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Latent.Space@latentspacepodAI score38AIThariq (@trq212) explains how "local hands" is being implemented in Claude Code, a pattern where Claude runs in the cloud but can access files on the user's machine. The same approach is also coming to Cowork.
AIEvery has launched the Every Agent, an agentic coworker that lives in Slack and helps teams delegate complex work and share AI experiments. It also sends personalized Frontier Alerts when new models or tools ship, and the company says it charges zero percent markup on tokens, so customers pay what Every pays.
AIClaude Code v2.1.290 adds serverToolUses to plugin turn.step results and agentId to tool.check hook events, so hooks can distinguish subagent permission checks. The release also adds a Deny button to the Claude apps gateway sign-in approval page, plus claude attach and claude logs accepting partial session names.
Amjad Masad@amasadAI score13AIReplit has made TikTok Ads MCP available inside its workspace, letting developers bring advertising workflows into the same place they build apps. Users connect their TikTok Ads account to run promotion from Replit. The main post, by Amjad Masad, is a short remark that promoting an app on TikTok is the request.
Yuchen Jin@Yuchenj_UWAI score42AIYuchen Jin argues computer-use agents will be AI's next major battleground because many digital tools lack useful APIs, while GUIs are a universal interface nearly all software exposes. He calls Codex Desktop with Astra the best computer-use agent he has tried so far.
Nous Research@NousResearchAI score29AINous Research says Hermes Agent can handle far more than flight booking and points to a documentation page listing 326 use cases from real users. The post gives no further details about specific tasks or results.
Elad Gil@eladgilAI score40AIEra, launched by Ofir Ehrlich's team, generates a complete simulated company spanning Salesforce, Slack, Jira, Zendesk, Gong, and Deel, plus cloud databases and storage. Agents interact with it through live MCP and API interfaces, and because Era generated the company, it knows the exact ground truth for testing and benchmarking. The post says the product is live today and free.
Cursor@cursor_aiAI score35AICursor now supports MCP annotations such as readOnlyHint and destructiveHint on custom tools. These let the model distinguish a lookup from a delete before calling a tool.
AIBruce Hopkins shows how to wrap an existing stock-data REST API, the Twelve Data API, in a Model Context Protocol (MCP) server so an MCP client can discover and call it. The demo uses Python with FastMCP, exposing current and historical stock-price functions as tools and resources with descriptive prompts. Developers can add an MCP interface around existing capabilities without replacing their underlying application logic.
Fireworks@FireworksAI_HQAI score34AIFireworks AI has made DeepSeek V4.1 Flash available for training on its Dedicated Training API and Managed Training surfaces. The post positions the model as a strong base for agentic coding, terminal automation, and tool use, and notes it is cost-efficient to serve.
Replit ⠕@ReplitAI score16AIReplit now offers a TikTok Ads MCP integration, letting users bring advertising workflows into the workspace where they build. Users connect their TikTok Ads account through Replit's integrations page to try it.
Santiago@svpinoAI score47AIA tool can turn a one-line business description into a complete synthetic company spread across CRM, ticketing, Slack, files, emails, and call recordings. Developers can test agents against this connected data, then reset the company to its initial state and rerun the test when something breaks. The background post describes the product as Era, a free simulated enterprise that connects to Salesforce, Slack, Jira, Zendesk, Gong, and Deel through live MCP and API interfaces.
Cohere@cohereAI score35AICohere's North 2 lets users create reusable agents, automations, and multi-agent orchestrations for completing tasks. Agents now retain context across sessions rather than starting fresh each time.
Cohere@cohereAI score22AICohere's North now links to everyday work apps including Slack, SharePoint, OneDrive, Outlook, Exchange, Jira, Linear, Notion, and GitHub. The post frames the integrations as a way to speed up everyday work.
