Every AI model speaks a different language. Midjourney wants keywords + flags. Nano Banana Pro and ChatGPT Image 2 want full sentences. Seedance and Kling Omni want you to direct, not describe. Same idea, 5 dialects. Most people use one prompt for all of them, and wonder why
LLMS
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6 AI tools to make money this month
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6 AI tools you can use to make money this month. Bookmark this: ChatGPT — writing & ad copy
Claude — ghostwriting
Canva AI — social posts & ads
ElevenLabs — voiceovers
Midjourney — art to sell
Zapier -
GLM-5.2 max third best model, open source fundamental
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GLM-5.2 max is currently the third best model available, among open and proprietary options. And it's fantastic. Open source is fundamentally important and must continue to occupy a strong position so that everyone has alternatives.
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LangSmith LLM Gateway unifies detection, investigation, and remediation
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With LangSmith LLM Gateway, detection, investigation, and remediation take place on the same surface where agents are built.
Fewer tools
Fewer context switches
Policy events that arrive alongside the trace data that accompany them -
Few understand the difficulty of the HF team, many complain about $9
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Yeah, not enough people understand how hard it is to do what the HF team does at scale (and they start complaining as soon as they're asked to pay $9 a month haha)
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Andrew Ng and Harrison Chase discuss the future of agents
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At Interrupt, @AndrewYNg sat down with @hwchase17 for a fireside chat on the future of agents.
— LangChain (@LangChain) 17 juin 2026
Watch the session in full: https://t.co/26MwWWqjZc pic.twitter.com/zAt8vHlpJYAt Interrupt, @AndrewYNg sat down with @hwchase17 for a fireside chat on the future of agents. Watch the full session: https://youtu.be/OaRhpwz_TGM
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AI Agents as Orchestration Layers: Skills, MCP, Subagents, Hooks, Memory
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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 -
Stop manual prompts, build systems that prompt themselves
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STOP TYPING MANUAL PROMPTS INTO CLAUDE
— Charly Wargnier (@DataChaz) 17 juin 2026
In this 26-minute breakdown, an Anthropic engineer shares a massive mental model shift:
"You shouldn't prompt models, you should build systems that prompt themselves"
According to the breakdown, 95% of builders are missing the core… https://t.co/FEVhNDLHjS pic.twitter.com/gx4PZJhbPoSTOP TYPING MANUAL PROMPTS INTO CLAUDE In this 26-minute breakdown, an Anthropic engineer shares a massive mental model shift: "You shouldn't prompt models, you should build systems that prompt themselves" According to the breakdown, 95% of builders are missing the core
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One prompt turns AI into a technical co-founder for real apps
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Almost every "build an app with AI" attempt ends the same way: a nice-looking mockup that breaks the second you click anything real. This one prompt fixes that. It turns ChatGPT, Claude, or Gemini into a technical co-founder that builds a real, working product with you across 5