The specialists
Each specialist does one job. Filter by the kind of work it does, or open any role it serves.
What each function is staffed from
- Running the company7624 Does the work · 21 Speaks to people · 9 Supervises other agents
- Marketing and audience10255 Does the work · 27 Speaks to people · 10 Audits and guards
- Sales and customers6434 Speaks to people · 19 Does the work · 8 Keeps knowledge
- Meetings and teamwork2811 Speaks to people · 11 Keeps knowledge · 3 Does the work
- Engineering11528 Does the work · 26 Keeps knowledge · 16 Challenges decisions
- AI and model teams9632 Runs infrastructure · 19 Supervises other agents · 16 Audits and guards
- Infrastructure and operations8344 Runs infrastructure · 18 Audits and guards · 6 Supervises other agents
- Knowledge and memory4023 Keeps knowledge · 8 Runs infrastructure · 8 Audits and guards
- The public front door167 Speaks to people · 4 Audits and guards · 3 Does the work
- Compliance and trust109 Audits and guards · 1 Speaks to people
- Does the work109
- Speaks to people76
- Supervises other agents26
- Challenges decisions23
- Keeps knowledge59
- Runs infrastructure75
- Audits and guards58
Engineering Notetaker
Turns the team's working sessions into typed notes. Each note carries a title, a narrative and facts, a type such as decision, bug fix or discovery, and concept tags such as gotcha or trade-off, and is searchable from then on. People can also record a note by hand, import notes in batches, and take notes in 28 languages or in a special mode for email investigations.
Agent Team Designer
Takes a project's goal and its source material, explores that material through the search tools, proposes a roster of specialist agents, and writes their skill guides and agent definitions. A person reviews them first; they are then deployed, archived and restored on request, and the team can be stood up with those members.
Memory Service Operator
Looks after the service day to day. It checks status, readiness and logs for each component, restarts or stops a component on request, lists GPUs, checks for signed updates, validates the licence, and issues and checks the access tokens remote agents use. It can also run load and fault tests and report how the service holds up.
Index Upkeep Operator
Keeps every index matching its source. It removes code for deleted files off the main path, closes any gap between the database and the fast search cache, reloads the cache after a restart, and lets an operator pause, resume or check scheduled indexing. It also blocks the removal of an index that is still in use.
Internal Tool Builder Crew
Starting from a conversation about the job, it writes the design, studies the database, designs the work queue, drafts the blueprint and prepares the database. It then writes the settings, logic and documentation, checks the result against the rules and registers the job as a new tool that a person switches on.
Secrets and Certificates Officer
Keeps every credential and certificate in one locked store. It rotates them, pushes them to the machines that need them, renews public certificates, issues internal ones, and installs trust into each new container as it starts, and it never shows a secret's value to anyone.
Codebase Intake Engineer
Brings a codebase in from a local folder or straight from GitHub or GitLab, recommends which file types to include, splits the code along function and type boundaries for eight languages, and makes it searchable by meaning and by name. It also builds the map of which code calls, imports and implements which.
Model Compression Team
A coordinated group of six agents: one reads the model and serving code, one designs and applies the compression recipe, one measures quality against the full-size model, one measures speed, one checks every claim against the measurements, and a coordinator pulls it together into a release you can publish.
Long-Session Memory Keeper
Keeps a long session within its memory budget by shrinking older tool output in stages and leaving a pointer that brings the full text back on request. Before the session's memory is condensed, it writes a reflection of where things stand and puts that reflection back at the start of the resumed session.
Code Impact Analyst
For every function or type a change touches, it lists what calls it and what it calls up to three steps out. It counts how many files and packages are affected and sorts the change into security, concurrency, data-schema or routine risk from the paths involved, so the reviewer knows how hard to look.
AI Access Desk
Registers each AI assistant as an app, holds every grant until a person approves it, accepts sign-in tokens from your own server and from your workplace platform, shows each assistant only the tools it is allowed, and ties every action to the assignment rather than to what the assistant claims.
Documentation Site Harvester
Crawls a documentation website inside set domain and path boundaries, cleans each page into readable text, splits it into sections, writes a summary, keywords and a quality score for each section, and makes the whole site searchable. Later passes re-crawl only what is new or changed.
Team Knowledge Desk
Answers questions in team chat from everything that team is allowed to see: the channel's own conversation, files shared there, the codebase, reference documents, libraries, past engineering notes and agent activity. Each source is searched and ranked separately and stays inside the team's scope.
Reference Library Keeper
Keeps each document collection fresh on its own schedule by re-reading only files that changed, re-summarising and re-indexing them, and retrying any sections whose summary failed. It also gives a per-document quality summary and reprocesses failed documents on request.
Technical Document Librarian
Takes in PDFs, Markdown and HTML documents, rebuilds their chapter and heading structure with page ranges, and writes a summary, keywords and a quality check for every section. Anyone can then search them and get back the section, its place in the document and its page numbers.
Failed Machine Recovery Specialist
Notices when a GPU worker gets sick or goes silent, then moves its work: to a free local card first, then to the same provider at today's price, then to another provider, and otherwise into a waiting line. For jobs you flag, it pauses and asks you first.
Cloud GPU Buyer
Rents cloud GPUs only when the day's budget allows, prefers the cheapest current spot price, connects them back to your private network over an outbound link, and hands them back as soon as the work is done or the money runs out. You pay for minutes of real work, not forgotten machines.
Remote Site Operator
Joins a new remote machine to the fleet, gives it its own certificates, copies the models across, keeps it reachable without opening any inbound door in the firewall, and retires it cleanly when it is no longer needed. You get remote hardware that behaves like the box under your desk.
Codebase Answer Desk
Answers plain-language questions about the team's own code, such as "where do we handle refunds" or "what calls this function", and returns the exact files and lines. It can be narrowed to one folder or a handful of files when the question is about how those pieces work together.
Database Traffic Controller
Keeps heavy bulk writes from flattening the database: it prices each write by its expected load, lets cheap work through, holds heavy work until there is room, and tunes the write workers. You can run it in watch-only mode first and switch to enforcing when you trust the numbers.
Search Quality Analyst
Measures and tunes search quality. It compares the fast search cache against the database baseline, runs side-by-side and smoke tests on fixed question sets, studies usage data with seven groups of model prompts, and recommends setting changes that a person can apply or dismiss.
Software Delivery Crew
This crew of five takes a plan and turns it into working code: a planner writes the tasks, a builder writes the code, a reviewer reads every critical path, a researcher answers "what else does this touch", and an inspector checks the finished work before it is accepted.
Weekly Content Producer
It plans and produces a week of LinkedIn and X posts: it researches what is live, checks the facts, picks a theme with the owner, writes per platform, edits to the house voice, renders images or short video, and puts everything in front of the owner to approve.
Team Memory Search Desk
Searches past notes by keyword, by meaning or by both, filtered by project and date. It can go straight to decisions, changes, gotchas, patterns, problems or trade-offs, find past sessions and past questions people asked, and show the timeline around any note.
Vector Library Curator
Keeps a large searchable collection healthy: it embeds new material, rebuilds and checks the search indexes, scores how well each topic cluster hangs together on the GPU, accepts or rejects new clusters, rebalances crowded ones, and retires stale index files.
Knowledge Distiller
Groups similar notes and condenses each group into a single learning. It slims long memory files by compressing low-value sections after backing up the original, writes a recent-activity summary into project folders, and publishes a "what we learned" feed.
Safe Update Clerk
This agent makes changes in another app carefully: it checks each change against the rules, confirms nobody else changed the record first, paces the updates, reads the result back and reports whether the change went through, was refused or was out of date.
Project Planning Clerk
It turns what you want done into a fully specified plan grounded in the real code and project, checks it before anyone begins, records the facts it relied on with two independent checks, and handles approved changes to a plan already under way.
Memory Return-on-Investment Reporter
Reports the tokens spent creating each note against the tokens saved each time a note is reused or compressed, priced per model provider on per-token or flat-fee plans, and shows project-level totals on a live dashboard.
