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Top AI Agent Projects : Albato AI, River, Verse, Breadcromb & Agently Transcript, AI Summary & Key Points

ManuAGI - AutoGPT Tutorials · Jul 21, 2026 · Science & Technology · 17:30 · EN-US

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AI Summary

AI agent projects are increasingly focused on autonomous work, shared memory, workflow automation, agent-accessible infrastructure, and human approval controls. The projects covered include no-code app integration, agentic coding hardware, AI sales, email for agents, website design, shared company context, legacy software access, autonomous AI employees, voice-based knowledge mapping, flight deal monitoring, local-first browsing, production engineering, computational fluid dynamics, incident response, agent memory, programmatic email, 3D creation, company-wide orchestration, recruiting, and managed agent teams.

Key Points

  • Albato AI uses a no-code Copilot to map fields, build logic, and launch workflows across more than 1,000 apps.
  • Codex Micro is a mechanical keypad with live RGB agent status, workflow controls, and a rotary dial for adjusting reasoning levels.
  • River acts as an AI account executive, conducting live product demonstrations and handling sales follow-up, with payment based on closed deals.
  • In Parallel MCP provides shared company context from calendars, email, and meetings, with separate permissions for each workspace; its data is EU hosted and not used to train models.
  • Verse creates autonomous AI employees from plain-language role descriptions, giving them tools such as email, phones, virtual cards, computers, wallets, connectors, APIs, and MCP servers.
  • Breadcromb is a local-first browser that builds a private knowledge graph from browsing and work activity, making that context available to AI agents.
  • Kit For AI provides remember, recall, and search as MCP tools and converts files, web pages, and YouTube links into searchable, cited content.
  • YAGNI lets agent teams propose work, learn from human edits, run reversible tasks automatically, and earn autonomy based on their track record.

AI in practice

Used for

Agents

  • Albato AI agents — Understand an automation task, choose tools, and complete the workflow across connected applications. 2 held 00:19
  • River — Convert inbound sales opportunities into qualified prospects, proposals, and closed deals. 2 held 00:42
  • Verse AI employees — Perform recurring business roles autonomously. 2 held 00:46
  • SonOf agents — Audit a product codebase and implement approved engineering backlog items. 2 held 00:09
  • DrDroid — Respond to reliability incidents by grouping alerts and diagnosing root cause. 2 held 00:33
  • Jarvis — Coordinate specialized agents to research and execute company operations. 2 held 00:23
  • Crustdata Recruiter — Source, score, enrich, and contact candidates based on a hiring brief. 2 held 00:51
  • YAGNI agent teams — Propose and execute measurable, recurring work while escalating consequential decisions for approval. 2 held 00:37

Business ideas

Capture company decisions, owners, plans, and drift signals from work tools, then expose current shared memory to AI agents through MCP.

For
Teams in product, sales, finance, and leadership.
Solves
AI assistants producing fluent answers without knowing recent decisions, ownership, or current problems.

    Create autonomous digital employees from plain-language role descriptions that plan and execute work around the clock.

    For
    Founders, agencies, and lean teams scaling without headcount.
    Solves
    Small teams reaching an output ceiling because recurring tasks still require human effort.

      Turn spoken thoughts and meetings into linked visual cards that preserve reasoning, decisions, risks, and unanswered questions.

      For
      People who think better out loud.
      Solves
      Ideas and meeting content scattering into notes that lose the reasoning behind them.
      • Weave captures who said what, decisions, and open questions during meetings.
      🔒  Build steps and tools for 13 ideas. Unlock

      Tools & resources

      18 items

      ANo. 1019
      AIAINotes.us AI product

      Agently

      agently.dev

      Agently is an AI Work OS that integrates with a company's software stack to build a centralized "company brain" and deploy autonomous agents to perform tasks and workflows. The platform describes an orchestration component named Jarvis that coordinates those agents across the stack.

      Mentioned in
      1 video
      Kind
      AI
      ANo. 1003
      AIAINotes.us Tool

      Albato

      albato.com

      Albato is an embedded integration platform (iPaaS) that enables SaaS products to add and white‑label native integrations and automated workflows. The service advertises support for 1,000+ integrations and features targeted support for integrations used by AI agents. It is operated from albato.com.

