learn.baciu.com
Implementation notes for production AI.
Learn baciu.com collects practical writing, FAQs, and reference material for agentic systems, reasoning workflows, retrieval, automation, and AI operations.
Implementation notes
Long-form writing about applied AI systems, delivery, and operations.
TracksCapability tracks
Topic hubs for agent design, reasoning, retrieval, automation, and operations.
PlaybooksDelivery playbooks
Structured sequences for pilot design, hardening, and operational handoff.
FAQCommon questions
Short answers about services, operating model, CMS, and production readiness.
Knowledge baseKnowledge base
Checklists and implementation references for AI projects.
ReportsOperations reports
Live queue signals and publishing metrics from the Learn support surface.
Catalog
Recent resources
Adoption-led AI economics
AI economics depends on adoption curves, reviewer load, and workflow coverage, not just automation potential in a spreadsheet.
Unit economics for agentic workflows
Agentic workflows need unit economics that include model spend, tool calls, review effort, exception handling, and avoided operating cost.
AI runtime incident triage patterns
Runtime incidents need triage paths that distinguish provider outage, quality regression, policy breach, tool failure, and cost runaway.
AI economicsAdoption ramp model
Model for forecasting and reviewing AI adoption by cohort, workflow class, enablement event, and abandonment signal.
Agentic systemsAgent authority boundary template
A practical template for defining what an agent can and cannot do.
Platform operationsAI incident postmortem structure
A postmortem structure tailored for model and workflow incidents.
FAQWhat does baciu.com build?
We design and implement production AI systems: agentic workflows, reasoning services, retrieval, and automation connected to operational tools.
FAQIs this a product or a services practice?
This is an expert services practice with reusable engineering patterns. Delivery is adapted to each client's process, data, and governance model.
FAQWhere does Payload CMS fit?
Payload powers learn.baciu.com content and can drive editable site content for controlled publishing workflows.
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