The trick in our case is treating failures as training signal, which only works with a reliable verifier and a held-out gate. Open-ended agent work without success metrics is the hardest case to optimize this way.
AUTOMATION
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AI turns past prompts into reusable skills and subagents
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It will look through your past sessions and turn repeated prompts into reusable skills + subagents
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Turn Claude into Specialist Marketing & Business Agents
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If you find this useful, also check this out. Turn Claude into 20+ different specialists for marketing & business. Install real expertise, not just prompts. Get my Claude skills bundle
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Automated 30-day review of recent AI work using memory and git
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The text version of the prompt: "Look back over my recent work from the last 30 days using all available context. Use available evidence in this order:
– Session Memory summaries and MEMORY. md entries
– Git log and recent commit history across branches
– CLAUDE. md and -
Engineer Uses Claude Code Agent to Audit and Delete Unused Redis Instances
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An Anthropic engineer pointed Claude Code at his old startup's infrastructure and told it to find ways to save money. It audited the full stack, identified 3 unused Redis instances he'd been paying for, proposed deleting them, and after he approved each step, executed the
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Agentic Tools for Automated Test Case Writing
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Depends on the job. Quick checks, curl still wins. Real suites, an agentic tool that writes and maintains the cases.
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Directing AI Agents: The Future Skill Beyond Prompting
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One catch though. The bright future goes to people who can direct an agent and check its work. Direction on its own just builds a faster mess.
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AI Agents Beyond LLMs: Orchestration and Architecture
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AI agents are more than LLMs • Skills → expertise
• MCP → external connections
• Subagents → delegated tasks
• Hooks → automation
• Memory → persistent context Real AI systems are orchestration layers. Via Giuliano Liguori (
@ingliguori
) #AI #AIAgents #MCP -
Automating work and life admin with Codex scripts
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have had tons of of fun automating boring parts of my job and life admin the past few days with codex and one off scripts oh and no you really don’t need a Mac mini to for this 🙂
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Claude: The Emerging Universal Interface for Digital Tools
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Claude is slowly becoming the interface for everything: – Presentations: PowerPoint → Claude in PowerPoint
– Editing: Premiere Pro → Remotion
– Browser: Chrome → Claude for Chrome
– Spreadsheets: Excel → Claude in Excel
– Image / Video: Midjourney → Higgsfield
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