      Mentioned in
      1 video
      Kind
      Other
      BNo. 1492
      AIAINotes.us AI product

      Breadcromb

      breadcromb.com/product

      Breadcromb is the developer of Trace, an AI-powered web browser that builds a private knowledge layer from users' reading and uses local-first AI to answer questions, automate tasks, and orchestrate agents within the browser. Trace is offered as a free download and emphasizes privacy and local-first operation.

      Mentioned in
      1 video
      Kind
      AI
      DNo. 1823
      AIAINotes.us AI product

      DrDroid

      drdroid.io/

      DrDroid is an AI SRE agent for incident response and root-cause analysis. It connects to cloud platforms, source code and telemetry to scan stacks, build a knowledge graph, and assist with incident response, root-cause analysis, and automated remediation.

      Mentioned in
      1 video
      Kind
      AI
      FNo. 1491
      AIAINotes.us AI product

      FlightGlitch

      flightglitch.com/

      FlightGlitch is a web service that monitors airline pricing around the clock for unusually low airline tickets caused by pricing errors, commonly called mistake fares or error fares, and sends subscribers notifications when they are found.

      Mentioned in
      2 videos
      Kind
      AI
      FNo. 0329
      AIAINotes.us AI product

      Framer

      framer.com

      Framer is a web-based design and website-building platform that combines visual design, prototyping, and site creation with built-in hosting, CMS, analytics, security, and SEO. Its AI design agent generates page designs and websites from textual prompts on a visual canvas; the generated designs remain editable and can be deployed through Framer’s hosted SaaS.

      Mentioned in
      5 videos
      Kind
      AI
      GNo. 1008
      AIAINotes.us AI product

      Graft AI

      graft.axcelner.com

      Graft AI is an enterprise AI infrastructure product from Axcelner that enables AI agents to interact with legacy, internal, desktop, and browser-only software workflows. It provides integration layers and connectors to expose those systems to agent-based automation while emphasising secure and stable operation.

      Mentioned in
      1 video
      Kind
      AI
      INo. 1017
      AIAINotes.us Tool

      Inbix

      inbix.xyz

      Inbix is an open-source, Cloudflare-native email API platform that provides REST APIs, SDKs and an MCP for generating inboxes, receiving emails, and building email automation. It is distributed as an open-source project aimed at developers building mail-handling workflows.

      Mentioned in
      1 video
      Kind
      Other
      INo. 1007
      AIAINotes.us AI product

      In Parallel

      in-parallel.com

      In Parallel is a platform that turns the conversations, documents and decisions around an initiative into persistent business context that teams and their AI tools and agents can use. It is positioned to provide living context for collaboration and for AI-driven workflows.

      Mentioned in
      1 video
      Kind
      AI
      KNo. 1016
      AIAINotes.us AI product

      Kit for AI

      kitforai.com

      Kit for AI is a service that provides a persistent memory and grounded-knowledge layer for AI agents. It exposes APIs and native memory tools that let agents call stored knowledge directly, supports ingesting files and URLs, and is intended to avoid building a separate retrieval-augmented generation stack. The site states the product works with any model and offers a free-to-start tier.

      Mentioned in
      1 video
      Kind
      AI
      NNo. 1006
      AIAINotes.us AI product

      Nitrosend

      nitrosend.com

      Nitrosend is an AI-native email automation platform and email layer for agencies, SaaS teams, developers, and autonomous agents. It provides agent onboarding, agent-owned inboxes, marketing and transactional email, customer replies, full-stack workflows, and multi-brand campaigns, with human approval gates and a free-to-start model. Agents can be integrated by pointing them to nitrosend.com/SKILL.md.

      Mentioned in
      2 videos
      Kind
      AI
      RNo. 1005
      AIAINotes.us AI product

      River

      rivergtm.com

      River is a sales automation company that offers a "digital account executive" product designed to deliver on-demand product demos to prospects and assist in closing SMB deals. The service is positioned to help go-to-market teams scale outreach and conversions without additional headcount.

      Mentioned in
      1 video
      Kind
      AI
      SNo. 1013
      AIAINotes.us AI product

      SonOf

      sonof.io

      SonOf is a software delivery service that connects to code repositories and project-management tools to automate ticket creation and work estimation. It can deliver approved changes with senior engineering review, using a billing model in which customers pay only for work that ships.

      Mentioned in
      2 videos
      Kind
      AI
      VNo. 1018
      AIAINotes.us AI product

      V2Fun

      v2fun.ai

      A browser-based AI 3D creation platform that generates 3D assets from text prompts or images. It provides material generation, retopology, rigging, and motion-capture features, with exports for game engines and 3D printing.

