured data.
Cursor Cloud Agents handle parallel coding tasks in isolated cloud VMs, testing changes, interacting with applications, and opening pull requests without tying up the developer’s machine. Cursor documentation confirms support for full development environments, multi-repo workspaces, MCP tools, and remote desktop control.
This standalone Python program searches Japanese, U.S., and worldwide settlement gazetteers for city-name anagrams, producing reproducible CSVs and provenance metadata. It finds 1,038,396 anagram-partner names among 2,768,607 normalized entries, while executable checks catch plausible-looking LLM mistakes.
OpenAI is preparing cloud-browser improvements for Dots aimed at smoother authentication, more reliable computer use, and stronger takeover when users need to intervene. The work targets the operational friction that limits always-on browser agents.

Eric Michaud

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AI Revolution

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