Lab notes
How we build, test, and support the platform.
Slab5 is open. Here's the thinking behind it - and why we're shipping it now.
Slab5 is live, open for signup, and built around the belief that applications and AI agents need one governed operating layer for real business work.
Read note Support OperationsSupport automation needs handoffs, not just answers
Enterprise support automation needs ticket context, knowledge workflows, escalation paths, tasks, approvals, and metrics instead of isolated AI answers.
Read note AI AdoptionDepartment-level AI rollouts beat enterprise-wide declarations
Why practical AI adoption starts with one department, one measurable workflow, and one governed operating pattern before expanding enterprise-wide.
Read note ModernizationLegacy systems should be wrapped before they are replaced
A practical modernization path starts by wrapping legacy systems with governed records, APIs, workflows, permissions, and analytics before replacement.
Read note AI OperationsEnterprise AI needs an operations control plane
Enterprise AI leaders need visibility across pilots, agents, workflows, approvals, risk, and rollout before AI work can scale responsibly.
Read note AI OperationsAI pilots fail when they never become operating workflows
Why AI pilots stall after a demo, and how production readiness depends on records, owners, permissions, approvals, logs, and business handoffs.
Read note AgentGridRun logs create operational trust
Run logs help operators trust AI workflows by tracing dispatch, worker activity, failures, retries, outputs, timings, and related records.
Read note AgentGridAgentGrid reliability starts with state separation
Reliable workflow execution depends on separating worker job status, workflow run status, step state, and approval state.
Read note AgentGridAgents, tools, and templates need product shape
AgentGrid becomes approachable when agents are roles, tools are clean capabilities, and templates express concrete business outcomes.
Read note AgentGridAgentGrid needs intent-based surfaces
Complex automation becomes usable when the interface is organized around user intent instead of backend implementation.
Read note AgentGridAgentGrid is a control plane
AgentGrid should be the visible control plane for governed AI workflow execution, approvals, tools, runs, logs, retries, and schedules.
Read note Workflow ArchitectureWorkflow observability needs run and step state
Workflow observability needs run state, step state, logs, duration, approvals, retries, cancellations, and clear UI history.
Read note Workflow ArchitectureApproval gates are pause states
Human approval should pause workflow execution with durable state, not pretend the workflow has succeeded.
Read note Workflow ArchitectureWorkflow engines should be job-driven
Long-running workflow engines should use queued jobs, managed workers, durable run state, retries, and observable execution history.
Read note ServicesService offers should be narrow enough to finish
Productized service work is more useful when scope, deliverables, timeline, and ownership are explicit.
Read note Cloud SystemsCloud systems need product boundaries
Reliable cloud platforms depend on clear ownership, APIs, permissions, environments, and operational handoffs.
Read note AnalyticsCustom analytics should create operating leverage
Custom analytics is most valuable when it changes a decision, workflow, segment, or follow-up path.
Read note IntegrationIntegration sprints should end with decisions
A useful integration sprint clarifies records, APIs, credentials, webhooks, risks, data paths, and the next implementation decision.
Read note Data EngineeringData quality is an operating problem
Data quality improves when ownership, workflow, validation, and reporting expectations are designed together.
Read note ImplementationWhy implementation work sharpens products
Focused implementation work exposes the permissions, records, edge cases, and handoffs a platform must support.
Read noteSlab5 signup
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.