The full ambition. A focused first step.

a user reaches one sourced result without configuring a blank dashboard

all content and agent context change atomically with the selected workspace

the default prioritizes meaningful changes and pending work over raw metric volume

keyboard and touch users can find pages, actions, records, and chats

personal pins persist without modifying colleagues' layouts

comfortable and compact modes retain readable labels and focus states

definitions and the period are available beside every key number

drill-downs retain filters and provide a reliable return path

unknown, zero, not connected, no permission, and failed loads differ

interrupted onboarding and drafts resume from saved progress

every entry states supported operations and current implementation status

consent names accounts, requested access, and destination workspace

secrets are write-only and tested using a minimal permitted request

negotiation, auth, capability discovery, and policy review succeed before use

users enable individual operations rather than an entire unknown server implicitly

supported schemas create a reviewable adapter draft, never immediate unrestricted tools

approved operations and variable validation bound the exposed capabilities

duplicates and invalid signatures cannot trigger repeated work

outbound enrolled bridge accesses only configured internal resources

scope loss, quota exhaustion, expiry, and schema changes have distinct repair states

progress and partial coverage remain visible while backfill continues

committed cursors resume safely after worker restart

data-through time is distinct from fetch time and page load time

periodic comparisons detect missed events without duplicating records

simultaneous edits do not silently overwrite user changes

units, grain, aggregation, and provider definitions accompany each metric

suggested cross-source matches require reliable IDs or explicit confirmation

missing periods and schema changes produce actionable explanations

jobs stop and retrieval access is withdrawn predictably

removed source records and permissions invalidate dependent indexes and caches

permitted files, chats, tasks, and source records appear together

conceptual queries improve relevance without bypassing access filters

type, source, date, and workspace filters never leak restricted counts

claims open a permitted source or explain why it is no longer accessible

extraction quality and original location remain inspectable

queries retain scope and alert settings rather than copying unrestricted results

conflicting sources are shown instead of silently merged

selected content becomes explicit, removable agent context

large/private sources can be queried in place under source authorization

users update a definition with provenance and version history

users ask questions alongside their work without losing page context

titles, search, rename, archive, and reopen work across sessions

the agent shows which workspace, sources, and files it may use

unsupported claims are omitted or labeled uncertain

an answer can become an editable file or task with provenance

multi-step work exposes expected outputs, sources, costs, and side effects

cancellation stops future steps and reports any already-started external operation