      Mentioned in
      1 video
      Kind
      AI
      VNo. 1014
      AIAINotes.us Tool

      Ventorah

      ventorah.com

      Ventorah is a browser-based computational fluid dynamics (CFD) platform that runs virtual wind-tunnel aerodynamic analyses in the cloud. Users can upload 3D models and obtain streamlines, pressure fields, and lift and drag metrics through a web interface.

      Mentioned in
      1 video
      Kind
      Other
      VNo. 1009
      AIAINotes.us AI product

      Verse

      useverse.ai

      Verse is an AI platform that lets teams create autonomous AI “employees” from a single prompt without writing code. The agents can access connected customer tools, retain context across interactions, and run automated tasks continuously.

      Mentioned in
      2 videos
      Kind
      AI
      WNo. 1010
      AIAINotes.us AI product

      Weave

      sayweave.com

      Weave is a meeting intelligence tool that listens to spoken conversations and generates a live, editable map of the thinking during a discussion (decisions, open questions, and who said what). Maps are saved, replayable, and shareable for review and asynchronous collaboration.

      Mentioned in
      1 video
      Kind
      AI
      YNo. 1021
      AIAINotes.us AI product

      YAGNI

      yagni.app

      YAGNI is a coding-agent platform for engineering teams, offered as a CLI and desktop client. Its agents are grounded in a company’s data and use a shared decision ledger, while per-developer budget controls govern usage. The platform routes requests across vetted, US-hosted open-weight models and supports developer skills, plugins, and custom components; it advertises lower per-call inference costs than frontier APIs.

      Mentioned in
      2 videos
      Kind
      AI

      Links mentioned

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      Transcript

      Searchable transcript of Top AI Agent Projects : Albato AI, River, Verse, Breadcromb & Agently — ManuAGI - AutoGPT Tutorials (17:30). Search for a phrase, then click its timestamp to jump straight to that moment in the video.

      Captions sourced from the original video on YouTube, published by ManuAGI - AutoGPT Tutorials. The video, its captions and all related intellectual property remain the property of their respective owners; AINotes claims no ownership. Provided for research, accessibility and search — see the Transcript Notice and Copyright Policy.

      00:00 Everyday developers build new AI tools and keeping up with them takes time. This is our weekly project update video where we cover the top trending AI agent projects this week so you can see what is worth your attention. You will discover trending AI tools and projects in one place without wasting time. Let's get started. >> Before we jump into today's project updates, here's a quick announcement for everyone.

      00:22 We've launched a brand new YouTube channel called AI Agent Studio dedicated entirely to AI Agent projects, tutorials, and tools. So, if you're interested in staying up to date with the latest AI agent open source projects, learning how to build your own agents, or exploring cuttingedge agent frameworks, make sure to check it out. Subscribe now to get weekly videos, in-depth guides, and real time project breakdowns.

      00:48 The link is right there in the description. Don't miss it. All right, let's get into today's video. >> Project number one, Albato AI. AIdriven no code platform connecting your apps. Albato is an AIdriven no code integration platform that makes your separate tools work together as one system. It solves the manual repetitive work of moving data between apps by hand.

      01:11 You describe what you want automated and Albato Copilot asks the right questions, maps the fields, builds the logic and launches the workflow for you in any language. Its AI agents go further, understanding a task, making decisions, and picking the right tools to finish it. It connects over 1,000 apps like Gmail, HubSpot, Slack, and Telegram. Works with any API, and brings models such as Chat, GPT, Gemini, and Claude straight into a flow.

      01:36 Built-in tools handle routing, filtering, and data control. It is built for teams and individuals who want automation without code. Start free and build your first workflow. Project number two, Codeex Micro. A hardware command center for coding agents. Codeex Micro is a compact mechanical keypad built by OpenAI's supply code with work louder as a physical control surface for agentic coding work.

      02:00 It solves the constant window switching that comes with running several AI agents at once. Its agent keys light up with live RGB status from codecs. So, a glance tells you which agent is thinking, running, waiting, or done. A joystick flick triggers common workflows like reviewing a pull request, debugging an error, or refactoring code, while command keys put accept, reject, pushto talk, and new chat under your fingers.

