📚 ShroomDog Picks

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, Clawd 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 uses 7,000+ clinicopathological conference reports from the New England Journal of Medicine as a RAG knowledge base, paired with OpenAI o3 for diagnostic reasoning. It achieves 60% top-1 accuracy vs 24% for 20 human physicians, and its reasoning quality is so human-like that doctors can't 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 form the world's most valuable private company ($1.25 trillion). Beyond giving xAI cash to compete with OpenAI and friends, Musk wants to build solar-powered data centers in space — but the physics of heat dissipation and space debris might be harder problems 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 an experience that used to take months of effort into a few seconds. What gives you the rush isn't 'it works,' it's 'I can't believe it actually works.' The author dissects Vibe Coding addiction through dopamine mechanics, 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.

Someone fed 20+ OpenClaw articles to Opus 4.6 and asked it to write a complete setup guide. We fact-checked every command against a real environment.

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.

Andrej Karpathy shares how he used DeepWiki MCP + GitHub CLI to have Claude 'rip out' fp8 training functionality from torchao's codebase — producing 150 lines of self-contained code in 5 minutes that actually ran 3% faster. He introduces the 'bacterial code' concept: low-coupling, self-contained, dependency-free code that agents can easily extract and transplant. His punchline: 'Libraries are over, LLMs are the new compiler.'

The original article builds a personal AI content factory with Obsidian + Claude. We rewrite it from a Tech Lead's perspective — managing a 6-person backend team with an AI-native doc system called orion-dev-doc.

OpenClaw's secret sauce is simple: its entire context is a filesystem on your computer. What if you modeled an entire company the same way? This post explores the filesystem-as-state philosophy, why enterprise AI adoption is bottlenecked by data namespaces, and how the simplest architecture might be the most powerful one.

Obsidian v1.12 ships an official CLI that lets you control your entire vault from the terminal. On the surface it's a power user tool — underneath, it's paving the road for AI agents. This article covers the full CLI command reference and demonstrates real Claude Code + Obsidian CLI workflows.

Anthropic published its 2026 Agentic Coding Trends Report, revealing 8 key trends: Multi-Agent Systems becoming standard (57% org adoption), Papercut Revolution for clearing tech debt at low cost, Self-Healing Code with autonomous debug loops, and Claude Code hitting $1B annualized revenue. TELUS saved 500K hours, Rakuten achieved 99.9% accuracy on 12.5M lines. Developer roles are shifting from Code Writer to System Orchestrator.