https://ticketyboo.dev Practitioner notes on delivery, architecture, governance, and AI-assisted development — patterns from real builds. en Sun, 12 Apr 2026 12:00:00 +0000 https://ticketyboo.dev/articles/automatable-middle.html https://ticketyboo.dev/articles/automatable-middle.html Thu, 20 Mar 2026 00:00:00 +0000 Software development is two questions. Everything between them is already automatable. That doesn't reduce the craft involved — it relocates it. https://ticketyboo.dev/articles/tokens-in-the-desert.html https://ticketyboo.dev/articles/tokens-in-the-desert.html Thu, 20 Mar 2026 00:00:00 +0000 $1.15 trillion in AI infrastructure over three years. The business model is tokens on a metre. Whether your use case works is your problem. https://ticketyboo.dev/articles/spend-like-you-mean-it.html https://ticketyboo.dev/articles/spend-like-you-mean-it.html Thu, 20 Mar 2026 00:00:00 +0000 Not all AI spend is equal. Subscribe, burst, own — a framework for knowing which bucket every AI investment sits in before you commit. https://ticketyboo.dev/articles/replacing-paperclip.html https://ticketyboo.dev/articles/replacing-paperclip.html Wed, 19 Mar 2026 00:00:00 +0000 How ticketyboo.dev replaced a 5-link AI agent dependency chain with four Lambda functions and a DynamoDB table — and why the boring version is better. https://ticketyboo.dev/articles/platform-convergence.html https://ticketyboo.dev/articles/platform-convergence.html Sun, 01 Mar 2026 00:00:00 +0000 Three AI agents, zero coordination meetings, and an architecture that emerged from the data rather than from planning documents. https://ticketyboo.dev/articles/enterprise-data-visibility.html https://ticketyboo.dev/articles/enterprise-data-visibility.html Sun, 01 Mar 2026 00:00:00 +0000 SH∀DW, QuickSight, and PII classification patterns for data observability on a disciplined AWS footprint. https://ticketyboo.dev/articles/brood-worker-queues.html https://ticketyboo.dev/articles/brood-worker-queues.html Mon, 24 Feb 2026 00:00:00 +0000 Persona-based worker queues that give governance agents a concrete job to do — patterns for distributed AI operations. https://ticketyboo.dev/articles/governance-as-code.html https://ticketyboo.dev/articles/governance-as-code.html Sun, 01 Feb 2026 00:00:00 +0000 Gatekeep is a CLI tool with eight specialist AI personas, YAML-defined policies, and built-in OWASP, CIS, GDPR, and SOC 2 standards. https://ticketyboo.dev/articles/security-scanning.html https://ticketyboo.dev/articles/security-scanning.html Sun, 01 Feb 2026 00:00:00 +0000 Shift-left security in practice: from pre-commit hooks to org-level scanning without an enterprise budget. https://ticketyboo.dev/articles/agentic-development.html https://ticketyboo.dev/articles/agentic-development.html Thu, 15 Jan 2026 00:00:00 +0000 Building software with AI agents that plan, execute, and verify their own work — and the governance patterns that keep them from going off-script. https://ticketyboo.dev/articles/multi-tenant-saas.html https://ticketyboo.dev/articles/multi-tenant-saas.html Thu, 15 Jan 2026 00:00:00 +0000 One codebase, many tenants, zero cross-tenant leakage. The B2B2C whitelabel pattern from a production deployment. https://ticketyboo.dev/articles/agentic-stack.html https://ticketyboo.dev/articles/agentic-stack.html Wed, 14 Jan 2026 00:00:00 +0000 Seven stackable layers from an empty AWS account to a self-healing, governed development system. https://ticketyboo.dev/articles/autodev-pipeline.html https://ticketyboo.dev/articles/autodev-pipeline.html Wed, 14 Jan 2026 00:00:00 +0000 Automating the journey from a discovered issue to a merged pull request — the AutoDev pipeline pattern. https://ticketyboo.dev/articles/scripts-at-scale.html https://ticketyboo.dev/articles/scripts-at-scale.html Wed, 14 Jan 2026 00:00:00 +0000 Running health checks and remediation at scale with purpose-built scripts. https://ticketyboo.dev/articles/personas-before-governance.html https://ticketyboo.dev/articles/personas-before-governance.html Tue, 13 Jan 2026 00:00:00 +0000 From Springfield character names to Smithers the LLM observer to a full AI committee review system. https://ticketyboo.dev/articles/agentic-code-review.html https://ticketyboo.dev/articles/agentic-code-review.html Sat, 21 Mar 2026 00:00:00 +0000 Five governance personas, one pull request. What it looks like when security, finance, privacy, compliance, and data all review the same code change. https://ticketyboo.dev/articles/agentic-development-contracts.html https://ticketyboo.dev/articles/agentic-development-contracts.html Sat, 21 Mar 2026 00:00:00 +0000 Machine-readable, machine-enforceable bilateral contracts for AI agents. The same rigour as hiring a dev house, applied to your codegen. https://ticketyboo.dev/articles/all-your-systems-latest-to-legacy.html https://ticketyboo.dev/articles/all-your-systems-latest-to-legacy.html Sun, 12 Apr 2026 00:00:00 +0000 The RST scale was built to score GitHub repositories. It was never only about code. Any system with observable outputs can be scored and remediated. https://ticketyboo.dev/articles/async-ai-task-queue.html https://ticketyboo.dev/articles/async-ai-task-queue.html Sun, 12 Apr 2026 00:00:00 +0000 A pattern for offloading slow AI tasks from an interactive coding session to a background worker queue, with results read back on completion. https://ticketyboo.dev/articles/build-log-march-2026.html https://ticketyboo.dev/articles/build-log-march-2026.html Sat, 28 Mar 2026 00:00:00 +0000 Lambda, Cognito, Stripe, DynamoDB, a VS Code extension, 473 tests. No EC2. Every decision, every gotcha. https://ticketyboo.dev/articles/deliberation-engine.html https://ticketyboo.dev/articles/deliberation-engine.html Sat, 21 Mar 2026 00:00:00 +0000 Four AI personas deliberate on a problem before any code is written. The architecture behind structured AI disagreement. https://ticketyboo.dev/articles/governance-proxy.html https://ticketyboo.dev/articles/governance-proxy.html Sat, 21 Mar 2026 00:00:00 +0000 An MCP-compatible proxy that intercepts agent actions, evaluates them against policy, and blocks or permits in real time. https://ticketyboo.dev/articles/repo-as-data-structure.html https://ticketyboo.dev/articles/repo-as-data-structure.html Sat, 21 Mar 2026 00:00:00 +0000 Google, Meta, Microsoft, Amazon, and Apple all solved the monorepo problem differently. AI assistants change which trade-offs matter. https://ticketyboo.dev/articles/resource-aware-human-loop.html https://ticketyboo.dev/articles/resource-aware-human-loop.html Sat, 21 Mar 2026 00:00:00 +0000 How garden leave, AWS free tier, and a 4-tier human-in-the-loop framework shaped three months of building. https://ticketyboo.dev/articles/salesforce-divestiture-audit.html https://ticketyboo.dev/articles/salesforce-divestiture-audit.html Fri, 10 Apr 2026 00:00:00 +0000 Five stages. Read-only. SOQL and the Tooling API. Numbered findings with evidence. A remediation register before the steering group asks for one. https://ticketyboo.dev/articles/scanner-pro.html https://ticketyboo.dev/articles/scanner-pro.html Sat, 28 Mar 2026 00:00:00 +0000 Free scan finds patterns. Pro scan runs bandit, semgrep, checkov, detect-secrets, pip-audit, and ruff. Why method_label: "tool_verified" matters for governance audit trails. https://ticketyboo.dev/articles/the-contract-model-for-ai-development.html https://ticketyboo.dev/articles/the-contract-model-for-ai-development.html Sun, 12 Apr 2026 00:00:00 +0000 A DevContract is a machine-readable Statement of Work for AI developers. Three phases, eight clause types, one enforceable governance loop.