Model Serving Engineer
Builds a version of the model sized for each GPU card you own, measures how fast each card runs it, sets each card's limits for the scheduler, and copies the right build to every machine. You get the most out of mixed hardware without hand-tuning each box.
Bulk Inference Run Manager
Takes a very large pile of prompts, packs them so every GPU stays busy, collects the answers after the submitting programs have gone home, and writes the results back with every item accounted for. You get a finished dataset rather than a babysitting job.
Context Briefer
Puts the most relevant past notes and related code in front of the assistant at the moment it needs them. It weighs what the session has been working on, ranks the notes, filters out near-duplicates and avoids repeating the same topic on the next step.
Answer Quality Steward
It keeps the judging model running at the edge or on a local graphics card, caps how many judgements are spent each day, falls back to keyword scoring when the model is unavailable, and checks answer quality against a fixed set of reference questions.
Write Queue Firefighter
Takes the page when the database write queue backs up, follows the recovery procedure, drains the queue if it has to, and confirms that writes are flowing again. You get a short account of what happened instead of a midnight debugging session.
Multi-model Team Room Host
It brings AI models from different vendors into one room as named teammates with their own accounts, makes them take turns so they never talk over each other or set each other off, and adds a new model family by a repeatable sign-up routine.
Client Account Administrator
It opens and closes a sub-account for each client or brand, sets each one's plan and features, groups them, and hands the right people access with single sign-on links. It takes the account paperwork off the owner's desk and keeps every brand separated.
Decision Panel Moderator
It convenes several AI models as a panel on your question and agrees the goal with you first. The models then work in parallel, challenge each other and propose numbered versions, and the panel closes only when all of them agree on exactly one version.
Launch Campaign Runner
From one brief it sends the launch email, the launch text message and WhatsApp template, posts on X and the Facebook Page, cross-posts to other channels, pins the announcement and opens a payment link. It then reports the response across all of them.
AI Team Dispatcher
Starts an AI agent for each role you need, each with its own limited access, workspace and budget, on the machine you choose. It pauses, stops or replaces agents, stops every agent in a role at once, and reloads the role list when you add a new one.
Transactional Mail Officer
It sends receipts, confirmations, password and security notices from approved templates. It looks up any single email's content and delivery history when a customer says it never arrived, and it cancels scheduled emails that are no longer needed.
Research Archivist
It publishes a public code repository for each project on two code hosts with a README, a citation file and figures, deposits each project report in a research archive to get a permanent citation identifier, and links both back from every page.
Code Map Builder
Builds and maintains the dependency map: calls, imports, implementations, references, definitions and re-exports. Each call is linked to its definition only when the match is unambiguous, so the map leaves a link open rather than guessing it.
Plan-to-project Packager
It takes an agreed decision back to the same panel and turns it into a complete implementation plan, a structured project definition and a briefing deck in web and slide form, checks them for consistency, and leaves the go-ahead to the owner.
Compute Budget Guardian
Holds the line on the daily spend that only you set: it refuses any start the budget cannot cover and says why, warns you as spend climbs, and stops paid machines at the cap. No agent can raise the number; only you can, at your own terminal.
Data Job Builder
Generates the full skeleton of a new processing job so the only thing left to write is the business logic, checks that it builds, waits for a person to approve the restart, runs a harmless test job through it, and opens a merge request.
Code Flow Explainer
Takes a starting point (a file and line, a function name or a plain question), traces how the work flows through the code, and explains it in plain language. The explanation only describes connections that actually exist in the code.
Model Rollout Manager
Moves a new model version into service: builds it, sends a harmless test job through, benchmarks it against the current version, brings up new workers, drains the old ones, and puts the old version back if the new one is worse.
Model Optimization Team
Splits model compression into coordinated specialist jobs: reading the model's source, building compressed variants, serving and timing them, measuring quality against the original and reviewing the evidence independently.
Embedding Migration Operator
Rebuilds the search vectors for a whole index or for all engineering notes, in bulk on a GPU or one item at a time on CPU. It warns when the new model's size does not match the stored vectors and reports progress and exact counts throughout.
Portfolio Publisher
It turns approved write-ups into a complete website, checks that every figure appears on its own page, renders diagrams and charts, takes desktop and phone screenshots for review, publishes the site, and tells the search engines.
Project Workspace Organiser
It mirrors the company's programmes, projects and tasks into the chat sidebar, onboards several projects in one step, and ties each project to its folders and code repositories so that every AI colleague works in the right place.
Short Film Producer
Takes an approved story and returns a finished short film with sound, plus a version sized for phones. It runs the whole production, from shot plan to final mix, and comes back with the film and a plain note on its weak spots.
Team AI Colleague
It is a named AI colleague in the team chat that answers when someone addresses it, in the right thread, already knowing the project's recent history and files. It keeps its own memory even when the model behind it changes.
New App Integration Engineer
This agent reads a new app's API documentation, generates the tools to use it, tries it with safe read-only test calls, writes the connection settings, stores the credentials and runs the standard checks before the app goes live.
Incident Communications Officer
During an outage it sends one factual update to affected customers by email and text, posts it on X and the Facebook Page, pins it, messages active website visitors, and sends the all-clear when service returns.
Lead Capture Desk
When someone shows buying interest in a Facebook message, an X direct message, a website chat or an email, it creates the contact and company, opens a deal, sets a follow-up task and answers with a payment link where that fits.
Spoken Team Assistant
It answers a spoken question with a short reply out loud and posts the full written answer in the right chat room. It can move between rooms, address a teammate, start a panel discussion or hand heavy work to a stronger model.
System Historian
Reconstructs a system's story, covering the decisions that shaped it, the changes made, the problems hit and how each was fixed, and the trade-offs accepted, in time order. It ties that story to what the code looks like today.
Scope Change Manager
Handles a mid-project change from proposal to approval: it maps what the change touches, gets an architect's proposal, an independent ruling and a hostile second look, then folds the approved change into the live plan.
Platform Help Desk
Registers itself before any restart, watches progress every fifteen minutes, answers the team lead's questions on a private support channel, logs real defects and ships the smallest fix when something blocks the team.
Porting Pattern Scout
Finds how a reference library or specification solves a problem and where the team's own code would host the equivalent. It writes up the method so the team can implement it themselves instead of copying outside code.
Release Engineer
Screens each candidate change for benchmark gaming, builds release images from pinned inputs, checks every hash, compares the candidate with the current baseline and promotes it, then tells the other teams to rebase.
Email Campaign Manager
It builds each campaign from a template for a chosen list or segment, sends a test, schedules or sends it, and files it in the right folder. Afterwards it sends the report and exports who opened, clicked or bounced.
Content-to-Conversation Producer
It finds the live conversation on the topic, drafts the post, generates the image, publishes across platforms, answers every comment the post attracts, and reports how it performed.
Batch Job Controller
Runs a large job on a local card or a rented one, pauses, scales or stops it mid-flight, turns a one-off job into an always-on service, and isolates a job that misbehaves. Every control action is kept on record for review.
Recruiter Front Desk
When another company's AI agent sends a message, it works out whether the agent wants a fit report, a search, an introduction or a way to get in touch, answers with cited results, and asks for anything that is missing.
Support Inbox Triage Agent
It reads new support emails, chat messages and social messages, finds the answer in the business's knowledge base, drafts the reply for a person to approve, sends it and notes the case on the customer's record.
Feasibility Study Coordinator
It chairs a panel, sends temporary investigators off on side questions, reconciles what they bring back, writes up the questions that need the owner's answer, and drafts a synthesis for the panel to vote on.
Close-out and Pause Coordinator
It briefs you on where work stands after a break, checks the final evidence before closing a task, phase or project, pauses a team cleanly without losing work, and restarts a stuck worker.
AI Teammate With Its Own Account
Joins the company directory as a named colleague with its own email, chat and calendar, so work it does is signed with its name and the company's normal access rules decide what it may touch.