PixVerse@PixVerseAI score32AIThe PixVerse plugin enables an AI agent to generate motion graphics from a written brief. Users describe the visual elements, how they should move, and the desired timing.
indigo@indigoxAI score42AIBrian's Grok Bot method treats each bot like a new hire: define the role, test it on text first, run three trials, escalate based on evidence, and add a second agent only after a bottleneck appears. Each bot's role is defined by five fields: a real name with a short label, a one-line job tied to an outcome, what it owns, its inputs, and what it may do freely versus what it must ask before doing. The post frames an Agent Team as the final result of this process, starting with one coordinator and three specialists.
meng shao@shao__mengAI score72AIUber uses a control plane and data plane gateway to automatically convert its internal APIs into MCP tools, with 800+ MCP servers and 5,000+ tools hosted. The design includes an AutoCrawler that generates tool descriptions with an LLM, a default-disabled discover-not-expose security model, and techniques such as Omni MCP, Response Projection, and Code Mode to limit context bloat.
AITogether Link connects coding agents such as Claude Code, Codex, OpenCode, and Pi to open models on Together AI, which the company says cuts spend by over 50%. Setup takes one command, and its "Auto" mode routes each session's first task to a fast low-cost model or a frontier model, with a per-session tracker comparing costs against Opus 5.5.
AIOpenRouter's shell and bash tools, along with those from OpenAI and Anthropic, run an agent's commands in provider-managed sandboxes during the same API request, so developers don't provision or patch containers. OpenRouter's tools are in beta, with sandbox time billed at $0.0001 per second and a 30-second minimum for a new or sleeping container. The article compares the four providers and notes that self-run sandboxes remain better for custom base images, GPU work, or multi-hour sessions.
Teknium 🪽@TekniumAI score38AIThe Hermes plugins catalog has grown to nearly 500 mods that add capabilities, model providers, memory enhancements, and visual components. The full list is available in the Hermes documentation at
AIMicrosoft and Hugging Face released ThinkingBox, a benchmark that grades AI agents on the terminal backend state and side effects they leave behind rather than their final responses. Each of 507 stateful business tasks runs 20 times from a clean backend, and the post reports pass@1, pass@20, and observed 20/20 counts, plus cost per successful and per dependable task across 18 models. The harness and dataset are available on Hugging Face, with the OpenEnv interface for running evaluations.
Why it matters: The post shows why checking the database state, not tool calls or final replies, exposes agent failures, and gives a repeat-run method for judging reliability.
PixVerse@PixVerseAI score22AIPixVerse has introduced Short Drama, a plugin that lets an AI agent turn a user's scene description into a finished video. The plugin takes text covering characters, setting, action, and mood, and produces video through the agent workflow, giving teams concrete material to review and develop.
vLLM@vllm_projectAI score30AIPrime Intellect has launched Prime Inference, serving GLM-5.3 with vLLM at scale for agent workloads. The vLLM project credits the team's work on prefill/decode topology, scheduler bubbles, and reliable tool calls.
Muse@MuseAI score18AIMuse has released a developer portal to simplify connector intake, letting developers submit, manage, and track their connectors. The company says it crossed 3,000 connector submissions on its Connector Platform, and it hopes the portal will help drive the next 3,000.
AIAnthropic released Claude Code v2.1.288, adding $.ui.selection() for mods, a built-in gh api for cloud sessions without the GitHub CLI, and --max-findings for /code-review. The release also fixes many issues, including mid-response API timeouts, resume and compaction bugs, and auto mode denials and model switching on Bedrock and Mantle.
fal@falAI score13AIfal announces that the MiniMax H3-Max reference-to-video model is available to try now on its platform. The post links directly to the model's reference-to-video page on fal.
Databricks@databricksAI score44AIDatabricks' new open-source meta-harness, Omnigent, lets multiple coding agents such as Claude Code and Codex share sessions, rules, and security policies in one system. A walkthrough by @leonvz demonstrates forking work across agents, multi-agent review and debate with Debby, and splitting implementation across subagents with Polly.
Cline@clineAI score18AICline can use its Gmail and Slack connectors to pull emails and notifications and produce a brief of what was missed overnight. The example also shows it sending replies to urgent messages after the user approves them.
