Engineering 2026-05-28
AI Agent Self-Violation Visibility — Cycle Design Beyond Memory
Why memory rules fail to stop repeat violations, and how a retro-gate-pipeline cycle creates structural AI self-improvement.
TAG
#AI Agents
13 articles
Engineering 2026-05-28
Pipeline Strategy Layer: Connecting Advisor Agents to Executor Skills
Wire advisor agents into pipeline phase 0 or they stay silent. Brief YAML as hub propagates SEO strategy to writing and review.
Engineering 2026-05-27
HUMAN_INPUT Autofill Design: Classify SSOT vs. Experiential Facts
Two HUMAN_INPUT types: SSOT values filled by machine, experiential facts left for humans. This split scales your pipeline.
Engineering 2026-05-26
Three Layers of Pillar Design (Structure / Vocabulary / Prose Density)
How to diagnose pillar quality across three layers—structure, vocabulary, and prose density—and when to reclassify a cluster.
Engineering 2026-05-26
Constraints for Maintaining Pillar Prose Density — Banning Code Fragments and Foregrounding Business Decision Vocabulary
No inline code and business-decision subjects: two must_avoid constraints that preserve prose density in business-cluster pillars.
Engineering 2026-05-26
Representing Sister Pillar Relationships as First-Class Schema — A Brief Extension Proposal
Adding sister_pillar_slug to brief YAML separates sister pillars from spokes, aligning graph generation and cross-link skills.
Engineering 2026-05-26
Phase Design to Keep bateson Single-Tenant from Blocking Multi-Tenancy
Three Phase A rules prevent breaking changes at Phase B: tenantId in all API args, adapter DI, and cancelToken HMAC hashing.
Business 2026-05-25
Implementing Cluster SEO — Passing Pillar Primary to Spoke Secondary
Implement cluster SEO by using pillar primary keywords as the cluster axis and passing them down to spokes as secondary keywords.
Business 2026-05-24
Expanding blog-gate into a Strategic Gate — Moving from Cosmetic Detection to G-Rule Structuring
A pattern for extending blog-gate G-rules to structurally detect missing SEO, audience, and cluster information. This article outlines how to design systems that allow machines to catch architectural failures, such as missing pillar strategy layers, before content production begins.
Business 2026-05-24
Corporate Vocabulary Proximity Detection: Solo Practitioner Brand Consistency
A hybrid design for detecting corporate terms using forbiddenWords and proximity rules to protect the solo practitioner narrative.
Engineering 2026-05-24
Bulk Video Production with Claude Code + Remotion — Full montage Pipeline Architecture
The montage design for bulk video production via 4-agent division and Remotion type definitions. Full disclosure of the pipeline DAG, Block Schema, and Zod validation.
Engineering 2026-05-22
AI Agent Harness Design Principles — Ownership, Skill Delegation, and Fallback
Principles for designing a harness that safely delegates work to AI agents. Covers director agents, skill delegation, fallback phases, and deterministic skills in Claude Code.
Engineering 2026-05-22
Synapse Agent Architecture — The {domain}-director Pattern
How to build a cross-functional agent organization on Claude Code. Full disclosure of the {domain}-director pattern, skill delegation, and .claude/agents/ structure. For senior engineers implementing AI agent harnesses.