posts
filtered by #typescript clear
Fixed Before Anyone Notices, Stronger After Every Fix: Self-Healing + Recurrence Prevention (Series Part 4)
Series Part 4. Production alerts trigger AI investigation, fix PR, auto-review, auto-merge, auto-redeploy. The same fix PR is required to add a new Guide -- a lint rule, CI guard, type constraint, or guideline entry -- so the same anti-pattern gets auto-rejected from then on. 115 Self-Healing PRs merged in the past 30 days, and the quality gates compound over time.
The Heart of the AI Harness: A Knowledge Graph of the AI, by the AI, for the AI (Series Part 2)
Series Part 2: how we built cortex-product-graph (cpg) — a unified knowledge graph of code, docs, DB schemas, and infrastructure for the cortex AI platform. Build pipeline with JSDoc/Pulumi/docs as SSoT, plus the Runbook tool-design pattern that guides AI through the graph.
Bridging 'I Want to Build' and 'I Want to Publish Safely' for Non-Engineers — Sandbox MCP
Non-engineers can build AI apps, but publishing safely is still gated by engineers. Sandbox MCP gives them a one-command path to deploy Web/API/DB/Cron with guardrails.
Still Measuring Initiative Impact Manually? How We Used Graph RAG + MCP to Make It Explorable
Measuring 'did that initiative actually work?' usually means manual SQL spelunking. We modeled initiatives × KPIs as a graph and let an LLM traverse it via MCP.
How We Built an Automated Meeting Intelligence System with Google Meet, Slack, and RAG
AI summaries aren't enough — context dies when a meeting ends. We pipe Google Meet recordings to Slack, transcribe everything, and make history queryable in natural language.
We Built 17 MCP Servers to Let AI Run Our Internal Operations
Overview of 17 MCP servers we built in three months at airCloset, covering DBs, infra, docs, project management, observability, CI/CD, and even non-engineer code edits.