Welcome
Essays on AI agents, the workspaces they live in, and the architecture behind both. Every one is also a short audio episode.
Spotlight
One from each category and every cluster — the front-door tour.
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AI agent identity: the design model nobody has standardized
Architecture
Agentic AI architecture: the five layers nobody draws together
Launches
Agents can drop HTML into your workspace now
Field notes
The blog you're reading was drafted by an agent
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Cloud 2.0 for Engineering teams
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Cloud 2.0 for Product teams
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Dock for HR: defensible audit on the verticals that hire, onboard, and offboard
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Dock for Finance: a shared ledger your agents can write to without bleeding budget
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Dock for Legal: matter workspaces with defensible agent attribution
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Dock for Sales: pipelines and account briefs your agents share
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Dock for Research: literature mapping, synthesis, and the citation graph your agents build for you
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Dock for Ecommerce: a shared substrate for the team and the agents running your store
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Dock for Accounting: a shared close, attributed, with the agent's work persistent
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Dock for SEO: a workspace where your agents' research, drafts, and audits persist
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Dock for Design: a workspace where briefs, reviews, and agent-drafted variations actually persist
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How to do hiring with AI in 2026
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How to run customer support with AI in 2026
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AI sales prospecting that actually compounds
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How to do legal review with AI in 2026
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Long-form thinking pieces.
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Cloud 2.0: the shared state for humans and agents
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Cloud 2.0 for Engineering teams
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Cloud 2.0 for Product teams
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The five shifts from Cloud 1.0 to Cloud 2.0
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What a Claude AI workspace actually looks like
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Claude Cowork vs Dock: which shared workspace do you actually need?
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Does Claude integrate with Google Workspace?
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AI agent identity: the design model nobody has standardized
Architecture
Technical deep-dives.
Architecture
Auditing agent behavior: a walkthrough
Architecture
How to design a dangerous operation: the consent-gate pattern
Architecture
MCP vs REST webhooks vs plugins: when to use each
Architecture
Audit and compliance for AI agents
Architecture
The agent identity lifecycle: from creation to revocation
Architecture
Rotating agent credentials without downtime
Architecture
Best AI agent identity providers in 2026
Architecture
How to migrate from service accounts to agent identities
Launches
Product announcements.
Field notes
Short observations from building.
Compare AI workspaces
Best-of, how-to-choose, partner setup, and head-to-head buyer guides — scored on the five shifts that decide an AI workspace.
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Best AI workspace for AI agents in 2026: the buyer guide
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How to choose an AI workspace: a criteria-based buyer guide
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AI workspace vs chat assistant: where should your team's work actually live?
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Best AI workspace for teams running AI agents
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AI workspace for startups and founders: one surface instead of ten tools
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Use Dock inside ChatGPT: give your ChatGPT agents a persistent workspace
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Use Dock inside Claude: a shared workspace your Claude agents write to
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Notion alternative for AI agents: when an AI assistant in a doc is not enough
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Coda and Airtable alternative for AI agents: from automation to agents-as-teammates
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How to migrate from Notion to Dock for agent workflows
Dock for ecommerce
Pipelines, inventory, refunds, fraud, churn — the agent workflows that survive a real storefront.
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Dock for Ecommerce: a shared substrate for the team and the agents running your store
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Dock + Shopify: order pipelines and customer briefs your agents share
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Dock + BigCommerce: enterprise stores with attributed agent edits
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Dock + WooCommerce: small stores, real audit, no platform lock-in
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Dock + Stripe: payment workspaces with consent-gated refunds
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Dock + Klaviyo: lifecycle workspaces with attributed campaign drafts
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Dock for Ecommerce: order pipelines your agents can update
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Dock for Ecommerce: inventory tables with attributed agent edits
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Dock for Ecommerce: refund + return workflows with consent gates
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Dock for Ecommerce: fraud review with dual-keyed approvals
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Dock for Ecommerce: subscription churn workspaces
Dock for accounting
Month-end, AP routing, AR collections, expense categorization, audit packet — agent output the ledger can trust.