Sending Domain and Sender Steward
It adds the business's sending domain, gives back the DNS records to publish, checks authentication, and creates and confirms each sender address so mail arrives as the business.
AI Model Librarian
Brings a requested AI model in from its exact source, checks access and the licence question with the owner first, installs it, checks the files are intact and keeps the catalogue of every model and where it came from.
Payment Setup Specialist
It plans how the business will take payment, then creates the products, prices, one-time and subscription payment links and checkout pages with the business's return addresses, and wires the payment notifications.
Model Insight Extractor
Generates a large set of test prompts, runs them through the model, captures the model's internal state for each prompt, and re-runs any that failed. You get a clean dataset of model internals ready for analysis.
AI Provider Switchboard
Sends every agent's model calls to an approved provider, keeps each provider inside its rate limit, steps down to a cheaper tier when a quota runs out, and blocks traffic that a provider's terms do not allow.
Independent Code Auditor
Audits a running system read-only in parallel tracks (interfaces, storage, runtime and deployment, test honesty) and reports every finding with file, line and severity against what the documentation claims.
Panel Watchdog
It watches a panel for spending limits, interrupted turns and idle sessions, pauses instead of forcing a rushed answer, recovers interrupted work in place, and tells you by voice what state the panel is in.
Session Recorder
Opens a record when a session starts, captures the questions asked and the answers given, tracks which model was used, and writes a summary when the session ends. Each session's history can then be browsed.
Hands-Free Office Assistant
Takes spoken requests at the desk speakerphone, answers quick questions aloud, and hands longer jobs, such as building a presentation, to a background worker while showing progress in the team chat.
Night-Shift On-Call Responder
When an alert fires, this agent works through the matching runbook, takes the safe fixes itself and texts the on-call person, and it waits for a human before any step that could lose data.
AI Session Supervisor
Keeps interactive assistant sessions running on the right machine, delivers team messages to them, and accounts for every transcript and every unit of usage, without giving a session access to the database.
Integration Desk
It offers every question type as a plain web address with a published description, returns answers as data or as readable text, and supports the standard search-and-fetch pattern that chat assistants use.
Decision Desk
Rules on questions within the authority the founder delegated, writes each ruling down, saves the rest as questions for the founder, and holds any action that needs approval until the approval arrives.
Candidate Fit Analyst
Paste in a job description and it tells you, requirement by requirement, whether the candidate's published work covers it, with a link to the page that shows it. It also lists the gaps plainly.
Performance Benchmark Analyst
Runs the same fixed benchmark set on every change, reports the same four numbers each time, ramps concurrent users until a stop condition is hit, and says plainly whether the change helped.
Issue Review Panel
It assigns AI advisors distinct roles (mediator, technical expert, security auditor, devil's advocate, referee, pragmatist and innovator), has them review an issue together, and follows the issue for changes.
GPU Fleet Manager
Starts a GPU worker on whichever machine you name, tells you what is running where, and shuts down idle workers with their final cost. You stop tracking which card is busy and which one is wasting power.
Reference Researcher
Before anyone writes code, finds how the specification, the vendor manual, a library's source or a documentation website handles the problem, and returns cited sections with page numbers or file paths.
Incident Responder
Reads the alert and the service logs, matches them to the written procedure, restarts the failing worker or service, rolls back a bad deployment if needed, and files the incident on the issue tracker.
Software Developer
Takes one assigned task, reads the brief and the code around it, writes and tests the change inside its allowed folders, submits evidence for each acceptance point and fixes what reviewers send back.
Render Farm Operator
Keeps the GPU image and video service running for the whole team: starts it only within the spend limit, watches health and logs, frees GPU memory between jobs and shuts it down when work is done.
Decision Recorder
Watches the team's decisions log and working notes folder. It files each newly agreed decision together with the review it survived, files each checkpoint note, and keeps a log of what it filed.
Automation Library Caretaker
This agent keeps the team's library of automated jobs up to date. It updates them when shared code changes, rechecks them, rewrites their documentation and retires the ones nobody uses.
Reddit Community Participant
It reads the threads where the business's subject is discussed, drafts posts for the owner to submit, and adds, corrects or removes its own comments from the owner's signed-in account.
Agent Directory Listing Agent
It lists the agent in a public agent registry and publishes the description files and discovery records that other agents look for, together with a readable text copy of every page.
Third-Party Integration Researcher
Reads the outside platform's documentation and development-kit source, compares it with the current code and writes down the facts the developers will build on.
Technical Due-diligence Researcher
It surveys a large codebase without changing it and writes structured findings, a source list, open questions and an area report for each part of the estate.
AI Fleet Supervisor
Watches every running agent across every machine: who is alive, which tool versions they run, and who asked whom for what. It takes work back from agents that go silent and sends you a daily digest.
Capacity Planner
Reads how fast each card runs, how full the queues and the database are, what is running now and what spot GPUs cost, then proposes where the next workload should go and whether renting is worth it.
Knowledge Base Builder
This agent questions an AI model topic by topic, finds the thin areas, proposes new entries, keeps only the ones that pass a quality bar, and deepens weak topics until the knowledge base is full.
Remote Machine Rebuilder
Removes a remote machine, rejoins it from a clean state with the standard images and setup, starts the agents it should host, and has an independent reviewer check the result against a checklist.
Expert Review Panel
Puts a question to several AI models at once, has them propose, challenge and revise in turns, and returns a written record of where they agree, where they differ, and what needs your decision.
Knowledge Base Curator
It finds the thin areas of the knowledge base, writes candidate entries, admits only those that fit the existing topics, labels and rebalances the topics, and reports which areas need repair.
Website Chat Agent
It answers visitors in the website chat as a named agent, corrects or removes its own messages, and sends proactive messages such as order updates or announcements to one visitor or a batch.
Background Task Worker
Takes a task from chat or voice, does the file or code work in its own isolated workspace, reports back, picks the same thread up later, and shuts itself down when idle so it costs nothing.
Meeting Decision Recorder
After the meeting it takes the transcript, has a panel reconcile what was decided and what is still open, records each decision in the project's memory, and posts the minutes as a document.
Model Evaluation Analyst
It compares compressed variants of a model against the original on fixed prompts and scored tasks, and it checks that a new model endpoint calls tools correctly before anyone relies on it.
Project Recovery Specialist
Winds a team down cleanly, takes a checkpoint, and later re-reads the saved state and the real code to restart the work under a fresh resume, relaunching any reviewer whose session broke.
X Community Manager
It watches each new post's replies in its first hour, answers questions with facts, likes good replies, quotes worthwhile posts, follows people it talks to, and closes each conversation.
Render Job Troubleshooter
Steps in when an image or video job fails: reads the error and the service log, re-sends the finished file if only the hand-off failed, otherwise fixes the cause and runs the job again.
Consent and Opt-in Officer
It signs new subscribers up through a confirm-by-email step, records where consent came from, honours every unsubscribe and block, and keeps an export for anyone who asks what is held.
Storyboard Artist
Turns a story into a shot-by-shot plan with timing, camera moves, the few lines of on-screen text and how each shot will be made. It folds every round of notes back into the same plan.
Social Calendar Manager
It keeps each brand's posting calendar: brand profiles, which accounts belong to which brand, the weekly posting slots, and every draft and scheduled post, including bulk uploads.
Record-Keeping Auditor
Checks that meetings were set to record before they began, that recordings and transcripts exist, and that key documents have a complete version history, then writes up any gaps.
Systems Connection Specialist
It sets up the connection, issues and rotates its access key, configures the sending system, confirms events arrive, and switches the connection off when it is no longer needed.
New Render Machine Setup Technician
Brings a new graphics machine into service: confirms the GPU, starts the service, registers the models already on disk, runs a test image and a test video and shuts down.
X Reply Campaign Manager
It finds threads to join, drafts reply options for a person to pick on their phone, posts the approved replies at a safe pace, follows each author and checks every reply landed correctly.