Cline@clineAI score38AICline Desktop now offers Connectors in beta, letting users link Gmail, Slack, Google Calendar, Linear, Sentry, Notion, and other apps in one click. Once connected, Cline can use these apps' tools to retrieve context and take actions on the user's behalf.
PixVerse@PixVerseAI score16AIPixVerse announced a plugin that lets users generate an unboxing video from a product description, setting, and presenter reaction. According to the post, the AI agent uses PixVerse to produce the video.
MiniMax Design (H3)@Hailuo_AIAI score20AIHailuo AI says video editing with H3 is becoming seriously fun, pointing to a community test of MiniMax-H3-Character-Swap-LoRA in ComfyUI. The shared demo, posted by @toyxyz3, shows the LoRA being used for character swapping in video.
AIEvery's senior editor describes moving from single-thread chatbot prompting to delegating complex projects to teams of coordinating subagents, using skills, orchestrator threads, context packets, MCPs, and computer use. He says a subagent workflow verified employee equity costs across multiple grants, strike prices, and vesting schedules, and returned a draft Slack message for approval. The shift was prompted by a June tweet in which Codex placed a colleague at Level 5 of the "Eight Levels of AI Adoption" framework.
AIPrime Inference is a serving platform for frontier open-source models, offering serverless endpoints and reserved capacity on Prime's GPU infrastructure across multiple datacenters. Its first public deployment, GLM-5.3, went live on OpenRouter on September 22, and the post reports a near-zero tool-call error rate and 100% uptime since launch. The post also describes GLM-5.3 serving on GB200 NVL72 with prefill/decode disaggregation and NVFP4 KV compression.
Why it matters: The post separates scheduler, KV-cache, and tool-call fixes, showing concretely which bottlenecks shape production serving of open frontier models.
AIThe article compares LangChain/LangGraph and CrewAI workflow orchestration with OpenRouter's native model and provider routing. It says OpenRouter's models parameter provides an ordered, error-driven fallback list, while LangGraph and CrewAI handle state, memory, and delegation. Frameworks can also run on OpenRouter as the model layer underneath.
AITool definitions and tool-call responses differ between OpenAI, Anthropic, and Google, so a tool that works on one model may fail on another. The article compares six agent frameworks, including LangChain, CrewAI, and the OpenAI Agents SDK, by where each performs schema translation. It also describes OpenRouter's API-layer normalization, which accepts an OpenAI-style tools array and returns a standard tool_calls response for tool-capable models.
Lydia Hallie ✨@lydiahallieAI score62AIClaude Code can now be modified with mods that change its behavior, customize the UI, and add features, written in a few lines of TypeScript or generated by Claude. Mods ship inside plugins and are installed with /plugin in the CLI or desktop app. A TypeScript function can intercept internal events such as tool calls, prompts, model requests, and renders, and add custom UI and commands.
TypeSafe AI@typesafeaiAI score20AIDSPy's official account highlighted a recorded office hours session showcasing Jev use cases and explainers. The quoted context says the session covered DSPy's Jev/System One implementation, the ReAnchor optimizer, and design patterns for selective compaction, tool approvals, and subagent delegation.
TypeSafe AI@typesafeaiAI score34AIIn a business risk monitoring test by @edwardirby, the Jev judge matched the report quality of an ordinary LLM judge while missing no investigations, versus the LLM missing 5 of 11. The LLM's threat scores also flip-flopped from 0.35 to 0.68 to 0.50 on the same threat, while Jev was 250x cheaper and 3-6x faster.
Perplexity Developers@perplexitydevsAI score22AIPerplexity's developer account says pplx-decider-v1-27b can triage customer support tickets, with escalations routed to the Agent API. The cookbook example uses the Decisions API for the initial decision and the Agent API for escalated requests.
ClaudeDevs@ClaudeDevsAI score22AIAnthropic's ClaudeDevs account says its team used mods to build features in Claude Code, including the /diff command and AGENTS.md support. The post links to a blog article on Claude Code mods and invites developers to try them.