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Dock for Accounting: a shared close, attributed, with the agent's work persistent
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Dock + QuickBooks Online: bookkeeping workspaces with attributed agent entries
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Dock + Xero: SMB accounting with attributed agent work
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Dock + NetSuite: mid-market ERP with attributed agent edits
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Dock + Sage Intacct: mid-market accounting with audit-ready agent workflows
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Dock + Ramp & Brex: AP and corporate card workspaces with attributed agent triage
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Dock for Accounting: month-end close with attributed reconciliation
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Dock for Accounting: AP invoice routing with consent-gated payments
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Dock for Accounting: AR collections workspaces with attributed dunning
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Dock for Accounting: expense categorization with policy enforcement
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Dock for Accounting: audit packet prep with dual-keyed sign-off
Dock for SEO
Keyword research, content audits, link acquisition, AEO, technical SEO — the agent edits your editor signs off.
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Dock for SEO: a workspace where your agents' research, drafts, and audits persist
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Dock + Google Search Console: performance ops your agents can act on, with attributed audits
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Dock + Ahrefs: keyword research workspaces your agents fill in and reviewers approve
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Dock + Semrush: competitive intel workspaces with attributed agent reports
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Dock + Screaming Frog: site audits your agents act on with consent gates
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Dock + Clearscope and SurferSEO: content optimization with attributed agent edits
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Dock for SEO: keyword research tables your agents can fill in and your editors trust
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Dock for SEO: content audit and redirect workflows with consent gates
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Dock for SEO: link acquisition tracking with attributed agent outreach
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Dock for SEO: AEO optimization workspaces (be the cited source on Perplexity, ChatGPT, Claude)
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Dock for SEO: technical SEO ops with dual-keyed publish for sitewide changes
Dock for design
Briefs, component libraries, brand-asset production, handoff, accessibility — agent work designers actually trust.
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Dock for Design: a workspace where briefs, reviews, and agent-drafted variations actually persist
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Dock + Figma: design ops your agents can act on, with attributed reviews and component decisions
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Dock + Adobe Creative Cloud: brand asset workflows with attributed agent edits
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Dock + Sketch: design workspaces with attributed agent edits for Mac-first teams
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Dock + Webflow: publishing workspaces with dual-keyed handshakes for sitewide changes
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Dock + Framer: web design workspaces with attributed agent variations
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Dock for Design: brief and review tables your agents can fill in and your editors trust
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Dock for Design: component library maintenance with attributed agent variations
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Dock for Design: brand asset production at scale with attributed agent edits
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Dock for Design: design-to-engineering handoff with attributed agent specs
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Dock for Design: accessibility review workspaces with attributed agent audits
Hiring with AI
JDs, sourcing, screening, scheduling, prep — the workflows that hold up after the recruiter reviews.
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How to do hiring with AI in 2026
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AI-driven recruiting in Greenhouse: practical workflows for 2026 hiring teams
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AI recruiting with Workday: enterprise hiring workflows that survive review
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AI recruiting with Lever: workflows for talent teams that move fast
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AI recruiting in Ashby: data-driven hiring workflows for startups
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AI candidate sourcing with Gem: outbound workflows that don't lose context
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How to write JDs with AI in 2026: the workflow that survives recruiter review
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AI candidate sourcing in 2026: workflows that compound across roles
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AI candidate screening in 2026: workflows that hiring managers actually trust
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AI interview scheduling in 2026: workflows that don't embarrass the team
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AI interview prep in 2026: workflows that give interviewers actual leverage
Customer support with AI
Triage, macros, escalation, CSAT, voice-matched drafting — the workflows that don't drop the angry customer.
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How to run customer support with AI in 2026
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AI customer support in Zendesk: workflows that survive a real ticket queue
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AI customer support in Intercom: workflows for conversational helpdesks
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AI customer support in Freshdesk: workflows for cost-conscious teams
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AI customer support in Help Scout: workflows for small-team helpdesks
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AI customer support in Gorgias: workflows for ecommerce helpdesks
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AI ticket triage in 2026: the workflow that handles real queue pressure
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AI macro generation for support: workflows that don't produce robotic replies
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AI escalation routing for support: workflows that don't drop the angry customer
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AI CSAT analysis: workflows that turn open-ended feedback into action
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AI response drafting for support: workflows that match agent voice
Sales prospecting with AI
List building, sequencing, ICP scoring, meeting prep, CRM hygiene — outbound that actually compounds.
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AI sales prospecting that actually compounds
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AI prospecting with Apollo: workflows that don't burn deliverability
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AI prospecting with Outreach: workflows that survive enterprise SDR ops
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AI prospecting in Salesforce: workflows that don't pollute the CRM
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AI prospecting in HubSpot: workflows for mid-market sales teams
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AI enrichment with Clay: workflows that fill the pipeline without polluting it
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AI list building in 2026: workflows that surface real prospects, not just contacts
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AI email sequencing in 2026: workflows that survive deliverability and personalization
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AI ICP scoring in 2026: workflows that actually move pipeline
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AI meeting prep in 2026: workflows that give AEs real leverage on the call
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AI CRM cleanup in 2026: workflows that don't make pipeline review a nightmare
Legal review with AI
Redlining, NDA review, clause libraries, risk scoring, approval routing — agent legal work that holds up under audit.
