Lab notes

How we build, test, and support the platform.

ServicesCloud SystemsAnalyticsIntegrationData EngineeringImplementationAI OperationsBusiness IntelligenceMarketing AnalyticsData PlatformsAgentGridWorkflow ArchitectureArchitectureSlab5
24 notes
AgentGrid

Run logs create operational trust

Run logs help operators trust AI workflows by tracing dispatch, worker activity, failures, retries, outputs, timings, and related records.

5 min read
Read note
AgentGrid

AgentGrid reliability starts with state separation

Reliable workflow execution depends on separating worker job status, workflow run status, step state, and approval state.

6 min read
Read note
AgentGrid

Agents, tools, and templates need product shape

AgentGrid becomes approachable when agents are roles, tools are clean capabilities, and templates express concrete business outcomes.

5 min read
Read note
AgentGrid

AgentGrid needs intent-based surfaces

Complex automation becomes usable when the interface is organized around user intent instead of backend implementation.

5 min read
Read note
AgentGrid

AgentGrid is a control plane

AgentGrid should be the visible control plane for governed AI workflow execution, approvals, tools, runs, logs, retries, and schedules.

5 min read
Read note
Workflow Architecture

Workflow observability needs run and step state

Workflow observability needs run state, step state, logs, duration, approvals, retries, cancellations, and clear UI history.

6 min read
Read note
Workflow Architecture

Approval gates are pause states

Human approval should pause workflow execution with durable state, not pretend the workflow has succeeded.

5 min read
Read note
Workflow Architecture

Workflow engines should be job-driven

Long-running workflow engines should use queued jobs, managed workers, durable run state, retries, and observable execution history.

5 min read
Read note
Services

Service offers should be narrow enough to finish

Productized service work is more useful when scope, deliverables, timeline, and ownership are explicit.

5 min read
Read note
Cloud Systems

Cloud systems need product boundaries

Reliable cloud platforms depend on clear ownership, APIs, permissions, environments, and operational handoffs.

4 min read
Read note
Analytics

Custom analytics should create operating leverage

Custom analytics is most valuable when it changes a decision, workflow, segment, or follow-up path.

4 min read
Read note
Integration

Integration sprints should end with decisions

A useful integration sprint clarifies records, APIs, credentials, webhooks, risks, data paths, and the next implementation decision.

5 min read
Read note
Data Engineering

Data quality is an operating problem

Data quality improves when ownership, workflow, validation, and reporting expectations are designed together.

4 min read
Read note
Implementation

Why implementation work sharpens products

Focused implementation work exposes the permissions, records, edge cases, and handoffs a platform must support.

4 min read
Read note
AI Operations

AI operations start with permissions

Before AI agents change business state, teams need scoped credentials, validations, approvals, tool allowlists, run logs, and audit trails.

5 min read
Read note
Business Intelligence

BI needs a clear metrics contract

Why BI dashboards need metric definitions, ownership, source assumptions, and governance before teams can trust reporting.

5 min read
Read note
Marketing Analytics

Marketing analytics that operators can use

How useful marketing analytics connects campaign signals to customer records, follow-up work, segmentation, and business decisions.

5 min read
Read note
Data Platforms

Data platforms need operating context

Why data warehouses and pipelines become more useful when connected to operational business records, workflows, ownership, and decisions.

5 min read
Read note
Architecture

Designing governed workflow loops

Complex workflows need feedback loops for policy, record writes, activity, review, analytics, and continuous adjustment.

6 min read
Read note
Architecture

One contract behind many interfaces

REST APIs, agent tools, internal workflows, and automations should share validation, permissions, idempotency, and audit logic.

6 min read
Read note

Slab5 beta

Give your business workflows a governed operating layer.

Start with one real operating flow: records, REST APIs, MCP access where enabled, AgentGrid approvals, audit logs, and the context business operators need to trust the work.