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Wild Ecosystem Deep Dive

Deep Dive Part 1: The Safety Architecture of Letting AI Agents Touch Your Production Rails Database

How the wild ecosystem makes it structurally impossible for AI agents to cause damage when accessing production Rails databases. Defense in depth, adversarial testing, and hard safety ceilings.

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Technical Deep-Dive

Write Once, Publish Everywhere: Building Content Distribution Across Three Sites

Three sites now share content through automated pipelines: Hugo to Astro backfill, cross-repo plugin sync with repository_dispatch, and a CodeRabbit-caught no-op filter.

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Technical Deep-Dive

Usable, Not Just Functional: Entity Selection, Binary Eval, and 6 UX Fixes Across 4 Repos

40+ commits across 4 repos. CAD entity selection gets real bounding boxes, a binary eval framework bootstraps to v0.2.8, and the X triage plugin ships 6 UX features.

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Technical Deep-Dive

X Bug Triage Plugin: Zero to v0.4.3 in One Day

A brand-new MCP plugin that triages X/Twitter bug reports shipped 10 epics, 13 releases, 89 tests, and 4 extracted sub-agent skills in a single day. Plus three more SaaS packs got quality-repaired.

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Technical Deep-Dive

Ninety Skills, Three Packs, One Day

Building three complete 30-skill SaaS integration packs — Sentry, Notion, and Supabase — in a single day. Plus cad-dxf-agent v0.11.0 with architectural drift detection as a CI gate.

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Technical Deep-Dive

Nuclear Option Day: Validator Rewrite, 63 New Packs, 414 Plugins

Rewrote the universal validator from scratch to match Anthropic's 14-field spec, generated 63 SaaS packs, scored every skill in the catalog, and eliminated all D/F grades. 40+ commits in one day.

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Technical Deep-Dive

58 E2E Tests, a Slack Channel Launch, and the Auth Injection That Made It Work

How REST API auth plus IndexedDB injection unlocked 58 production E2E tests for cad-dxf-agent, while claude-code-slack-channel went from zero to v0.1.0 with CI and upstream submission in one day.

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Technical Deep-Dive

Governed Knowledge: Two Major Releases, a Freshness Daemon, and Export Gating

qmd-team-intent-kb ships v0.2.0 and v0.3.0 in one day — freshness-aware search with exponential decay, an edge daemon that auto-deprecates stale memories, security hardening, and export gating. Plus claude-code-plugins v4.20.0.

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Development Journey

Knowledge Base from Zero to API: Lifecycle State Machines and Policy Engines

Building a team knowledge base with lifecycle state machines, policy engines, and git-exported articles — from empty repo to working API in one day.

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Development Journey

Content Quality War: 7-Check Audit Across 340 Plugins

A 7-category audit script found boilerplate openings, empty shells, reference stubs, and duplicate content across 340 plugins. Every category got its own fix batch.

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