High-signal notes on building, operating, and understanding modern tools.
Featured
A production-minded Gotify reliability guide focused on delivery contracts, WebSocket proxy checks, token boundaries, backups, synthetic monitoring, Android power policies, and recovery drills.
A practical catalog of Jev decision-plane patterns: typed primitives, request design, support routing, LLM routers, agent permissions, RAG filters, guardrails, extraction, search, moderation, CI, games, limits, and adoption checks.
A noer.cc review of Laya as a local typed-decision layer: what its benchmark evidence supports, where calibration and routing matter, and how teams should decide whether to trust it.
An independent security and reliability review of cc-connect, covering chat-account compromise, allowlists, admin commands, yolo mode, work directories, shell and cron, attachments, web admin exposure, provider credentials, isolation, and release caveats.
A governance review of TypeSafe AI's Jev for structured decision automation, focused on failure modes, ownership, audit evidence, and production go/no-go controls.
A practical security and recovery review for Inkstone self-hosting: Cloudflare control planes, owner recovery, backups, shares, MCP/API keys, updates, restore evidence, and operator duties.
A risk-review framework for organizational thrashing: reporting load, context switching, zombie projects, ownership diffusion, leading indicators, escalation, and remediation.
A practical production-readiness review of DartNative: preview churn, private core, licensing, plugins, reproducible builds, observability, accessibility, CodePush, rollback, and staged adoption.
SRT Whiteboard Animation treats a hand-drawn video as a sequence of semantic reveals: compose simple source images, map subtitle events to regions, and use protectedRegions to keep later ideas hidden until their turn.
A practical operating model for putting Agents API workflows into production: control planes, execution environments, tools, context, budgets, evidence, and human ownership.
Spring events reduce in-process coupling, but they do not provide durable delivery or atomic rollback. Use these decision rules before shipping them.
Manager praise is noisy data. A better way to read work is to examine decision rights, response latency, attribution, risk allocation, and the career opportunities that follow.
A practical guide to handling special requests without turning them into shadow policy.