      02:23 A rotary dial adjusts the reasoning level in the moment. It connects over Bluetooth or USBC on Mac and Windows and pairs with chat GPT codecs and work louder input. It is built for developers shipping with agents. Check the shop for availability. Project number three, River, an AI account executive that closes deals. River is an AI sales agent that acts as a digital account executive for inbound deals.

      02:47 It solves the pipeline lost when interested buyers are handed a calendar link and cool off before anyone calls them. Its agent joins a live video call within seconds, shares its screen, and walks the buyer through your product in several languages. For smaller deals, it goes end to end, sending the proposal, following up over email and WhatsApp, and getting the contract signed.

      03:06 For larger ones, it qualifies and demos, then hands your team a warm prospect with transcripts and CRM ready notes. It runs around the clock across time zones, and you pay only on closed deals. It is built for sales and marketing leaders growing without extra headcount. Start a live demo and see it work. Project number four, Nitro Send. Full stack email built for AI agents.

      03:28 Nitro Send is a full stack email platform built for AI agents to operate on their own. It solves the problem that ordinary email services are hostile to agents needing dashboards, human signups, and giving an agent no address of its own. You point your agent at a single skill file, and it reads the whole platform, creates the account, connects your domain, sorts billing, and sends its first email without a human step.

      03:51 It connects to Claude, Codeex, Cursor, Chat, GPT, and Gemini over MCP. So agents send marketing and transactional mail, then read, search and reply from real inboxes on your own domain. Routine replies are handled and anything sensitive is forwarded with approval gates where you choose and your team keeps Gmail as usual. It is built for people running agents at scale.

      04:11 Point your agent at the skill and start free. Project number five, Framer Fisha AI website builder with agents on canvas. Framer is an AI website builder where design agents work directly on your canvas. It solves the scattered workflow of designing, managing content, and writing code in separate tools. You describe a change and the design agent generates and refineses it in place with every edit visible, editable, and reversible.

      04:35 A CMS agent sets up and organizes your collections so content and design stay in sync, while a code agent turns ideas into custom effects and interactions. External agents like Claude Code, Codeex, or Cursor can drive your site from Slack, the terminal, or a pull request. Hosting, performance, SEO, localization, analytics, and AB testing are built in.

      04:58 It is built for designers, teams, and creators. Get started free and publish your site. Project number six, in parallel MCP, shared company context for every AI agent. In parallel MCP is a context layer that gives every AI tool in your stack the same live picture of your business. It solves the problem of assistants that write fluent answers without knowing what your team decided last week or what is slipping now.

      05:22 It captures decisions, owners, plans, and drift signals from your calendar, email, and meetings. Then exposes that shared memory over MCP so agents answer from reality instead of a stale doc. You paste one workspace URL into clawed chat GPT, Copilot, cursor, or coding and automation tools, and each workspace stays a separate perimeter with its own permissions, so nothing leaks across contexts.

      05:44 Data is EU hosted and never used to train models. It is built for teams across product, sales, finance, and leadership. Connect your workspace and start free. Project number seven, Graph AI makes legacy software usable by agents. Graph AI is enterprise infrastructure that turns workflows inside old software into govern tools for AI agents. It solves the gap where ERPs, mainframes, desktop apps, and internal portals have no API, so agents simply cannot reach them.

      06:13 It observes a real workflow and maps the screens, inputs, transitions, and side effects, then compiles a typed contract with policy boundaries, and conformance tests. An independent check verifies the actual state in the source system, so the adapter cannot vouch for itself. Your agents then call one stable MCP tool instead of rediscovering the interface each time.

      06:34 With approvals, lease privilege access, and a full audit log, it is built for enterprises running systems they cannot replace. Bring one blocked workflow and start the assessment. Project number eight, Verse. Build autonomous AI employees from one prompt. Verse is a no code platform for building autonomous AI employees that run work around the clock.

      06:53 It solves the ceiling on output that small teams hit when every recurring task still needs a person. You describe a role in plain language, grant access, and an employee deploys in minutes, planning and acting on its own within that role. Each one gets its own email, phone, virtual card, computer, and wallet so it can browse, write, and run code. Use over a thousand connectors or reach any MCP server, API, or custom tool.

      07:17 In shared spaces, employees collaborate and delegate to each other, and memory keeps context between runs. It is built for founders, agencies, and lean teams scaling without headcount. Describe a role and hire your first employee. Project number nine, weave. Turn spoken thinking into a live map. Weave is a voice-driven thinking tool that turns what you say into a live visual map.