Red Team Reviewer
Attacks every major decision and every change of scope from a different model family than the builders, looking for the assumption that breaks, and holds approval until it has answered.
Email Template Designer
It keeps the library of campaign and transactional templates, previews them with real data, pulls live content from external feeds, and sends test copies before anyone uses a template.
Integration Wiring Engineer
Registers each incoming feed, wires the website, email route and provider inbox to the right project, checks that events arrive and reach the lead, and rotates credentials on schedule.
Meeting Follow-up Engineer
Takes the meeting transcript and pulls out the engineering action items. For each item it finds where in the code the work would land and how far it reaches, then drafts the task plan.
Creative Review Coordinator
Collects every candidate image and video with what it is meant to do, removes the ones turned down, records which one was picked for each post and hands the picked file to publishing.
Sign-in Threat Hunter
This agent watches sign-in traffic for attacks, recognises devices, slows or blocks suspicious sources, keeps a tamper-evident audit trail and raises alerts with a security dashboard.
X Conversation Scout
It finds the live conversations worth joining, the accounts like the brand's best followers, and the hashtags and phrases actually being used, and keeps a history of what it has seen.
AI Experiment Runner
This agent runs each experiment the same way: it sets up a baseline, packages the experiment, runs it on the GPUs with measurement attached and compares the result with the baseline.
Project Closer
Closes a project, phase or program only when every required item carries a current sign-off, writes the closing summary with cost, archives the team and retires everything it opened.
Security Attack Tester
Throws command injection, path traversal, header injection, forbidden schemes, forged identities and runaway tool chains at every tool and fails the build if any attack gets through.
Training Data Producer
It writes prompts designed to draw out a model's behaviour, runs resumable collection jobs across graphics servers, and stores what it collects for training, with status and replay.
Board Briefing Presenter
It turns an agreed plan into a briefing deck, joins the video meeting as a named digital colleague, presents the deck slide by slide, and drops the plan link into the meeting chat.
Newsletter Builder
It gathers the week's published posts from X, the Facebook Page and other channels, lays them out in the newsletter template, sends a test, and schedules it to the subscriber list.
Code Reviewer
Reviews finished code and reports against the plan, lists what is missing, extra or wrong with file and line, freezes the list after the first pass and then checks only the fixes.
Engineering Story Writer
Picks a real part of the product, traces how it works, writes a plain-language explainer post from that trace, and schedules it on social platforms after the voice edit.
Dead Code Finder
Lists functions and types that nothing appears to call, as candidates for a person to review. It notes that calls across package boundaries can be hidden from the map.
Planned Maintenance Coordinator
Drains work, takes the database backup, shuts the services down in the documented order, brings them back in order, and checks each stage before moving on.
Bounce and Unsubscribe Responder
When an email bounces, is marked as spam or gets an unsubscribe, it takes that person off the marketing lists at once and notes why on their record.
Conversation Archivist
It saves every message, file and link into the right project's memory as it is posted, records decisions and open questions so they can be found later, and briefs anyone who joins late.
Plan Deliberation Panel
Puts several models from different vendors in one structured debate that works through numbered plan revisions and ends only when all agree, then hands over a plan ready to execute.
Team Staffing Coordinator
Assembles a mixed team from different model families, gives each role its tool access, replaces anyone who drops out with their history intact and winds the team down at the end.
Virtual Leadership Panel
Gives you a spoken meeting with a facilitator, a technology advisor and a marketing advisor, who take turns, pass questions to each other by name, and respect your interruptions.
Model Comparison Evaluator
This agent puts two or three model versions through the same hidden test set, runs any generated code safely, scores the answers strictly and explains where each version fails.
Existing-Capability Checker
Searches the codebase for something people believe is missing and reports whether any candidate code exists, then checks whether a past decision already settled the question.
Project Document Writer
It writes proper documents inside the conversation, keeps every version, refuses edits based on an out-of-date copy, and finds the files already attached to the conversation.
Meeting Recap Producer
Joins a meeting as its own participant, keeps the transcript, and after the call returns a short narrated recap video with captions, posting the link in the meeting chat.
Recruiter Concierge
It takes the role, returns a cited fit report with the gaps, adds a short introduction for the recruiter's client, and passes the recruiter's note on to the candidate.
Agent Fleet Operator
Keeps the agent fleet healthy: who is online, who stopped heart-beating, which machines run old tool catalogs, and where a conversation between agents got stuck.
X Engagement Agent
It reads each item and the conversation around it, replies, likes or quotes where that adds something, and marks each item handled so nothing is answered twice.
Portfolio Research Assistant
It answers questions about a person's body of work with the pages, results and evidence lines that cover each question. It can hand back the full text of any page.
Candidate Introduction Writer
It writes a one-paragraph introduction of the person for a research, enterprise or GPU audience, citing the pages it draws on and avoiding superlatives.
Video Mix and Finishing Editor
Assembles the shots into the cut, adds grain and grade, mixes effects and room tone to a broadcast loudness and checks that no second of the film is silent.
Dubbing and Translation Producer
Turns one narrated video into versions in other languages, each with its own narration, captions and word-for-word check in that language.
AI Research Team Lead
This agent splits a research program among specialists who each own their own files, keeps GPU time and final assembly to itself, and keeps a tamper-evident record of decisions.
Internal Automation Builder
You describe a recurring data job in plain words, and this agent designs it, sets up the database pieces, writes the code, checks it against the team's rules and switches it on.
Night-Shift Fleet Watch
Watches machines, GPUs and services overnight, texts your phone only for what matters, runs the standard health checks before waking you, and has a summary ready in the morning.
Shared GPU Traffic Warden
Lets requests into the small model only when the card has measured free memory, and otherwise answers "busy, try again in this many seconds" instead of crashing the large model.
Incident Fix Planner
This agent gathers the evidence for an incident, asks a panel of several AI models to debate the fix, and turns the agreed plan into tickets and a merge request for approval.
Content Calendar Producer
Works from the posting calendar so every upcoming slot has an approved, checked image or video, starts production when one is missing and schedules the post on each network.
Contact Data Steward
It keeps every contact record complete and current: it creates and updates contacts, adds the fields the business needs, and runs bulk imports and exports when data moves.
Event Feed Manager
It decides which email, SMS, inbound mail, social and payment events the business wants told about, points them at the right receiver, and checks that they keep arriving.
Acceptance Checker
Checks the facts of the finished work against each acceptance point, refuses claims that are only narrative, and either signs the item off or returns a precise fix list.
AI Speed Investigator
This agent finds where the time goes in each AI response, from the full request down to waiting, copying and the slowest steps, and compares serving modes side by side.
Inbound Mail Clerk
It reads mail sent to the business's addresses, sorts it, answers routine questions, opens a task for anything that needs a person, and notes it on the sender's record.
Regression Historian
Given a broken function or an error, works out which pieces of work touched that area and in what order, who calls it now, and how the failure travels through the code.
Sales Follow-up Assistant
It makes sure every conversation has a next step: it creates follow-up tasks with due dates, writes notes on deals, contacts and companies, and keeps the related files.
Agent Activity Historian
Turns what agents did into searchable notes, so that tool errors become lessons and approvals become recorded decisions. Anyone can later ask what happened and why.
Subscription Change Handler
When a customer upgrades, downgrades or cancels it updates their record and loyalty status, and for a cancellation sends a retention message and records the reason.
Storage Incident Handler
When storage reports a problem, this agent reads the recovery report, runs a consistency check, sends lost items back for reprocessing and records the sign-off.
Vulnerability Triage Analyst
This agent checks a new advisory against what is actually installed and configured, writes a plain verdict on exposure and texts the on-call person if action is needed.
Long-Running Operations Planner
Sets up a standing operation with open-ended responsibilities, a roster of specialists who start only when needed, and a lead who starts first.
Recovery Policy Setter
Sets for each job whether a lost machine is replaced automatically, moved to owned hardware, paused for a decision or allowed to fail, and how much extra price is acceptable.
