Blog

How to calibrate human oversight in AI-assisted development using the Human-as-an-Agent pattern from SPOQ, with real examples of what happens when oversight is too high or too low.

How SPOQ maps apply wave-based topological dispatch at the program level to coordinate multiple epics in parallel, now available on PyPI as an MCP server that doubles as a CLI.

How to build a serverless PDF generation pipeline using Rust Lambda functions and LuaLaTeX, covering template management, font embedding, cold start optimization, and branded report delivery at Pinpoint.

The real journey of writing an academic paper on the SPOQ methodology as an industry practitioner, including the ArXiv endorsement barrier that blocks publication for engineers without university affiliation.

Most Slack integrations create more noise than signal. Learn how to build focused, actionable development notifications that your team will actually read.

How to decompose features into atomic tasks that AI agents can execute in parallel, with practical patterns for dependency declaration, file collision avoidance, and validation-driven task sizing.

Single-approval workflows create a false sense of completion that lets defects reach production. Learn how two-gate verification with independent sign-off catches what self-review misses.

How the Model Context Protocol enables AI coding agents to interact with live production systems, with lessons from building MCP servers for Pinpoint and SPOQ.

A practitioner guide to building cross-platform CLI tools in Rust for CI/CD pipeline integration, covering clap 4, cross-compilation, error handling, and lessons from building Pinpoint's dispatch CLI.

A technical guide to Answer Engine Optimization covering AI citation mechanics, schema markup for AI search, content structuring for extraction, and measuring AEO success.

A developer-focused guide to implementing FAQPage, HowTo, Speakable, and LocalBusiness Schema.org markup that makes your content citable by AI search engines.

AI native engineering goes beyond chatbot prompts. Learn how to embed AI tooling across planning, coding, testing, and review to unlock real productivity gains.

How replatforming a hand-managed EC2 monolith to ECS with Terraform and Drone CI/CD transformed a fragile card-linked offers platform and paved the way for a JPMorgan Chase acquisition.

Manual deployments are technical debt. A practical guide to building production CI/CD pipelines with quality gates, security scans, and zero-downtime deploys.

Security audits should happen before incidents, not after. A practical checklist covering OWASP, secrets management, and infrastructure hardening for modern apps.

How coordinating multiple AI agents in parallel can deliver 5x throughput improvements over sequential single-agent workflows.

Explore when parallel AI agent execution delivers real speedups and when sequential approaches are better. Data from 9 real-world deployments.

Without validation gates, multi-agent AI development compounds errors at scale. Learn how dual validation prevents costly rework.

A practical guide to setting up Claude Code for multi-agent orchestration with SPOQ. From first epic to first wave.