      07:39 It solves the way ideas and meetings scatter into messy notes that lose the reasoning behind them. You hold a key or leave the mic open and talk, and your sentences become linked cards within seconds with half-formed thoughts shown as dashed guesses that firm up as you decide. When you pause, weave tidies the board and raises the questions you have not asked yet.

      07:59 And any card can be opened into its options and risks. It captures whole meetings too. Drawing who said what, the decisions and the open questions as people talk. Boards are saved, replayable, sharable by link and exportable to claude, markdown, PNG or SVG. It is built for anyone who thinks better out loud. Create your first board and start talking.

      08:19 Project number 10, Flight Glitch. AI alerts for airline pricing mistakes. Flight Glitch is an AI powered flight deal service that monitors airline pricing errors around the clock. It solves two problems with cheap fair alerts. The best ones vanish within hours, and most are irrelevant to where you actually fly from. You pick your home airports, and it sends fast alerts when unusually low fairs or possible pricing mistakes appear on your routes.

      08:43 Each deal comes with an AI breakdown of the price, the route, the pros and cons, and how far the fair deviates from normal, including the risk that an airline voids the booking. An AI concierge answers questions about a trip, and direct links take you to booking options. It is built for travelers who want to judge a deal fast before it disappears. Pick your airports and start getting alerts.

      09:03 Project number 11. Breadcrom AI browser that builds your knowledge graph. Breadcrumb makes trace an AI native browser that turns everything you read into a private knowledge graph. It solves the way research scatters across tabs, documents, and chats, leaving your AI tools to start from scratch every session. As you browse and work, Trace captures and organizes that material into a connected graph you can search.

      09:28 So the browser remembers what you have read and understands what you are working on. That stored context is then available to AI agents, giving them real grounding to help you research, write, and automate tasks. It is local first by default and free to download. So privacy is not the price of memory. And the graph can be shared with your team. It is built for researchers, writers, and knowledge workers.

      09:48 Download trace and let your browser remember. Project number 12. Son of aentic engineering service that builds on shipping. Son of is an agentic engineering service that ships production code into your existing product. It solves the backlog that keeps growing because your team or the developer who left cannot get through it. You connect your repo along with Jira, Linear, ClickUp, Notion, and Slack.

      10:10 And an agentic audit reads all of it in a day, reporting security gaps, tech debt, and architecture issues in plain English. From that, it writes a dependencymapped backlog with story points and dollar costs. A senior tech lead reviews each ticket. You approve what matters. Agents run the work around the clock, and a human signs every pull request before it merges.

      10:28 You are built only for code that reaches production. It is built for founders and teams shipping more than they can staff. Connect your repo for a free audit. Project number 13, Ventora, virtual wind tunnel running in your browser. Ventora is a browserbased computational fluid dynamics tool that runs a virtual wind tunnel on any 3D model. It solves the cost and setup burden of traditional aerodynamics software that needs installs and license servers.

      10:54 You upload an STL OBJ step or GB file, set wind speed, direction, fluid and turbulence model, then watch streamlines pressure fields in wake form as the solver iterates. It reports lift, drag, and moment coefficients, Reynolds and mock numbers, and surface maps. Exportable to CSV or PDF with charts and side-by-side run comparison. An AI arrow assistant explains why drag is high or how to add lift running on clawed and a parallel open foam backend is benchmarked against published wind tunnel data.

      11:24 It is built for aerospace, automotive, and drone engineers. Upload a model and run your first simulation free. Project number 14, Alert Grouping by Dr. Droid. Self-learning AI agent for incident response. Dr. Droid is a self-learning AI agent for site reliability that turns your stack into a living knowledge graph. It solves the noise and guesswork of on call work where alerts pile up and engineers hop between dashboards to find the cause.

      11:51 You grant readonly OHOF access to cloud code, CI/CD and observability tools and it crawls metrics, logs, traces, repos, runbooks and wikis to map which repo belongs to which service. dashboard and pods. When an alert fires, the graph traces the blast radius in seconds, groups related alerts, suppresses known noise, and diagnoses root cause. It remembers every investigation, so repeat incidents resolve with fewer steps.