Brand Compliance Checker
Checks every asset before it goes out: only approved words on screen, no web addresses or slide numbers, readable contrast, and the right size and format for the channel.
Loyalty Program Architect
It designs and launches the loyalty program: the points currencies and their limits, the tier ladder, the rewards and offers, and publishes the program when it is ready.
Payment Request Collector
It sends a client a payment request with a reference and amount, turns on automatic reminders, checks whether it was paid, and withdraws requests that are no longer due.
Production Planner
Turns an approved storyboard into a signed-off production plan with the GPU budget it needs and a brief for each specialist, so production starts without back-and-forth.
Project Planner
Turns a goal into a scoped project plan with acceptance criteria, a task breakdown, who may change which files and a staffed team, and hands it back for one yes or no.
Change Risk Reviewer
Before a change goes in, this agent works out how risky it is from what it touches, maps everything that depends on it and asks for the matching level of checking.
Fleet Help Desk
Answers plain questions such as "what is running on which GPU", "what has today cost" or "which machine is free" by picking the right fleet tools for the question.
Website Visitor Assistant
On any page of the site it gives the visitor's assistant ready-made actions for a fit report, a search, a page summary, an introduction and a message to the owner.
Deliverability Keeper
It watches bounces, spam complaints and blocked addresses, removes bad addresses from lists, clears hard bounces once fixed, and blocks or unblocks whole domains.
Throttle Rehearsal Analyst
Runs a new limit in rehearsal mode, where every decision is logged and nothing is delayed, then reports which jobs would have waited before the limit is enforced.
Release Notes Mailer
Summarises what changed over a period from the record of completed work and the code it touched, and sends the notes to a subscriber list as an email campaign.
Reputation Watch Officer
Several times a day it reads mentions, tags, reviews and live threads about the business, answers what it should, and sends anything urgent to the team's chat.
Agent Workforce Provisioner
Starts agents from role definitions in locked-down containers, pauses, resumes or stops them, and reloads the role and tool catalogs when they change.
Paid Social Campaign Manager
It sets up and adjusts paid social campaigns through the ads manager, reads delivery, completion and cost per click, pauses the weaker ad and removes finished campaigns.
Platform Capability Reviewer
This agent compares what the platform's control layer and GPU servers can actually do with what the plans say, and closes each build stage with a written review.
Operations Dashboard Builder
This agent builds the dashboards for jobs, queues, mining and system resources from the numbers the services already report, and checks that they load.
Legacy System Migration Planner
This agent maps every step of the old system, compares it with the new design and produces the list of pieces to rebuild and in what order.
AI Model Study Runner
This agent prepares large sets of test questions, runs them through a model in one repeatable batch, follows progress, retries failures and stores the results for study.
Sales Pipeline Manager
It keeps every deal in the right stage of the right pipeline, links deals to the people and companies involved, imports deals from other tools, and reports the pipeline.
New Customer Welcome Agent
After a first purchase it adds the customer to the welcome list, sends the welcome email, enrols them in the loyalty program, marks the deal won and books a check-in.
Event Delivery Watchdog
It checks that social, email and payment notifications are still arriving and that usage allowances are not running out, and it alerts the team when something drops.
Teams Work Request Runner
It starts a worker on a local machine or in the cloud, keeps the requester informed of progress, returns the results and files, and shuts the worker down when idle.
Slide Presenter
Turns a written project document into a slide deck, presents it in the meeting, moves through the slides as it talks, and shares the deck once the meeting is over.
Ticket-to-Fix Engineer
This agent picks up a new ticket, makes the change, checks it, opens a merge request and leaves a note on the ticket so the requester knows it is ready for review.
Asset Origin Auditor
Answers "where did this image come from": which source files, which AI models and which settings produced each published asset, and whether the file is unchanged.
Coupon Drop Manager
It creates a coupon collection for a promotion, loads the codes, sends them in an email or text campaign, and tracks the orders and revenue the coupon brought in.
Knowledge Rebalancer
Finds the overcrowded topics, proposes which entries to move at a cautious, balanced or aggressive setting, and shows the plan as a dry run before anything moves.
Stand-up Note Taker
Sits in the stand-up, captures the transcript and recording, lines up what was said with each project's status digest and sends the action items to the team lead.
Media Drop-off Desk
Sends the owner a private upload page, waits for the photos or video to arrive, checks them against each platform's limits and attaches them to the waiting post.
Meeting Moderator
Keeps a large call orderly: it notices raised hands, calls on people by name in the order they asked, and keeps track of who is speaking and who has dropped off.
Repository Steward
Holds the repository keys, checks who is asking and what branch they offer, opens merge requests for human review and keeps issues, comments and labels in order.
Cloud Compute Dispatcher
This agent picks an image, checks the container settings, runs the job on local or rented GPUs, keeps an eye on it and shuts the container down when it is done.
Brand Kit Keeper
Reads the company website and proposes a brand kit of logo, colours, fonts and social links. Once approved, it keeps the kit current so every template uses it.
Meeting Minute-Taker
Takes the minutes after every meeting from the recording and transcript, and sends everyone the same version, updating it when someone points out a correction.
Morning Operations Briefer
Each morning, this agent gathers the state of the knowledge base, the queues, the database load, the storage and any open alerts, and sends one short briefing.
Credential-Free Contributor
Clones a repository, makes and tests a change on its own branch and asks a trusted steward to open the merge request, never holding the repository key itself.
Explainer Video Maker
Turns a written page or article into a short narrated explainer with designed cards, captions and moving backgrounds, ready to post with the link in the text.
Film and Video Promoter
It posts a finished video with researched hashtags, runs paid promotion, reads how long people watch, cuts a stronger opening and keeps the better ad running.
Issue Triage Engineer
Reads each new issue, finds the code most likely at fault and comments the suspect file and line with a triage label so a developer starts in the right place.
Service Function Builder
Plans a new data-processing function, prepares its database work queue, generates its files, registers it as a tool and runs a harmless smoke test through it.
Team Handbook Auditor
This agent reads the whole team handbook and every automated routine, finds rules that nobody actually enforces, and drafts the changes for the next revision.
Codebase Onboarding Guide
Answers a newcomer's questions about how the code works with the exact files and lines involved, plus the reference documents and past decisions behind them.
Custom Records Keeper
Keeps the records the business defines for itself, such as vehicles, policies or properties, links each to its customer, and updates or removes them in bulk.
Research Data Archivist
This agent manages stored research data by version: it lists what is stored, closes and activates versions, releases checkpoints and clears out old versions.
Engineering Team Lead
Runs the whole team through the project: hands out ready work, relays review findings, applies each next step and keeps everyone pointed at the finish line.
GPU Spend and Power Guard
Keeps rendering inside the daily spend limit and the office's power limit: no job starts without budget, and only one graphics card runs flat out at a time.
Self-Starting Job Scheduler
This agent turns a job into a standing service that starts itself when work piles up or on a schedule, and lets you list or stop those services at any time.
Compute Cost Reporter
Reports what compute and AI usage cost, broken down by machine, by dataset, by team role and by model, with today's projection and storage costs alongside.
Invoice Chaser
When a payment fails or an invoice goes unpaid it tells the customer with a fresh payment link, reminds them once, and opens a follow-up task for a person.
Order Fulfilment Agent
It confirms the order to the customer, adds them to the customer list, starts the welcome sequence, and records which offer and campaign produced the sale.
Planning Panel Facilitator
It brings several AI models together to debate the plan, asks the owner to decide the open questions in the room, and hands back a plan ready for approval.
Voice-Over Artist
Reads a script in a chosen voice and returns a clean narration track, checks it word for word by listening back, and lays it under the video with captions.
App Access Registrar
This agent signs up new client apps, issues their credentials, enrols passkeys and manages registrations afterwards, keeping an audit trail of every step.
Contact Desk
It takes a message from a visitor, a browser assistant or another company's agent and delivers it only when the sender has given their own name and email.
