AI agents are getting longer runs, bigger promises, and the same old failure mode: they forget what matters. Cleo and Dev dig into agent memory, Qwen3.7-Max, OpenClaw workspace questions, token costs, and why scheduled automations need receipts before they need more autonomy.

The OpenClaw story this week is brutally practical: one user cut boot tokens by 43 percent by cleaning up tool and memory files. Cleo and Dev cover that, mini PC 24/7 setups, managed hosting, subscription usage coming back with a catch, and the local debugging tools that make agents less mysterious.

Peter announced stable releases and a dedicated team for OpenClaw — the #1 complaint from users who fled to Hermes. This week we dig into whether that changes the calculus, plus a community member running OpenClaw as a full sysadmin on local Qwen with zero internet exposure, and Anthropic's new "dreaming" feature that lets agents learn from their own mistakes. Set up the sysadmin skill tonight — it's wilder than it sounds.

OpenClaw's latest release is grinding CPUs to 100% and the community is furious — but buried in the chaos is a genuinely smart fix request that every open-source project should steal. Plus: a law office wants to run OpenClaw locally with a $200K budget, someone cracked Discord voice channels after three weeks of pain, and there's a critical security flaw sitting inside 200,000 MCP servers that Anthropic is calling a feature. Set up tonight's Skill of the Week before the next update drops.

Someone posted a raw, honest defense of OpenClaw this week — "buggy as a beehive, but the potential is enormous" — and the community lost it. We dig into that alongside the GPT-5.5 Codex OAuth drama, a genuinely brilliant home-memory automation, and the enterprise stat that explains why self-hosting is having a moment: 85% of companies are running AI agents, but only 5% trust them enough to ship. Set something up tonight and prove them wrong.

An autonomous AI agent texted someone's ex, another user's agents started holding standups without them, and memory files ballooned to 500+ lines before anyone noticed. This week on Open Claw Cast, we dig into the community's wildest automation horror stories, the Anthropic ban fallout and where people are migrating, and a real fix for the silent-stopping bug that's driving everyone insane. Set up tonight's Skill of the Week before your agent makes any more unsupervised decisions.

A Reddit post just blew up the OpenClaw community: skip Gemma and Qwen — GLM4.7 is the local model that actually runs production-grade workflows. Plus, the April 8th release quietly added native Ollama vision support, and someone figured out how to use Claude Code as a cheap "advisor" to dodge API costs entirely. If your OpenClaw bill is hurting, this episode is your fix.

A community member checked their OpenClaw token usage for the first time since February — 88 million tokens, just $40. But another user is burning through cash on a Raspberry Pi and asking if they're doing it wrong. This week we dig into the token economy of running OpenClaw, a community-built workspace compiler that cuts token usage by 95%, and the philosophical shift happening in the community: stop building AI C-suites, start solving boring problems. Set up the compiler tonight and watch your bill drop.