Teams designed for real work.

Outcome: Native audio workflows through fal.ai in Canvas and Workbench.

Outcome: Local OCR makes scanned PDFs searchable by users and agents.

Outcome: Turn documents and project work into cited, reusable knowledge.

Outcome: Use fal.ai, BytePlus ModelArk or Higgsfield with separate accounts, contracts and budgets.

Outcome: Order, trim and caption existing video clips without changing their source files.

Outcome: Save versioned scene briefs with named inputs and recreate editable storyboards without copying execution authority.

Outcome: The team and owner edit the same ordered scene plan, with visible drafts, outputs and missing dependencies.

Outcome: Compare actual images and video, then record approval against their exact content.

Outcome: Prepare connected edits and animation drafts without changing the original.

Outcome: Version palettes, logos, products and creative rules, then place their exact assets in any workspace.

Outcome: Save shot intent alongside scenes without losing reference or voice bindings.

Outcome: Opt-in fal.ai video generation on the existing Canvas and Workbench.

Outcome: The first observation establishes a baseline. Subsequent observed incoming messages enter a persistent local inbox, including arrivals while the agent is busy. A short configured cooldown groups consecutive questions. Events carry grantId, batchId, inReplyToDigest and ALL messages in the batch. The agent reads them in order, groups subjects and addresses every question using computer_reply with those fields, targetId, taskId, idempotencyKey and the complete response. Pending requests belong in the existing task/notes; accepting a request is not completing it. The same agent session retains conversational context. Each batch contains at most 20 messages and 60,000 characters; excess messages stay pending, never silently truncated. The inbox allows 128 unresolved messages and blocks with an error if full. Orkestrai validates the native incoming message before typing. During composition and submission, the pinned recipient, authorization, focus and complete draft remain guarded; the original message does not need to remain visible or keep the same history index. New messages remain pending while an already claimed batch is answered. Human drafts, changed recipient, revoked grants or ambiguous input stop execution. On macOS, process-targeted native input updates the actual composer; multiline editors use Shift+Return for line breaks, never an unmodified newline. Native PID/window/bounds checks remain active throughout. A successful command acknowledges its batch as natively submitted, not delivered/read. A partial or uncertain failure stays blocked for inspection; do not resend or claim nothing was sent without checking. Native accessibility observation and computer_read on macOS/Windows do not require the target to be foreground. On macOS, passive visual fallback captures the selected window by ID without activation. Screen-rectangle fallback on other backends still requires foreground to avoid capturing an unrelated covering app. This change does not remove input/publication focus safeguards or guarantee access to content an app does not expose. Approved text replies use process-directed native controls on supported macOS/Windows adapters, without global mouse or keyboard input. Exact window, recipient, draft, authorization and single-submit checks remain mandatory. Global input and native file dialogs still require foreground. A preflight failure before any native input keeps the batch retryable; an uncertain submission never retries automatically. Native apps, external browsers and managed Portals require their own controls and authorization; a successful test of one does not certify another or future interface changes.

Outcome: Long requests stay traceable after acknowledgment. Enable scheduled reminders and task results for that exact contact to allow computer_send without requiring a fresh incoming message. It requires an assigned task or automation run source, deduplicates that source across restarts and uses the same foreground, recipient, empty-draft, hourly-limit and risk safeguards. A permission change between typing and sending stops publication. Incoming messages never authorize new contacts, apps, files or purchases. Calendar dispatch and a cleared composer are not proof of a delivered report.

Outcome: Auto mode prefers native accessibility text without PNG captures. Use computer_read and guarded computer_interact for known controls; preserve the recipient, full draft and publication gate. The panel shows the actual source and local check duration. Unsupported UIs use visual fallback. Provider response time is additional. Native accessibility observation and computer_read on macOS/Windows do not require the target to be foreground. On macOS, passive visual fallback captures the selected window by ID without activation. Screen-rectangle fallback on other backends still requires foreground to avoid capturing an unrelated covering app. This change does not remove input/publication focus safeguards or guarantee access to content an app does not expose. Approved text replies use process-directed native controls on supported macOS/Windows adapters, without global mouse or keyboard input. Exact window, recipient, draft, authorization and single-submit checks remain mandatory. Global input and native file dialogs still require foreground. A preflight failure before any native input keeps the batch retryable; an uncertain submission never retries automatically. Native apps, external browsers and managed Portals require their own controls and authorization; a successful test of one does not certify another or future interface changes.

Outcome: 24/7 means the enabled Core waits for future events or schedules, not that a model thinks continuously. For example, schedule an inbox check every 15 minutes, prepare a report, and gate sending it. Each run finishes and the next trigger starts another. Keep the computer awake, Core active, credentials valid, and provider quota available; sleep and shutdown stop local execution. Closing a window differs from Quit Orkestrai. Verify run history and approvals rather than assuming that a persistent terminal guarantees completed work.