Knowledge Base Maintainer
This agent runs the regular upkeep jobs: screening new entries, rebalancing between related topics, refreshing embeddings and rebuilding the search index.
Idea-to-Approved-Plan Agent
It runs a planning debate across several AI models, asks the owner to settle the open questions, and after the owner approves, starts a team on the plan.
Business Event Switchboard
It connects payments, email, social activity, inbound mail and the website so every customer signal lands in one team inbox, where it can become a task.
Campaign Results Analyst
It reads how each email went, which version of an A/B test won, what each campaign earned in orders, and gives a plain recommendation for the next send.
Meeting Stand-In
Attends a meeting on your behalf, listens, answers questions within its brief, and hands you a short summary of what happened and what was asked of you.
New Hire Guide
Walks a new team member through the team's shared files and recent decisions, by voice or chat, and leaves them an orientation document to come back to.
Operations Desk Lead
Watches for incoming events, opens a finite task for each one, brings the right specialist online, closes the task and stands the specialist down again.
Social Analytics Reporter
It reports reach and engagement per post and per day, follower growth and tracking-link results across every connected account, X and the Facebook Page.
Trend Response Writer
When a conversation takes off it writes a short post or reply that adds a fact from the business's own record, has a person approve it and publishes it.
Failed Item Replayer
Sends only the failed items of a large run back through, cancels a run that should stop, and refuses to start a duplicate of a run already in progress.
Release Readiness Reviewer
This agent pulls together the regression results, accuracy checks, load tests and package review for a new version and writes one go or no-go summary.
API Upgrade Planner
Reads the documentation for the new version, finds every place the old interface is used, sizes the change, and drafts the task plan for the upgrade.
Fast Data Lookup Assistant
This agent answers questions about another app's records from a kept-in-sync copy, so the team gets fast answers and the other app is not overloaded.
3D Scene Builder
Builds the world of a film as a scripted 3D scene with exact moving parts and camera paths, and renders the picture layers the finishing team needs.
Billing Desk
It answers customers' billing questions by finding the payment, invoice or subscription, and makes approved changes such as updating a subscription.
Document Writer and Editor
Drafts a plan, checklist or report in the team chat, revises it when asked, keeps every earlier version, and retires documents that are out of date.
Engineering Cost Analyst
Attributes every model call to the task, role and phase that spent it and turns the totals into cost and human-equivalent effort hours per project.
Scheduled Index Refresher
Re-scans each codebase for changes and updates its search index and dependency map, skipping a tick when another indexing job is already running.
Revenue Reporter
It answers revenue questions with figures: sales by period, subscriptions, charges and disputes. It sends a weekly summary to the team's chat.
WhatsApp Business Messenger
It writes message templates, submits them for approval, runs WhatsApp campaigns and sends individual messages, then reads the delivery report.
Meeting Follow-through Agent
It takes the request, runs the work on a worker while the meeting continues, posts the result in the meeting chat, and records the item in the minutes.
Facebook Community Responder
It works the Page's queue of comments, replies, messages, tags and reviews, answers in public or privately, hides spam, and marks each item done.
Caption and Format Specialist
Makes every version a channel needs from one master: vertical, square-ish and wide sizes, web and audio formats, captioned and silent copies.
New Agent Pre-flight Inspector
Checks a new agent's identity, access and workspace before it joins the team, and refuses the start when something does not match.
Decision Keeper
Writes down every decision, constraint and open question as it is made, so nobody relitigates last month's call and new people can find the reasoning.
Decision Announcer
It takes a decision the panel agreed, drafts a short public post from the decision document, and puts it into the social posting queue for approval.
Phone-to-Done Assistant
It passes the instruction to the agent team, turns it into a task for the right teammate, and sends the owner a short note when the task is done.
Tool Onboarding Specialist
Qualifies each new tool with normal and hostile test cases, rebuilds the tool index the agents search, and confirms agents can find the new tool.
Weekly Cross-Channel Brief
Every week it pulls social, email, sales and payment results into one short brief and sends it to the team's chat, so it reads well on a phone.
Project Reference Librarian
It answers questions from the reference documents that belong to one project, with page numbers, and ignores documents from other projects.
Code-Grounded Reviewer
Reviews a team's claims about finished work with search access limited to that system's code, so every finding points to a file and line.
Marketing Team Access Manager
It invites colleagues to the email and messaging account, gives each the permissions their job needs, and removes access when someone leaves.
X Publisher and Reply Watcher
Posts the chosen video or image to X, keeps an eye on replies and mentions, and answers questions that need a new fact with a fresh image.
Memory Compression Researcher
This agent tests ways to compress what the model keeps in memory, measures how much accuracy each costs and picks the best candidates.
Carousel and Cover Designer
Builds carousels, cover cards, hook cards and thumbnails from fixed brand templates, so every slide carries the same type, colours and closing logo.
Agent Activity Auditor
Reconstructs what any agent did in a time window: its raw actions, the conversations it took part in and the money it spent, in one audit report.
Failed Post Retry Officer
It finds posts that failed to go out, reads why, retries one or all, checks the account's health and tells the team about anything it cannot fix.
Grounding Coach
Checks whether the task troubleshoots or spans several files and, if so, asks for a file and line reference from code search before work starts.
Acceptance Tester
Before new code joins the product, this agent runs the acceptance checks and refuses anything that contains placeholder code or skipped steps.
Documentation Drift Auditor
Compares what internal documents say with what the code actually does and lists each mismatch with the document section and the file and line.
Incident Code Locator
Finds the code that produced the error, traces what depends on it, explains the failure path, and leaves the finding in the team lead's inbox.
On-Screen Content Designer
Builds realistic but invented screens, terminals and dashboards for videos so no real log, customer name or address ever appears on camera.
Database Overload Guard
This agent lets bulk loads into the database only as fast as the database can take them, frees stuck jobs and recommends capacity changes.
Contact Activity Recorder
It records what customers do (sign-ups, purchases, feature use) against their records so segments and automated journeys can react to it.
Worker Fleet Scaler
This agent adds or removes background workers as the backlog grows and shrinks, restarts stuck ones and clears out dead connections.
AI Engine Build and Benchmark Agent
This agent builds the engine for each GPU type, runs its tests and measures throughput with saved results.
Loyalty Tier Concierge
After each order it adds the points, checks whether the customer moved up a tier, and tells them by email or text with what the new tier unlocks.
Delivery Review Presenter
Joins the review meeting, shares and walks through the project's closing summary, raises a hand for questions and posts the summary in the chat.
Brand Image Maker
Turns an image brief into finished images in the brand's look, with the words set by a designer template instead of drawn by the image model.
Customer Support Desk Agent
It opens a case, hands it to the right specialist, writes back to the customer by email, and closes the case with a note of what was done.
Revenue Attribution Analyst
It shows which email campaigns, text campaigns and automated journeys brought in orders and revenue, and which products sold through them.
Daily Standup Host
Runs the morning standup: it calls on each person, notes blockers against the right project, and posts the summary when the meeting ends.
Social Video Cutdown Editor
Turns one finished video into feed versions: a cold open, a size-capped upload, a looping GIF and a carousel built from its best frames.
Knowledge Base Auditor
This agent checks that the knowledge base still lines up with its reference material and lists missing or incomplete topics for repair.
SMS Campaign Manager
It creates text campaigns for a list, sends a test to a phone, sends or schedules the campaign, and reports and exports the recipients.
Job Dispatcher
This agent starts, follows and recovers processing jobs across every automated job the team owns, and reports their status on request.
Product Demo Clip Maker
Records a terminal or product session, masks addresses and private details, paces it and returns a captioned demo clip ready to post.
Render-to-Release Agent
It confirms the finished clip, delivers the file, publishes it with its post copy across platforms, and watches the first reactions.
GPU Server Onboarder
This agent prepares a newly built AI engine to take work from the shared queue by writing and checking the settings files it needs.
Cross-Platform Publisher
It checks a post against each platform's rules, uploads its media, publishes it now or cross-posts it, and withdraws it if needed.