users continue or fork a conversation without duplicating side effects

users see, edit, scope, and delete saved preferences separately from chat

tasks show verified outputs, partial failures, and unresolved work

a server-side workspace secret enables an approved generative model

OpenAI, Anthropic, or other adapters pass the same capability contract

only compatible, policy-permitted choices are selectable for a task

simple jobs use a qualified faster model when evaluations justify it

typed classification improves a measured workflow over the baseline

concurrent runs reserve funds and stop before exceeding application ceilings

outages never silently change permitted data destinations or capabilities

users see model, provider, estimated/actual usage, and task cost status

supported local runtimes are reachable only through an authenticated companion

releases show task quality, latency, cost, and safety regression results

a natural-language request produces a validated chart and reproducible query

all important chart values are accessible without interpreting pixels

equal durations, timezones, and incomplete periods are handled explicitly

alerts state baseline, sample sufficiency, and false-positive controls

possible explanations are distinguished from causal conclusions

membership and event definitions remain inspectable

backtesting beats a simple baseline and uncertainty is visible

assumptions and simulated outputs never appear as observed results

target, owner, period, and data source are explicit

every reported quantity traces to a calculation or provider record

files survive chat closure and have explicit ownership

produced files preview, download, and retain source references

exports are validated and visually reviewed where needed

editing preserves recoverable prior revisions

untrusted content cannot execute in the authenticated app origin

users can compare extracted fields against their original location

rights, versions, tags, and project usage remain visible

the companion can access only the user-selected workspace root

divergent file edits offer comparison and recovery

workspace files and metadata export in documented formats

supported authorized analytics are explained with freshness and definitions

planned items are distinct from provider-confirmed scheduled posts

inputs, intended audience, and cited research remain editable

source content rights and destination constraints are checked

approved tone, terms, examples, and assets are versioned

permitted comments are grouped without inventing sentiment certainty

obligations, deadlines, and evidence of delivery are linked

destination, account, content, and timing are confirmed before sending

hypotheses and outcomes are recorded without claiming guaranteed growth

source leads require review; no invented live cricket reporting

authorized business sources produce a reconciled weekly brief

linked records preserve source identity and permission boundaries

suggestions route tickets with human escalation and monitored error rates

owners, blockers, deadlines, and evidence of completion are visible

orders, refunds, and fulfillment are distinguished from profit

currencies, fees, refunds, and recognition assumptions stay explicit

authorized notes become reviewed tasks with traceable origins

repository and issue data produce a sourced progress summary

evidence tables and citations support writers, educators, and analysts

administrators compose views and tools without changing core navigation

generated steps are reviewable before activation

manual, scheduled, and event triggers show scope and timezone

simulated actions are unmistakable and cause no external mutation

restarts resume without repeating committed external effects

proposed actions, reviewers, expiry, and decisions remain centralized

transient errors back off; permanent errors stop with repair guidance

duplicate events and retries do not duplicate supported writes

users inspect inputs, outputs, waits, and redacted errors

only chosen meaningful changes interrupt users

imported versions disclose capabilities and require workspace configuration

valid SKILL.md packages load only within granted capabilities

author, origin, version, license, and requested tools are visible

updates cannot silently expand tools, dependencies, or network access

skill code runs without production credentials or arbitrary network access

developers implement typed lifecycle hooks and compatibility tests

organizations approve and revoke internal packages

moderation, vulnerability reporting, and maintenance status exist first

scoped service identities access approved resources with rate limits

external agents receive the same authorization restrictions as the UI

authenticated A2A tasks carry bounded scope and inspectable results

server checks prevent self-granted administration

access can be narrower than whole-workspace membership

recipient permissions govern records and generated summaries

notifications follow access and user preferences

expiry and explicit client separation prevent accidental oversharing

only currently authorized reviewers can approve an action

joiner, mover, and leaver workflows revoke access predictably

authorized admins can export tamper-evident redacted records

removing a member does not orphan critical connections or artifacts

workspace rules restrict source categories, models, regions, and retention

API, SQL, search, files, queues, and caches reject cross-workspace access

encryption keys are separate from encrypted credentials and access is audited

multiple instances enforce the same user/workspace/provider budgets

verified identity, revocation, CSRF protection, and secure cookies are tested

retrieved text cannot grant tools or redirect sensitive data

custom endpoints cannot reach cloud metadata or unauthorized internal networks

users can inspect retention, export, disconnect, and request deletion

administrators revoke a compromised connector, model, skill, or workflow

size/type limits, malware handling, archive checks, and safe rendering apply

incident response, recovery drills, dependency review, and reporting paths exist

every core flow works without a pointer

controls, task status, and errors have meaningful announcements

core tasks work at narrow widths and enlarged text

no essential task depends on animation

dates, numbers, timezones, and currencies are unambiguous

users can flag a wrong answer, bad source, or failed action separately

connection and metric explanations appear where users need them

a user can share an explicitly reviewed, redacted diagnostic bundle

users can leave without a hidden export or billing obstacle

product decisions use observed task success and retained value

constrained UI components improve completion over ordinary forms

suggestions are useful enough to justify interruption

explicit capture, transcript review, and equivalent text controls are available

cited text accompanies audio and sensitive output stays private

selected entities and evidence improve investigation over search

agreed actions are evaluated later without claiming causal proof

scoped parallel work beats a single-agent baseline on measured tasks

local processing meets quality and hardware constraints

artifacts, definitions, skills, and references move without secrets

agents test a plan against synthetic conditions with no production side effects