APRF v0.11.0 · practice notes
Guides
How-to articles for the failure modes APRF gates against—secrets, spend, restore, observability, delivery, data, AI lifecycle, agents, safety, and governance. Use them with the framework, Core Profile, and assessment.
Security
Implementation depth: AuthN, secrets, injection, and throttles — APRF Security domain.
AI Production Readiness Framework
APRF pillars
- API Abuse Cost Example: What Happens Without Limits
- API Gateway Rate Limiting in AWS
- What Happens If Your API Key Is Leaked?
- API Key Exposed in Frontend: What to Do Right Now
- Why API Keys Should Not Be in Frontend
- AWS Secrets Manager vs Parameter Store
- Cloudflare Rate Limiting for APIs
- How to Detect API Abuse Patterns
- IAM Least Privilege Example: AWS Simple
- JWT vs API Key Authentication
- Treat MCP Tool Results as Untrusted Context
- How to Prevent AI API Abuse
- How to Prevent API Abuse Without Authentication
- Prompt Injection and Jailbreaks in Production AI
- Public API Without Rate Limiting: The Risks
- How to Rotate API Keys Safely
- How to Secure API Keys in JavaScript Frontend
- How to Secure Your OpenAI API Key
- How to Stop API Scraping Attacks
Cybersecurity
Posture checklists, WAF, supply chain, and SOC 2 evidence — APRF Security & Compliance.
AI Production Readiness Framework
APRF pillars
- Why Admin Access Is Dangerous in AWS
- AI Supply Chain: SBOM, Models, and MCP Verification
- Check If Your API Is Secure Online
- How Hackers Abuse Public APIs
- Incident Response Plan for Startups
- How to Restrict IAM Roles Properly
- SaaS Security Checklist
- Simple API Security Checklist
- SOC2 Security Controls for Startups
- WAF Rules for API Protection
Reliability
Backups, restore, and continuity — APRF Reliability domain.
AI Production Readiness Framework
APRF pillars
- AI Incident Response and SEV Playbooks
- Backup Restore Testing: Best Practices
- What Happens If Backups Fail to Restore?
- Database Backup Never Tested: The Risk
- Database Backup Strategy Best Practices
- RDS Backup Recovery Time Objective (RTO)
- Runbook Template for Production Outages
- Why Small SaaS Apps Crash in Production
- What Breaks When Traffic Spikes in SaaS?
Observability
Traces, metrics, and detection — APRF Observability & Performance.
Cost Control
Spend ceilings and bill spikes — APRF Cost domain.
FinOps
Budgets and anomaly alerts that operationalize APRF Cost checks.
DevOps & Platform
Delivery and platform habits — APRF Change Management & Platform Engineering.
Data
Privacy, corpus control, and memory — APRF Data domain.
AI Lifecycle
Prompts, context, models, and evals — APRF Model & Prompt Lifecycle.
AI Production Readiness Framework
APRF pillars
Agents
Autonomy bounds, A2A trust, and human oversight — APRF Agents & Autonomy.
Safety
Harm prevention and transparency — APRF Safety & Responsible AI.
Governance
Ownership, risk acceptance, and audit mapping — APRF Governance & Compliance.
AI Production Readiness Framework
APRF pillars
Continue with APRF
Browse the framework domains, or run Self-attest for a gated Core Profile quiz—not a vanity score.