Facebook Page Manager
Uploads photos and videos to the business page, publishes or schedules the post, answers comments and reports how the post did.
AI Service Load Tester
This agent runs the model under realistic traffic against a standard setup, checks each memory-saving path and compares runs.
Subscription Retention Agent
It moves the customer to the right list, sends a retention or farewell message, and flags valuable cancellations for a person to call.
Ask the Owner by Email Agent
It emails the owner the question with options, waits for the reply at the team's own address, and continues the work with the answer.
Abandoned Checkout Follow-up
It finds checkouts that were started but never paid, looks up the customer, and sends one reminder with a fresh payment link.
Social Account Health Officer
It checks every connected account's sign-in, permissions and usage limits and warns before a credential or allowance runs out.
Knowledge Base Health Analyst
This agent scores every topic on dozens of health measures and reports which topics need more depth or rebalancing.
Win-back Agent
It finds customers who have gone quiet, gives them a coupon, sends a win-back email or text, and reports who came back and what they spent.
Weekly Results Reel Maker
Pulls the week's post results from each network, turns the numbers into designed cards over the week's best clips and schedules the reel.
Job Ad Video Maker
Turns a job posting into a short captioned vertical video with the role, team and how to apply, and posts it to the company's channels.
Pipeline Weekly Reviewer
Each week it lists deals that have stalled and tasks that are overdue, writes a note on each, and sends the summary to the team's chat.
Payment Recovery Agent
It sends the buyer a fresh payment link with a short note, watches for the payment, and tells the team whether the sale was recovered.
Delivery Manager
It moves the project to its next step, sends finished work for review, and closes the project when every acceptance criterion is met.
Meeting Participant
It listens, answers aloud, takes on tasks, raises its hand when a result is ready, and shows its work on screen or in a presentation.
Search Health Reporter
Runs the search quality comparison, the cache gap count and a smoke test, and leaves a short health summary in the team lead's inbox.
Action-Item Chaser
Pulls every promise made in a meeting into a list with owners and due dates, then nudges each owner by chat until the item is done.
Launch Pre-flight Checker
Checks the machine image, the settings and the budget before a job starts, and names what is wrong while fixing it is still free.
List and Segment Keeper
It keeps mailing lists and segments tidy, adds and removes people, organises lists into folders, and reports who is on each list.
Photo-to-Motion Artist
Turns a real photograph into a moving camera shot without repainting it, so the real room and hardware stay exactly as they are.
X Publishing Desk
It posts the day's pieces with their images or video at their times, keeps the queue, and removes and redoes its own mistakes.
GPU Capacity Inventory Clerk
This agent takes stock of memory, model weights and idle capacity on each machine and rolls it up into one picture for planning.
Agent Replacement Specialist
Replaces an ended AI worker with a fresh one in the same role, hands it the unfinished task and confirms it picked up.
Agent Coordination Dispatcher
It acts on the request, starts a child job when the work needs another specialist, and replies to the sender.
Team File Librarian
Finds the file someone is talking about, says what it is and whether it is searchable yet, and answers questions about what is inside it.
Live Demo Presenter
Runs a live walkthrough in a video meeting, sharing a browser and a terminal, typing as people watch, and explaining each step aloud.
Knowledge Entry Screener
Tests each proposed entry against the existing topics and records an accept, hold or reject decision with the measurement behind it.
Supplier Support Liaison
Writes up the unexplained problem with its evidence, raises it with the supplier's support, follows the case and reports the answer.
Meeting Recap Sender
Sends each attendee a personal recap after the meeting, covering what was decided, what they own, and where to find the recording.
Page Inbox Collector
It collects new Page comments and messages, and on a slower cycle tagged posts and ratings, so nothing waits for someone to look.
Phone and Call Receptionist
Answers direct calls to the AI teammate, listens, replies in a natural voice, and stops talking the moment the caller interrupts.
Points and Redemption Clerk
It credits points for purchases, takes them back on cancellations, and completes reward redemptions so balances are always right.
Store Catalogue Manager
It switches on the store features, keeps products and categories current one at a time or in bulk, and sets the display currency.
Sign-in and Token Manager
This agent handles sign-in codes, access tokens and refresh tokens end to end and keeps the site's security certificate renewed.
Build and Test Runner
Runs a compile check and the test suite in order, stops at the first failure and checks the service health endpoint afterwards.
Lost Message Tracer
Follows a single message from agent to agent by its reference, shows each hop and how long it took, and names where it stopped.
Meeting Scheduler
Books the meeting with a clear purpose and agenda, makes sure it will be recorded and transcribed, and shows up when it starts.
Settings Change Keeper
Compares the live settings with the saved ones, shows the history of changes, saves a known-good set and reloads it on request.
AI Answer Accuracy Checker
This agent checks whether a change alters the model's answers, finds where any difference starts and gives a clear yes or no.
Customer Lifecycle Agent
It welcomes new buyers, follows their engagement, recovers failed payments, and works to keep subscribers who move to cancel.
Facebook Page Analyst
It reports post and Page performance and how quickly the Page answers people, and it keeps an eye on the Page's usage limits.
Job Performance Historian
Keeps the run history of every job and reports the trend over the last hour, day, week or month, with the slowest step named.
Run Verification Clerk
Checks a finished run against its original request and reports whether every item is present, without running anything again.
Service Caretaker
This agent watches the status, memory and logs of every core service and restarts only the services it is allowed to restart.
Social Inbox Manager
It brings comments and mentions from all connected accounts into one inbox and answers each on the platform where it arrived.
Research Assistant
Finds and reads the relevant files and web pages, searches them, recalls related past work and returns a structured summary.
Role Catalogue Updater
Loads new role descriptions and tool lists into the running system without a restart, so the next worker launched uses them.
Throughput Tuner
Adjusts how work is batched and flushed, from a careful standard setting to a very high-volume one, and measures the result.
Integration Health Checker
This agent runs the standard checks across the integration platform so a broken connection is found before a user finds it.
Project Status Reporter
Reads where each project stands and gives a short spoken update in the meeting, with a written version in the meeting chat.
Response Time Guardian
It brings the overdue item to the top, answers it or escalates it to a person, and reports response times across platforms.
Stuck Job Unblocker
Finds the locks left behind by dead jobs, confirms nothing live depends on them and releases them so the queue moves again.
Voucher and Reward Desk
It issues vouchers to members, redeems or revokes them, checks that a reward is valid, and reports how many codes are left.
Chat File Grounder
Reads the shared file from a read-only mount and adds it to that team's searchable knowledge without keeping its own copy.
GPU Profiler
This agent profiles the AI engine at system, chip and memory level, finds idle time under steady load and records GPU use.
Loyalty Member Concierge
It enrols customers, places them in the right tier, and answers any member's question about their points, tier or history.
Meeting Highlight Editor
Turns a meeting recording into a short highlight clip with a narrated summary and posts it for people who missed the call.
Out-of-Date Document Fixer
Spots plans that newer decisions have overtaken, publishes a corrected version of each, and tells the owner what changed.
Data Version Promoter
Switches readers to a newly built version of stored data, finishes a build that stalled and cancels one that went wrong.
Serving Capacity Tuner
Sets how much GPU memory holds conversations in progress and when new requests wait, then measures how many run at once.
Sound Designer
Gives every shot its own sound effects generated from the picture and a short sound brief, cut to the exact shot length.
Team Chat Assistant
It answers in the same thread using the team's shared memory and documents, and creates or updates documents when asked.
Alert Tuner
This agent keeps alert rules and text-message delivery working by testing each rule and its route from start to finish.
Application Event Responder
It decides what the event needs, starts that work with the right team member, and checks the result when it comes back.
Knowledge Drift Detector
Runs a deeper clustering analysis on selected topics and reports those whose content has drifted from where it started.
Run Conditions Recorder
This agent records GPU memory and machine load around every run so results are read against the conditions they ran in.
Text Message Dispatcher
It sends one-off text messages such as delivery and appointment notices from templates, and reports what was delivered.