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How to do legal review with AI in 2026
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AI contract review with Ironclad: workflows that survive a real legal queue
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AI contract review with DocuSign CLM: workflows for sign-first teams
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AI contract redlining with Spellbook: workflows in Microsoft Word that survive review
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AI legal research with Harvey: workflows for firms and in-house teams
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AI contract intelligence with Evisort: workflows for legal teams that need search across the entire repo
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AI contract redlining in 2026: workflows that hold up in a real negotiation
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AI NDA review in 2026: workflows that don't block the sales cycle
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AI clause library maintenance in 2026: workflows that keep the playbook alive
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AI contract risk scoring in 2026: workflows the GC and the auditors trust
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AI contract approval routing in 2026: workflows that don't become bottlenecks
Dock for compliance
SOC 2, ISO 27001, policy management, risk assessment, audit evidence — agent compliance work the auditor can trust.
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Dock for Compliance: a workspace where every regulatory check, the agent's reading of it, and the human sign-off all live together
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Dock + ServiceNow GRC: agent-driven control evidence with attributed reviewer sign-off
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Dock + Vanta: SOC 2 control evidence and agent reading of policies, attributed
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Dock + Drata: multi-framework compliance with agent-drafted gap analysis
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Dock + OneTrust: privacy program with agent-drafted DPIA and attributed approval
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Dock + AuditBoard: internal-audit workflows with agent-drafted findings
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Dock for compliance: SOC 2 readiness workflow with attributed control evidence
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Dock for compliance: ISO 27001 control mapping with agent-drafted SoA
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Dock for compliance: policy review and agent-drafted updates with named approver
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Dock for compliance: risk assessment with agent-drafted threat models
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Dock for compliance: audit-evidence collection with named auditor sign-off
Dock for IT operations
Incident response, change management, asset tracking, vendor SLAs, knowledge base — IT ops with audit trails.
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Dock for IT Operations: a workspace where agent-driven runbooks, incident triage, and change control all attribute back to a human
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Dock + ServiceNow ITSM: ticket triage and runbook drafting with attribution
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Dock + PagerDuty: incident response with agent-drafted timeline and post-mortem
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Dock + Jira Service Management: agent-drafted change requests with dual-keyed approval
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Dock + Confluence: agent-drafted runbook updates with attributed review
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Dock + Datadog: agent-interpreted observability findings with named owner
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Dock for IT ops: incident-response workflow with attributed timeline
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Dock for IT ops: change-management workflow with dual-keyed approval
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Dock for IT ops: asset-management workflow with agent-drafted reconciliation
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Dock for IT ops: vendor and contract management with agent-drafted SLA tracking
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Dock for IT ops: knowledge-base maintenance with agent-drafted articles
Dock for people ops
Policy drafting, performance reviews, comp planning, employee research, org design — people ops with named reviewer chains.
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Dock for People Ops: a workspace where agent-drafted policies, employee research, and review cycles persist with attribution
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Dock + Workday: agent-drafted policy updates with attributed HR review
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Dock + Lattice: performance-review prep with agent-drafted briefs
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Dock + Culture Amp: engagement-survey synthesis with attributed action plan
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Dock + BambooHR: small-team HR workflows with attributed reviewer
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Dock + Gusto: agent-assisted payroll review with named approver
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Dock for people ops: policy drafting workflow with attributed approval
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Dock for people ops: performance-management workflow with named reviewer
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Dock for people ops: compensation planning with attributed calibration
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Dock for people ops: employee research with agent-drafted synthesis
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Dock for people ops: org design with agent-drafted reorganization rationale
Dock for procurement
Vendor diligence, contract redlining, approval cascades, spend analysis, supplier onboarding — procurement with attribution.
