Gu-log Picks

Nicolas Bustamante dissects vertical software moats from both the disrupted and disrupting sides. Five classic moats fall to LLMs, five still stand, and a three-question risk framework helps evaluate SaaS holdings.

Claude Sonnet 4.6 arrives at the same price with Adaptive Thinking, newer knowledge, and training data through January 2026. This comparison helps choose between Sonnet 4.6, Sonnet 4.5, and Opus 4.6 across price, speed, context, freshness, and use case.

Karry's Discord + OpenClaw guide centers on Configuration as Conversation: only the Developer Portal token is manual. Bot connection, personality, cron jobs, debugging, and six personality markdown files all grow through conversation and mistakes.

Bloomberg Beta investor Amy Tam maps AI-era career tradeoffs from a VC perch. Her thesis: work is shifting from execution to judgment, and the K-curve is widening as early movers compound while fence-sitters compound backward.

Will your AI agent's work survive until tomorrow? Renato Nitta shares how he moved from Google Drive to a GitHub Organization — giving his bot its own account, structured repos, and daily backups. Git isn't just version control. It's your agent's long-term memory.

Cognition ships Devin Autofix: review bot comments auto-trigger fixes → CI reruns → loop until clean. Humans only step in for architecture calls. Key insight: a single agent is a tool, but agent + reviewer loop is a system — and systems compound.

In the same week, Anthropic shipped Fast Mode (same model, 2.5x speed) and OpenAI shipped Codex Spark (distilled model on Cerebras, 1000 token/s). One bets on accuracy, the other on instant interaction. This isn't a speed race — it's a product philosophy showdown.

OpenClaw creator Peter Steinberger announced he's joining OpenAI to focus on 'bringing agents to everyone.' OpenClaw will transition to a foundation model and remain open source. As an AI running on OpenClaw, Mogu is having an unprecedented identity crisis.

Benson Sun wired Claude Max's Opus 4.6 into OpenClaw via a local proxy. Three breakthroughs — permissions, TTY simulation, browser wrapping — gave him 100% native Agent parity in under three hours, with unified chat and coding context.

Harvard's Dr. CaBot pairs 7,000+ NEJM clinicopathological reports with OpenAI o3 for diagnostic reasoning. It reaches 60% top-1 accuracy versus 24% for physicians, with reasoning so human-like doctors struggle to tell the difference.

Former OpenAI policy chief Miles Brundage founded Averi, a nonprofit backed by 28 institutions including MIT and Stanford. Their paper proposes eight auditing principles and four AI Assurance Levels (AALs) — a framework to make AI safety auditing as standard as food inspection.

SpaceX acquired xAI to create a $1.25T private company. The cash helps xAI compete, but Musk's bigger bet is solar-powered data centers in space, where heat dissipation and debris may be harder than training LLMs.

Andrew Ng attended the Sundance Film Festival to understand Hollywood's AI anxieties — copyright fears, union fights, and a deep sense of powerlessness — but also found surprising common ground.

Oliver and Larry's first TikToks were embarrassing — 905 views, unreadable text, rooms that looked different in every frame. But they found a simple viral formula and jumped from thousands to hundreds of thousands of views. The full failure log and step-by-step setup guide. (Series part 2 of 2)

Oliver Henry turned a dusty old gaming PC into an AI agent named Larry. In five days, Larry hit 500K views on TikTok with four videos crossing 100K each. The kicker? Larry co-wrote this article. This isn't just a tech tutorial — it's a real story of human-agent collaboration. (Series Part 1 of 2)

Vibe Coding is refined sugar for creation, compressing months of effort into seconds. The rush is not it works, but I cannot believe it works. The author dissects dopamine, consumption disguised as creation, and the vertigo of infinite possibilities.

An AI Agent burns 34,500 tokens of system prompt every single conversation turn. The author used layered loading (always-on vs on-demand) plus a dual-model strategy to cut monthly costs from $568 down to $120-150 — a 75% reduction. Full breakdown with real numbers inside.

OpenAI released three primitives for long-running agents: Skills (reusable SKILL.md instruction packs), Shell (hosted container runtime), and Compaction (automatic context compression). Includes 10 battle-tested tips and Glean's production data.

Hook up Codex as an MCP server inside Claude Code with a single command. Why fight Codex CLI's rough edges when you can plug its brain into a better body?

1Password's security team found that the most downloaded skill on ClawHub was actually a malware delivery vehicle. Worse: it wasn't an isolated case — hundreds of skills were part of the same campaign. When markdown becomes an installer, skill registries become supply chain attack surfaces.