AI Agents
Choosing Between Laravel Queues and Agent Approval Workflows
A practical way to separate background application jobs from model-driven tool orchestration, with approval checkpoints for sensitive actions.
Topic
Topics
Articles
24 articles
AI Agents
Designing JSON Schema Object Rules for Flexible and Strict Payloads
A practical guide to modeling JSON objects with named fields, extra-key controls, and name-pattern rules—plus implementation checks before applying them to a product API.
AI Agents
Designing Prompt-Injection Defenses for Tool-Using Assistants
A practical, layered approach to reducing prompt-injection risk when an LLM can read untrusted content and operate connected tools.
AI Agents
Designing Human Approval Gates for MCP Tool Calls
A practical design guide for adding human review to MCP-driven tools, with protocol-level elicitation and resumable approval workflows in the OpenAI Agents SDK.
AI Agents
Choosing Conversation State and Runtime Context in the OpenAI Agents SDK
A practical way to separate chat memory, server continuation, and local application state while planning recovery and security boundaries.
AI Agents
Planning Evals When the Documentation Evidence Is Only an Index
The supplied excerpts expose documentation topics and navigation relationships, but not substantive procedures, examples, or implementation requirements.
AI Agents
Designing Observability for Agent Workflows
A practical framework for using Agents SDK tracing, OpenTelemetry GenAI attributes, or both—while accounting for export timing, privacy, and version uncertainty.
AI Agents
Troubleshooting Durable Agent Runs: Retries, Checkpoints, and Side Effects
A practical architecture guide for separating durable orchestration from agent-loop control, handling duplicate execution risk, and designing retry-safe external actions.
Data Contracts
Missing, Null, and Empty: Defining an Update Contract
Make partial-update behavior predictable by assigning business meaning to omission, null, and empty values before encoding field rules in JSON Schema.
Observability
Tracing a Job Across a Queue Boundary
A practical design for carrying trace relationships from a producer through queue delivery into consumer work, while handling batches, prefetch, and untrusted metadata deliberately.
Developer Productivity
Designing CI Cache Keys That Fail Safely
Build cache keys around regenerable dependency inputs, use fallbacks cautiously, and keep untrusted pull-request data away from privileged execution paths.
Workflow Automation
Designing an Error Path for an Automated Workflow
Build a clear post-failure ownership path in n8n: route errors to a shared workflow, preserve useful context, separate retry decisions from remediation, and define when humans take over.
Developer Productivity
Choosing What Belongs in a Development Container
A practical ownership model for committed development-container definitions, per-user settings, credentials, lifecycle actions, and the reproducibility boundaries that remain outside the configuration file.
Workflow Automation
Scheduling Business Work Across Time Zones
A scheduling design that separates business intent from timer mechanics, compares GitHub Actions with Laravel 12.x, and makes daylight-saving and missed-run decisions explicit.
APIs & Webhooks
Checkpointing a Paginated Import Without Skipping Recovery
A recovery-oriented design for Stripe v1 list imports: separate cursor traversal from target durability, make replay safe, and treat interrupted pages as explicit states.
Data Contracts
Separating OpenAPI Operations From JSON Schema Validation
Use OpenAPI 3.1.1 to describe the HTTP exchange, and use JSON Schema Draft 2020-12 to express how a JSON payload is evaluated. This guide maps responsibilities, shows where a request-body schema fits, and offers a boundary-based troubleshooting approach.
Observability
Removing Sensitive Values Before Exporting Telemetry
A practical architecture for deciding which telemetry fields may leave a service, where to remove or transform risky values, and how to document the troubleshooting cost of each choice.
Developer Productivity
Reviewing AI-Generated Pull Requests Beyond Passing Tests
Use requirement-first boundary analysis to inspect an AI-generated Python range predicate, then treat automated review feedback as input to validate rather than an acceptance verdict.
Workflow Automation
Recovering a Workflow After an Ambiguous External Result
Use a durable local operation record to separate a missing response from an indeterminate server error, then apply documented idempotency behavior within an explicitly bounded application recovery policy.
Observability
Turning Queue Metrics Into Actionable Alerts
Build queue alerts around an impact that someone can own and repair. Treat backlog and age as candidate diagnostic evidence, keep durations illustrative until calibrated, and apply Prometheus timing only after the alert contract is clear.
Developer Productivity
Shortening CI Feedback With Deliberate Test Groups
A proposed pull-request test plan that separates repository policy from GitHub Actions mechanics, using impact-based groups, matrix controls, dependencies, and carefully selected merge gates.
AI Agents
Designing Agent Handoffs Without Losing Context or Authority
A proposed application contract for manager-to-specialist routing that makes ownership, context, tool scope, failure handling, and audit correlation explicit.
APIs & Webhooks
Preventing Lost Updates with HTTP Preconditions
Use strong ETags with If-Match to make a shared-document save conditional on the version a user actually read. Learn where wildcard checks differ, why weak validators fail, and how to bound recovery after a failed precondition.
APIs & Webhooks
Keeping Stripe List and Search Pagination Cursors Type-Safe
Design an application-owned boundary that distinguishes Stripe v1 list object-ID cursors from search continuation tokens, records navigation intent, and rejects incompatible cursor use before request construction.