Applied AI & Automation for Organizational Intelligence

Practical patterns, guardrails, and playbooks to safely apply AI and automation for capturing knowledge, improving search, and scaling routine decisions.


Playbook

Automation Playbook: Alert-to-Owner Flow

Playbook for designing automated alerts and routines that escalate to owners with clear context and learning steps, while preserving human review and audit trails.

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Playbook

Automation Playbooks & Routine Agent Templates

Practical playbook with decision checklists, human-in-the-loop agent templates, audit and explainability requirements, monitoring & rollback runbook, governance guardrails, and ready-to-adapt sample micro-automations (daily KPI summaries, ETL routines, repository curation). Designed to help teams scale routine work while preserving learning, ownership, and safety.

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Agent Spec

Retrieval‑Augmented Agent (RAA) Spec Template

A practical, field-ready spec template and checklist for designing, implementing, testing, and operating retrieval‑augmented agents that connect to internal knowledge with clear rules for retrieval, scoring, citation, safety, monitoring, and failure handling.

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Playbook

Small-Scale Agents Playbook: Safe Automations for Knowledge Work

A practical playbook for selecting, designing, testing, deploying, and operating lightweight agents (summarizers, note-takers, alert actors, ETL assistants) with explicit human oversight, audit trails, safe defaults, rollback plans, and measurement strategies to keep learning and ownership intact.

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Playbook

Retrieval‑Augmented Assistant Blueprint for Knowledge Workflows

A practical, step-by-step playbook to design, build, evaluate, and operate retrieval-augmented assistants (RAAs) for organizational knowledge. Covers use-case mapping, index design, chunking, provenance, prompt patterns, privacy and hallucination guardrails, human-in-the-loop escalation, monitoring, and a rollout checklist with lightweight evaluation metrics.

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Playbook

Automation Playbooks & Routine Agents: Safe Patterns

Practical patterns, templates, and governance guardrails for automating routine alerts, ETL jobs, scheduled reports, and multi-step workflows while preserving human review, learning loops, ownership, auditability, and safe rollback paths.

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