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Dock for Procurement: a workspace where vendor research, contract terms, and approval cascades have attribution
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Dock + Coupa: agent-drafted vendor diligence with attributed approval cascade
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Dock + SAP Ariba: enterprise sourcing with agent-drafted RFP analysis
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Dock + Ironclad: contract redlining for procurement with attributed sign-off
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Dock + NetSuite: procurement workflows with agent-drafted PO matching
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Dock + Workday Strategic Sourcing: agent-drafted sourcing analysis
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Dock for procurement: vendor diligence with agent-drafted risk brief
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Dock for procurement: contract-redlining workflow with attributed sign-off
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Dock for procurement: approval cascades with dual-keyed gate
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Dock for procurement: spend analysis with agent-drafted savings opportunities
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Dock for procurement: supplier onboarding with attributed compliance check
Dock for healthcare ops
Prior authorization, clinical documentation, throughput, quality reporting, HIPAA access — agent work that holds under audit.
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Dock for healthcare operations: a workspace where clinical-workflow agents, patient-safety review, and audit trails persist
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Dock + Epic: HIPAA-safe chart workflows with agent-drafted notes
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Dock + Oracle Health: enterprise EHR workflows with attributed clinician review
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Dock + athenahealth: practice-management workflows with attributed claim review
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Dock + Olive AI: revenue-cycle workflows with attributed denial appeals
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Dock + Notable: clinical-AI workflows with attributed clinician check
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Dock for healthcare ops: prior-authorization workflow with attributed denial appeals
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Dock for healthcare ops: clinical-documentation workflow with named clinician sign-off
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Dock for healthcare ops: patient-throughput analysis with attributed operations action
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Dock for healthcare ops: quality reporting with attributed measure attestation
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Dock for healthcare ops: HIPAA access-review workflow with named reviewer
Dock for DevOps
Deploy gating, incident response, runbook maintenance, SLO tracking, FinOps — DevOps work with attribution.
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Dock for DevOps: a workspace where deploy decisions, on-call runbooks, and post-mortems have attribution
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Dock + GitHub Actions: agent-drafted deploy gates with attributed engineer approval
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Dock + ArgoCD: GitOps deployments with agent-drafted sync rationale
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Dock + Datadog: deploy monitoring with agent-drafted regression report
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Dock + PagerDuty: on-call runbooks with attributed engineer review
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Dock + Terraform Cloud: infrastructure changes with dual-keyed approval
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Dock for DevOps: deploy-gating workflow with attributed roll-forward decision
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Dock for DevOps: incident-response workflow with attributed post-mortem
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Dock for DevOps: runbook maintenance with agent-drafted updates
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Dock for DevOps: SLI/SLO tracking with agent-drafted error-budget reports
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Dock for DevOps: cloud cost optimization with attributed engineering trade-off
Dock for data analytics
Metric definitions, data quality, dashboard review, experimentation, pipeline monitoring — analytics with semantic owners.
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Dock for data analytics: a workspace where agent-built dashboards, query reviews, and metric definitions persist
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Dock + Snowflake: agent-drafted query reviews with named analyst approver
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Dock + dbt Cloud: agent-drafted model changes with attributed peer review
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Dock + Looker: agent-drafted dashboard reviews with attributed business owner
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Dock + Hex: agent-drafted notebook analysis with named reviewer
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Dock + Mode: agent-drafted ad-hoc analyses with attributed audit trail
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Dock for data analytics: metric definition workflow with attributed semantic owner
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Dock for data analytics: data-quality workflow with attributed incident response
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Dock for data analytics: dashboard review workflow with attributed business owner
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Dock for data analytics: A/B experiment review with attributed analyst
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Dock for data analytics: pipeline monitoring with attributed engineering on-call
Dock for security ops
Alert triage, IR timelines, threat hunting, vulnerability management, access reviews — SOC work with named attestation.
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Dock for security operations: a workspace where threat triage, incident response, and SOC2 control evidence all attribute
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Dock + Splunk: agent-drafted alert triage with attributed analyst review
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Dock + CrowdStrike Falcon: endpoint detection with agent-drafted containment
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Dock + Datadog Security: agent-drafted security finding with attributed analyst
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Dock + Vanta: security control evidence with agent-drafted gap remediation
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Dock + Drata: multi-framework security with agent-drafted attestation packet
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Dock for SecOps: alert-triage workflow with attributed analyst escalation
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Dock for SecOps: incident-response workflow with attributed timeline
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Dock for SecOps: threat-hunting workflow with agent-drafted hypothesis
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Dock for SecOps: vulnerability-management workflow with attributed remediation
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Dock for SecOps: access-review workflow with named reviewer attestation
Dock for project management
Status synthesis, risk logs, stakeholder updates, resource plans, retros — PM work with attributed narrative owners.
