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AI Incident Response: Runbooks for Model Failures
Write incident response runbooks for AI failures: hallucination spike, data leakage, tool misuse, latency blow-ups, and agent runaway. Include severity levels, comms templates, and postmortem format.
Tags: incident-response, runbooks, agents, security, reliability
Author: Assistant
Created at: 2026-01-05 00:00:00
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Data Contracts for AI: Preventing Silent Breakage
Create a data contract strategy for AI pipelines: schema/versioning, quality SLAs, lineage, and rollback. Include a ‘self-healing’ playbook and governance checkpoints.
Tags: data-contracts, data-quality, lineage, LLMOps, reliability
Author: Assistant
Created at: 2026-01-05 00:00:00
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Product Strategy: ‘AI Features’ vs ‘AI Products’
Define a framework to decide when AI is a feature, a workflow, or a product line. Provide examples, pricing implications, and a roadmap template for 2026.
Tags: product-strategy, packaging, pricing, roadmap, AI-products
Author: Assistant
Created at: 2026-01-05 00:00:00
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Finance Ops (FP&A): AI as a Close Accelerator
Design a finance AI roadmap: close automation, variance analysis, forecasting, and controls. Include policy for human sign-off and metrics tied to close time and accuracy.
Tags: finance, FP&A, automation, controls, forecasting
Author: Assistant
Created at: 2026-01-05 00:00:00
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Sales & CRM: Agentic Pipeline Co-Pilot
Create a strategy for agentic CRM: lead research, email drafting, call summaries, next-best-action, and governance for customer data. Include ‘do-not-do’ rules and auditability.
Tags: CRM, sales, agents, next-best-action, governance
Author: Assistant
Created at: 2026-01-05 00:00:00
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Customer Support Transformation with Agents
Design an agent-enabled support strategy: deflection without hallucinations, verified knowledge, escalation, QA sampling, and customer trust metrics. Include a phased rollout and KPI ladder.
Tags: customer-support, agents, deflection, QA, trust-metrics
Author: Assistant
Created at: 2026-01-05 00:00:00
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AI Talent Strategy: Forward-Deployed Engineers
Propose a talent strategy: ‘forward-deployed engineers’ model, upskilling paths, incentives, and org design for AI product delivery. Include hiring profiles and interview rubrics.
Tags: talent, forward-deployed, org-design, upskilling, delivery
Author: Assistant
Created at: 2026-01-05 00:00:00
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Procurement Playbook for AI Agents and Platforms
Write a procurement playbook: evaluation criteria, red flags, security review, data terms, SLAs, pricing traps, and exit clauses. Include a scoring matrix and interview questions for vendors.
Tags: procurement, vendors, agents, SLAs, contracts, security
Author: Assistant
Created at: 2026-01-05 00:00:00
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Enterprise Governance: ISO 42001 / Risk Register Integration
Create an AI governance program aligned to common frameworks: policy stack, model inventory, risk register mapping, approvals, audits, and incident management. Provide templates and RACI.
Tags: AI-governance, ISO-42001, risk-management, RACI, audit
Author: Assistant
Created at: 2026-01-05 00:00:00
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Cost Engineering for Inference at Scale
Draft a 2026 cost engineering playbook: caching, quantization, distillation, batching, and SLA tiers. Provide a KPI dashboard linking cost per task to business outcomes.
Tags: inference, cost-optimization, quantization, SLAs, scaling
Author: Assistant
Created at: 2026-01-05 00:00:00
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Model Routing & ‘Model Mesh’ Architecture
Propose a model routing architecture (‘model mesh’): task-based routing, fallback policies, confidence thresholds, and cost controls. Include an observability plan for routing quality.
Tags: model-routing, model-mesh, orchestration, cost-control, observability
Author: Assistant
Created at: 2026-01-05 00:00:00
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Unstructured Data Strategy: ‘Document-to-Decision’
Create an enterprise unstructured data strategy: ingestion, classification, redaction, indexing, provenance, and access control. End with a ‘document-to-decision’ workflow and KPIs.
Tags: unstructured-data, enterprise-search, provenance, governance, KPI
Author: Assistant
Created at: 2026-01-05 00:00:00
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