Outcome: 24/7 means the enabled Core waits for future events or schedules, not that a model thinks continuously. For example, schedule an inbox check every 15 minutes, prepare a report, and gate sending it. Each run finishes and the next trigger starts another. Keep the computer awake, Core active, credentials valid, and provider quota available; sleep and shutdown stop local execution. Closing a window differs from Quit Orkestrai. Verify run history and approvals rather than assuming that a persistent terminal guarantees completed work.

Outcome: 24/7 means the enabled Core waits for future events or schedules, not that a model thinks continuously. For example, schedule an inbox check every 15 minutes, prepare a report, and gate sending it. Each run finishes and the next trigger starts another. Keep the computer awake, Core active, credentials valid, and provider quota available; sleep and shutdown stop local execution. Closing a window differs from Quit Orkestrai. Verify run history and approvals rather than assuming that a persistent terminal guarantees completed work.

Outcome: 24/7 means the enabled Core waits for future events or schedules, not that a model thinks continuously. For example, schedule an inbox check every 15 minutes, prepare a report, and gate sending it. Each run finishes and the next trigger starts another. Keep the computer awake, Core active, credentials valid, and provider quota available; sleep and shutdown stop local execution. Closing a window differs from Quit Orkestrai. Verify run history and approvals rather than assuming that a persistent terminal guarantees completed work.

Outcome: 24/7 means the enabled Core waits for future events or schedules, not that a model thinks continuously. For example, schedule an inbox check every 15 minutes, prepare a report, and gate sending it. Each run finishes and the next trigger starts another. Keep the computer awake, Core active, credentials valid, and provider quota available; sleep and shutdown stop local execution. Closing a window differs from Quit Orkestrai. Verify run history and approvals rather than assuming that a persistent terminal guarantees completed work.

Outcome: Confirm 1387 in the real Calculator capture, the result note and completed task. The node refreshes agent evidence. Review Audit for exact brokered operations; typed text is omitted and native captures may include visible private content.

Outcome: A campaign with visible owners, deliverables, and reviews from concept to publication.

Outcome: Documented visual decisions and artifacts connected to their creators and reviewers.

Outcome: Every stage advances only after persisting and validating its outputs; the selected result is automatically connected as the next stage reference, with files and provenance visible on the canvas.

Outcome: Responsive designs, typed tokens, components, prototype, quality evidence, and framework code are compared before a human approves implementation.

Outcome: A complete editorial pipeline with preserved context and human approval.

Outcome: Vibe coders, designers, marketers, and product teams work by outcome instead of command.

Outcome: The agents you use most stay one click away across every workspace and app restart without hiding the rest.

Outcome: New work goes to a healthy provider without silently moving tasks that are already running.

Outcome: A consistent personal theme that can be exported and reused on another installation.

Outcome: Move a responsibility from Claude to Codex, Kimi, or another installed CLI without recreating the team.

Outcome: A feature moves from planning to review without copying messages between terminals.

Outcome: Simultaneous work with diff and conflict previews before merge.

Outcome: Visual defects reproduced and documented in the task context without leaving the Canvas for normal browser tabs.

Outcome: Contracts, executable requests, structured response evidence, portable collection state, implementation tasks, and the responsible team stay visible in one workspace.

Outcome: Automation where important judgment remains under human control.

Outcome: Changes evaluated by different models before delivery.

Outcome: Editable visual source, implementation, pixel evidence, Kanban feedback, and Git review remain connected in one traceable delivery.

Outcome: A testable read-only prototype, reusable motion tokens, implementation-ready animation output, and one traceable source for people and agents.

Outcome: Comments, authorship, agent proposals, Council perspectives, Floor variants, and the final human decision remain attached to one Design document.

Outcome: Naming, clipping, overlap, contrast, and accessibility findings point to exact editable layers, while automatic backup and revision history keep remediation reversible.

Outcome: Portal agents now operate the same visible native page with named-agent grants, read/interact modes, explicit background opt-in, immediate pause, protected-field masking, stale-reference checks, and no arbitrary scripts. Preauthorized agents can publish bounded browser/integration/HTTP/transform tools; gate resumptions preserve checkpoints and the original revision. Audit details, local webhook setup, and latched emergency stop are explicit in the UI.

Outcome: Failures reach the team already converted into actionable work.

Outcome: Fast writing and delegation in pt-BR, en-US, or Latin American Spanish with predictable audio routing.

Outcome: Workspace ports released with scope and confirmation, without killing arbitrary processes.

Outcome: A desktop-grade working surface without losing the visual orchestration or duplicating agent sessions.

Outcome: Source, evidence, ownership, decision, and delivery remain connected without pasting an entire repository into a prompt.

Outcome: Every review decision stays linked to the task, evidence, code, and delivery history.

Outcome: High-impact decisions carry multiple viewpoints while final authority remains human.

Outcome: Mobile flows are reproduced and verified inside the same workspace as the implementation.

Outcome: Responsive navigation keeps tasks, activity, huddles, and reviews reachable while Team shows current focus, recent semantic work, and coordination totals. Internal messages remain on the host, and raw terminal control stays a separate audited Administrator permission.

Outcome: Every addressed turn, agent reply, decision, linked task, review, and delivery signal remains recoverable and searchable instead of disappearing in unrelated terminal history.