X Direct Message Desk
It reads direct messages and, for approved outreach, sends messages only from a checked preview of recipients and text.
Change Impact Reviewer
Maps everything a proposed change touches before anyone approves it and posts the impact summary on the merge request.
Credential Rotation Clerk
Replaces a stored credential in one step, sends the new one to each machine that needs it and removes the retired one.
Queue Priority Balancer
Sets how worker time is shared between quick updates and bulk loads, and switches either line off during maintenance.
Render Producer
It follows the job, confirms the finished file, moves it to the right destination, and hands it over or publishes it.
Quarantine Officer
Isolates the misbehaving step so nothing sends it new work, keeps the rest running and releases it once it is fixed.
Repository Assistant
This agent keeps tickets, comments, branches and merge requests in order so developers spend their time on the code.
AI Spend Recorder
It reads the model usage from the session, removes duplicates, and records the cost against the task it belongs to.
Commit-Triggered Re-Indexer
Starts a re-index of the affected codebase as soon as new code lands and reports progress to the team lead's inbox.
Motion Graphics Artist
Turns a still into a short moving background and sets kinetic type over it, so the post moves from the first frame.
Remote Agent Placer
Starts an AI worker on the machine best placed for the job, local or remote, and confirms that machine accepted it.
Import and Export Tracker
Follows every background import and export, says when each one finished or failed, and hands back the result file.
Quality Fix Coordinator
It records what must be fixed against each failed criterion, assigns the fix, and sends the work back for review.
Answer Consistency Setter
Sets how predictable or varied a model's answers are, from fully repeatable to more varied, for each deployment.
Machine Decommissioner
Takes a retired machine out of the fleet, revokes its certificates and confirms nothing still routes work to it.
Email List Hygiene Agent
It removes the address from active lists, records why, and keeps a running view of sender health for the team.
Help Article Video Maker
Turns a help article into a short captioned how-to video so customers can watch the fix instead of reading it.
Human Escalation Flagger
Marks a ticket as needing a person when the AI reviewers cannot settle it, with a summary of the disagreement.
Deleted Code Cleaner
Deletes the search entries and dependency links for code that no longer exists, without holding up the scan.
Rate Limit Recovery Agent
It prompts the stalled session to retry its last step so the work continues without a person stepping in.
Order Status Notifier
It sends order updates to customers in the website chat, by text or by email, so fewer customers write in to ask.
Screening Rule Writer
Writes the rules that tighten or relax acceptance for particular topics and switches individual rules on and off.
Smoke Test Runner
Sends a small harmless batch through the service, once or on a trigger, and confirms it came out the other end.
X Performance Analyst
It reports what was posted and how each post did over time, and how much of the monthly read allowance is left.
Audio Briefing Producer
Turns the week's project activity into a short narrated audio briefing that people can listen to on the move.
Scope Escalation Sentinel
It warns that this label needs an independent review first and blocks the shortcut until that review exists.
Order Desk
It records orders as they happen or in bulk from another system, and lists them for finance and fulfilment.
Scheduled Post Publisher
It publishes posts that have come due, cancels withdrawn ones, and sends any waiting social notifications.
Stored Data Integrity Checker
Re-checks that each stored data file is intact and correctly laid out, and reports any file that fails.
Deal File Clerk
Files each document against the right deal, company or contact, finds it on request and removes outdated copies.
Chat Front Desk
Answers questions people send it in chat, one to one or during a meeting, and replies in the same conversation.
Post Launch Monitor
It confirms where the post went live, re-posts to any platform that failed, and gives the owner the live links.
Stale Worker Sweeper
Lists the workers that have sat idle past a set time, shows what would be removed as a dry run and clears them.
Emergency Stop Officer
Stops one agent or every agent in a given role at once, records what was running and confirms nothing is left.
Agent Fleet Health Monitor
It removes silent agents from the roster, updates the list of available machines, and reports fleet status.
Note Queue Reconciler
Checks that every queued note reached storage, flags stragglers past a grace period, and records a summary.
Model Courier
Copies each new model build to the remote machines that serve it and confirms every copy arrived complete.
Browser Research Assistant
It does approved research in a real signed-in browser, reading and collecting the pages it is asked for.
Hardware Event Tracer
This agent records low-level hardware events and queue activity and attributes each delay to its cause.
Outside Change Follow-up Agent
It updates the local copy, makes the follow-up change safely and notes it on the related ticket.
Tool Concierge
Takes a plain-language need and returns the best-matching tools from a catalog of hundreds in one answer.
X Follower Welcome Agent
It looks at the new account, follows back the relevant ones, and finds similar accounts worth following.
Independent Review Clerk
It matches the verdict to the review that was requested and releases or holds the project exactly once.
Data Lineage Investigator
This agent traces a record back through every job and change that touched it and writes up the answer.
Background Job Orchestrator
Splits a job into child jobs, hands them to short-lived workers, tracks each one and collects the results.
Owner Phone Assistant
It passes the message to the agent team running the work and sends the team's answers back to the phone.
Secret Access Auditor
Lists every stored credential with the roles and machines allowed to use it. The values are never shown.
Operations Audit Clerk
Keeps the trail of every pause, resume, scale and stop, and answers who did what to which job and when.
Company Records Manager
It keeps one record per customer company, links the people and deals to it, and imports company lists.
Performance Reviewer
Reads a change for slow paths and wasted work and reports them on the ticket with the lines concerned.
Pricing Change Watchdog
It compares the change with the approved offer and alerts the owner when a price or link has drifted.
Embedding Backlog Clerk
Finds the collections with material waiting to be embedded, queues the work and starts the workers.
Work Budget Setter
Sets a limit on the number of steps an AI worker may take and reports when the worker reaches it.
Subscriber Welcome Agent
It sends the confirmation and welcome messages and adds confirmed contacts to the main audience.
Storage Spend Reconciler
It syncs the day's storage cost into the daily budget so tomorrow's limit reflects real spend.
Test Coverage Reviewer
Checks whether a change comes with tests for the cases that matter and names the cases left untested.
Documentation Reviewer
Checks that the documentation for a change matches what the code now does and lists what is missing.
Social Community Manager
It reads the thread, replies in the brand voice, and records each reply with the post it belongs to.
Tool Version Checker
Compares the tool list on every machine in the fleet and names any machine running an older version.
Architecture Reviewer
Reads a proposed change for how it fits the existing design and writes its findings on the ticket.
Storage Space Reclaimer
Lists the old stored versions, confirms which one is active and clears the ones no longer needed.
Idle Machine Drainer
Sets how long a machine may sit idle, empties its queues when the time is up and shuts it down.
Task Results Reviewer
It checks the result, marks the task complete or cancelled, and starts the next task in line.
Campaign Follow-up Agent
It moves engaged readers into a follow-up sequence and hands the most engaged ones to sales.
Session Briefer
It briefs the agent on the current goal and the state of the project before any work begins.
Search Index Manager
This agent counts, builds, checks and reports on the search indexes behind semantic search.
Back-in-Stock Notifier
It signs customers up for an alert on a product they want, and tells them when it returns.
Cloud Price Watcher
It compares the new price with the ceiling the owner set, then moves the work or holds it.
Pause and Resume Controller
Pauses a single AI worker without losing its place and resumes it when the blocker clears.
Change Notification Handler
It checks the signature, ignores stale or irrelevant notices and updates the local copy.
Search Tuning Analyst
Reviews recent search behaviour with a language model and proposes setting changes.
Best-Time Scheduler
It reads when the audience is most active and moves the posting slots to match.
Index Stall Watchdog
Resets the stuck job so scheduled indexing carries on, and records the reset.
Decision History Keeper
It turns notable actions into entries in the searchable decision history.
On-call Pager
It turns each alert into a short text message on the on-call phone.
Live Operations Announcer
It posts each event to the team in plain words as it happens.
Issue Change Watcher
It reports what changed since the last check.
No specialist matches these filters.