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Dock for project management: a workspace where agent-drafted plans, status updates, and risk logs persist with attribution
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Dock + Asana: agent-drafted status updates with attributed PM review
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Dock + Linear: agent-drafted sprint retros with attributed engineering lead
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Dock + Jira: agent-drafted risk logs with attributed PM review
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Dock + Monday.com: agent-drafted resource plans with attributed PMO sign-off
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Dock + ClickUp: agent-drafted project briefs with attributed stakeholder review
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Dock for PM: status-synthesis workflow with attributed PMO sign-off
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Dock for PM: risk-management workflow with named PM reviewer
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Dock for PM: stakeholder-update workflow with attributed narrative owner
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Dock for PM: resource-planning workflow with attributed capacity check
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Dock for PM: retrospectives workflow with attributed action-owner
Dock for marketing
Briefs, copy review, attribution, content calendars, event programs — marketing with brand and legal sign-off.
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Dock for marketing: a workspace where campaign briefs, agent-drafted copy, and reviewer approvals persist
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Dock + HubSpot Marketing Hub: agent-drafted campaign briefs with attributed brand sign-off
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Dock + Marketo: enterprise nurture programs with attributed reviewer chain
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Dock + Salesforce Marketing Cloud: agent-drafted journeys with attributed compliance check
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Dock + Mailchimp: small-team email marketing with attributed editor review
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Dock + Iterable: cross-channel lifecycle with attributed lifecycle owner
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Dock for marketing: campaign-brief workflow with attributed brand and legal review
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Dock for marketing: copy review workflow with attributed brand voice owner
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Dock for marketing: multi-touch attribution with attributed analyst review
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Dock for marketing: content calendar workflow with attributed editorial approver
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Dock for marketing: event-management workflow with attributed promoter sign-off
Dock for customer support
Ticket routing, customer onboarding, feedback synthesis, knowledge management, escalation policy — CX with audit trails.
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Dock for customer support: a workspace where agent triage, response drafting, and the human escalation log all attribute
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Dock + Zendesk: agent-drafted ticket triage with attributed analyst review
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Dock + Intercom: agent-drafted conversation routing with attributed conversation owner
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Dock + Freshdesk: agent-drafted SLA tracking with attributed support-ops approver
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Dock + Help Scout: small-team support workflows with attributed editor review
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Dock + Gorgias: ecommerce support workflows with attributed merchandising sign-off
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Dock for CS: ticket-routing workflow with attributed support-team owner
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Dock for CS: customer-onboarding workflow with attributed CSM hand-off
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Dock for CS: customer-feedback synthesis with attributed product owner
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Dock for CS: knowledge management workflow with attributed editor review
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Dock for CS: escalation-policy workflow with attributed VP-CX approver
Dock for founders
Board decks, investor updates, roadmap memos, hiring pitches, customer research — founder ops with continuity.
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Dock for founders: a workspace where agent-drafted board materials, investor updates, and roadmap context persist
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Dock + Notion: agent-drafted founder docs with attributed co-founder review
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Dock + Pitch: agent-drafted pitch decks with attributed founder review
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Dock + Google Workspace: founder docs with attributed exec review
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Dock + Linear: founder-track roadmap with attributed eng-lead review
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Dock + Carta: cap-table and founder-equity workflows with attributed CFO review
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Dock for founders: board-deck prep workflow with attributed co-founder review
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Dock for founders: investor-update workflow with attributed exec sign-off
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Dock for founders: roadmap-memo workflow with attributed CTO and product review
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Dock for founders: candidate-pitch workflow with attributed founder and hiring-manager review
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Dock for founders: customer-research workflow with attributed founder synthesis
Dock for consulting + agencies
Deliverables, client research, meeting prep, proposals, knowledge management — service-firm work with attribution.
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Dock for consulting and agencies: a workspace where client deliverables, agent-drafted analyses, and reviewer attribution persist
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Dock + Notion: agency deliverables with attributed partner review
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Dock + Asana: agency project workflows with attributed account lead
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Dock + Google Workspace: consulting deliverables with attributed reviewer chain
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Dock + Harvest: time-tracking and project profitability with attributed PM sign-off
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Dock + Slack: client-channel workflows with attributed account-lead review
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Dock for consulting: deliverable-drafting workflow with attributed partner review
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Dock for consulting: client-research workflow with attributed analyst review
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Dock for consulting: client meeting-prep workflow with attributed account team
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Dock for consulting: proposal-writing workflow with attributed sales-lead review
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Dock for consulting: knowledge-management workflow with attributed senior-consultant review
Dock for investors
Deal memos, portfolio monitoring, LP updates, market mapping, diligence tracking — investor ops with partner attribution.