      12:18 It connects with AWS, Data Dog, Graphfana, Pedager, Duty, Sentry, Slack, and Jira, and can run inside your own network. It is built for engineering and on call teams. Connect your stack and generate your graph. Project number 15, Kit for AI. Memory and knowledge layer for AI agents. Kit for AI is a memory and knowledge layer that gives AI agents lasting context.

      12:41 It solves the problem of assistants that start every session blank and cannot read the documents your work lives in. Your agent calls remember, recall, and search as native MCP tools. So, preferences and decisions carry across conversations. You drop in a PDF, Word file, spreadsheet, scanned image, web page, or YouTube link, and it comes back as clean markdown, chunked, embedded, and searchable with structured JSON if you need a schema.

      13:04 Hybrid semantic and keyword retrieval returns cited passages instead of whole documents, cutting tokens sharply. It works with claw, cursor, and any MCP client over one API, and your data stays encrypted and private. It is built for developers building agents and rag pipelines. Start free and give your agent memory. Project number 16, InBix. Open-source Cloudflare native email API platform.

      13:28 Inbix is an open-source Cloudflare native email API platform for programmatic inboxes. It solves the work of standing up mail infrastructure yourself when an app or agent needs a real address to receive it. You generate inboxes on demand and receive emails through it, then build automation on top. It exposes REST APIs and SDKs for code, plus MCP, so AI agents can use the same inboxes directly as tools.

      13:51 Being open- source, the whole stack stays inspectable and self-hostable on Cloudflare. It is built for developers wiring email into products and agents. Explore the docs and spin up your first inbox. Project number 17, V2 Fun. AI 3D creation from text or image. V2 Fun is a browser-based AI 3D creation platform that turns text prompts or images into finished 3D assets.

      14:16 It solves the fragmented pipeline where modeling, texturing, rigging, and animation each need separate software and years of skill. You describe an idea or upload reference images, optionally including front, side, and back views, and its AI generates a structurally accurate model. A prompt optimizer enriches your input with perspective. PBR materials and texture detail, while smart rettopology returns clean editable quad meshes.

      14:43 Automatic rigging turns a static model into an animatable character, and its motion capture reads human movement from ordinary video with no suit or hardware. Assets export to FBX and GB for game engines or 3D printing. It is built for indie developers, designers, and creators. Start creating your first 3D model. Project number 18, Agently. A company brain that runs your stack.

      15:06 Agently is a multi- aent platform that builds a company brain across your tools and then acts on it. It solves the gap left by assistants that answer questions but never do the work. You connect your stack with OOTH and the brain ingests signals from every tool so it knows a charge failed, a deal slipped, and a ticket is waiting. An orchestrator called Jarvis spins up specialized agents for research, revenue, growth, support, and ops, roots the work, and ships.

      15:31 It outputs land as real artifacts, including Docs, DEX, Sheets, and Pages. It connects to over a 100 tools through MCP, including Slack, Linear, Notion, Stripe, HubSpot, and GitHub with guard rails, and audit receipts. It is built for small startup teams. Connect your tools and put the brain to work. Project number 19, Crust Data Recruiter. Build your sourcing twin inside Claude.

      15:53 Crust Data Recruiter is a set of recruiting skills and an MCP server that turn Claude into a sourcing partner. It solves the flood of near miss candidates that keyword-driven tools return when a brief calls for judgment. You paste the hiring manager call and job description, and it builds a rubric with your hard gates and scoring, then searches live people and company data covering over a billion candidate profiles.

      16:15 It returns batches of 20 to 25 scored candidates, each with a oneline reason, and you correct it in plain language until the next batch fits. It then enriches only your short list with verified email and phone, writes to an ATS like LockXO or GEM, and triggers outreach in your voice. It is built for recruiters and search firms. Add the connector and claude and brief it.

      16:37 Project number 20, Yagny. Agent teams you manage like people. Yagni is a platform for proactive agent teams that you manage the way you manage employees. It solves the pile of unreed drafts that ordinary agents create. Since trust never arrives with a bot, you must babysit. You give a team its responsibilities in plain language, one number it is measured on, and commitments with real end dates.

      16:58 It proposes work, you approve or edit, and your edits become a playbook that shapes every future draft. Routine reversible work runs itself and returns a receipt from the source. While consequential calls wait for your decision, every team starts in training and earns autonomy rule by rule on its track record. It reads your existing stack, including Slack, Gmail, HubSpot, Stripe, GitHub, and Linear, and ships approved work back there. Start free and build your first team. Thanks for watching. See you in the next video.