i looked up the internal numbers. their engineers are using claude for 60% of their work. not "sometimes helps with debugging." sixty percent of everything. 50% productivity gains. 2-3x better than a year ago.
at what point do we stop calling this "assistance"?
AUTOMATION
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When does AI assistance become replacement? 60% engineering work on Claude
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Shortcut system prompts hack for SEO and writing efficiency
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prompt hack that saves me hours:
add shortcuts directly to your system prompt examples i use for seo:
/article → generates full draft /optimize → SEO keyword pass /outline → structure first for writing:
/shorten → compress without losing key ideas
/humanize → remove -
Anthropic’s Claude Cowork to Get Knowledge Bases
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BREAKING 🚨: Anthropic is working on "Knowledge Bases" for Claude Cowork. KBs seem to be a new concept of topic-specific memories, which Claude will automatically manage! And a bunch of other new things.
— 🚨 AI News | TestingCatalog (@testingcatalog) 18 janvier 2026
Internal Instruction 👀
"These are persistent knowledge repositories.… pic.twitter.com/hG6DLrqkUyBREAKING : Anthropic is working on "Knowledge Bases" for Claude Cowork. KBs seem to be a new concept of topic-specific memories, which Claude will automatically manage! And a bunch of other new things. Internal Instruction "These are persistent knowledge repositories.
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AI agents timeline: MCP to machine-to-machine economy by 2030
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2025: Agents got a shared language (MCP)
2026: Agents learned to talk to each other (A2A)
2027: Agents got wallets
2028: Agents started hiring other agents By 2030, most of the economy runs machine-to-machine. Humans won’t be replaced.
They just won’t be required. -
After using 15 AI tools, created one that does everything
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I was using more than 15 AI tools… It wasn't possible anymore So, I created my own. And it does EVERYTHING https://
youtu.be/N0gTIxg9l2A -
From waiting and hating to live interactive generation
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Old way: • write prompt
• wait
• get clip
• hate it
• start over New way: • think it
• see it build LIVE at 1080P
• change anything mid-generation
• it never stops The render bar is dead. -
Claude Code reads the Readme it left to itself before compression
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Claude Code reading the Readme it left to itself before its last context compression
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Observability and Remediation Keys to Agentic AI Scale
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Against the backdrop of the Sphere at #AWSreInvent, Dev Rishi (GM of AI at @RubrikInc) breaks down how observability and remediation are the missing keys to unlocking agentic AI at scale. Check out the full interview with @SiliconANGLE & @theCUBE 👉 go.rbrk.co/snazqk
→ View original post on X — @predibase, 2026-01-16 22:15 UTC
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Boost AI Test Case Generation with Multi-Step Prompting
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I boost AI Test Case Generation with Multi-Step Prompting.
It’s essential for thorough testing. • Create layered prompts
• Analyze each step
• Optimize iteratively Click below to read more: https://
godofprompt.ai/blog/prompt-en
gineering-in-software-testing
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