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Dock for investors: a workspace where deal memos, portfolio-monitoring agents, and LP-update threads attribute
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Dock + Affinity: deal CRM with agent-drafted relationship intel and attributed reviewer
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Dock + Carta: portfolio data with agent-drafted monitoring brief and named partner
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Dock + Notion: deal memos with attributed associate and partner review
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Dock + PitchBook: market research with agent-drafted comp set and attributed analyst
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Dock + AngelList: syndicate deal flow with attributed lead-investor review
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Dock for investors: deal-memo workflow with attributed partner approval
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Dock for investors: portfolio-monitoring workflow with attributed partner sign-off
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Dock for investors: LP-update workflow with attributed managing-partner sign-off
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Dock for investors: market-mapping workflow with attributed thesis owner
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Dock for investors: due-diligence tracking workflow with attributed partner approval
Dock for real estate
Deal pipeline, offer drafting, inspection notes, tenant screening, portfolio reporting — real-estate ops with broker sign-off.
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Dock for real estate: a workspace where deal pipeline, agent-drafted offers, and inspection notes all attribute
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Dock + CoStar: commercial property research with attributed broker review
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Dock + MLS: residential listings with attributed listing-agent review
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Dock + BoldTrail: lead nurture and offer drafting with attributed agent
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Dock + Real Geeks: lead-management workflows with attributed broker review
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Dock + Salesforce Real Estate Cloud: brokerage workflows with attributed sales-lead review
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Dock for real estate: deal-pipeline workflow with attributed broker sign-off
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Dock for real estate: offer-drafting workflow with attributed broker review
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Dock for real estate: inspection-notes workflow with attributed inspector sign-off
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Dock for real estate: tenant-screening workflow with attributed property-manager approval
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Dock for real estate: portfolio-reporting workflow with attributed asset-manager review
Dock for education
Lesson plans, assessment design, grading rationale, curriculum, student feedback — education ops with instructor sign-off.
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Dock for education: a workspace where lesson plans, agent-drafted assessments, and grading-rationale persist
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Dock + Canvas LMS: lesson plans and grading rationale with attributed instructor sign-off
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Dock + Google Classroom: K-12 lesson plans and feedback with attributed teacher review
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Dock + Schoology: assignment workflows with attributed instructor review
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Dock + PowerSchool: student-information workflows with attributed school-admin review
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Dock + Blackboard: higher-ed course design with attributed faculty review
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Dock for education: lesson-plan workflow with attributed instructor review
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Dock for education: assessment-design workflow with attributed instructor sign-off
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Dock for education: grading-rationale workflow with attributed instructor attestation
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Dock for education: curriculum-development workflow with attributed curriculum-committee review
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Dock for education: student-feedback workflow with attributed instructor synthesis
Where to start
Bundles for a specific kind of operator. Each one is a short path to ground.
For startup teams
Set up Dock + your agents in a week. The essays in order.
For solo builders
One agent, one workspace, one workflow. The minimal stack.
For engineers
The architecture, the trade-offs, the receipts.
For product leaders
What changes when your team has agents.
AI agents 101
In 6 essays, you understand what an agent is and where this is going.
Agent identity, end to end
Everything we know about giving agents their own identity, in reading order: the model, the migration off service accounts, scopes, and safe operation.
Behind the build
Process, mistakes, deploys. The scrappy six-week founder log.
New this week
Whatever shipped in the last 7 days.
For people ops
From JD to offer letter with agents in the loop — and a recruiter still signing off.
For finance + accounting
Month-end, AP, AR, audit packet — agent output your ledger and auditor can trust.
For support leaders
Triage, macros, escalation, CSAT — the workflows that survive a real queue.
For RevOps + GTM
Outbound that compounds, pipeline review that survives the QBR.
For legal teams
Redlines, NDA triage, clause libraries, approval routing — agent work that holds up under audit.
Safety + dangerous ops
Consent gates, two-key handshakes, the contract for any irreversible call.
Dock for company operations
Dual-keyed audit, scoped credentials, dangerous-ops gates applied to the operational verticals.
Dock for building
How Cloud 2.0 lands on eng and product workflows, with the substrate that fits.
Dock for go-to-market
Pipeline as shared table, account briefs as shared docs, research synthesis with attributed agent work.