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Mahfuj Khan
Mahfuj Khan
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Saturday 01 August 2026 16:10:20 GMT
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Plot twist: you've been building graphs this whole time. 🤯 Every LLM app you've shipped is already a graph. 🕸️ A node calls a model. ⚡ A node calls a tool. 🔧 An arrow moves the state to whatever runs next. ➡️ You just didn't call it that. 🤷 So what actually changed with
Plot twist: you've been building graphs this whole time. 🤯 Every LLM app you've shipped is already a graph. 🕸️ A node calls a model. ⚡ A node calls a tool. 🔧 An arrow moves the state to whatever runs next. ➡️ You just didn't call it that. 🤷 So what actually changed with "graph engineering"? 🤔 Honestly? Less than the internet is telling you. 😌 The only real upgrade is what a node is allowed to be: 🔁 A node can be its own loop — draft, check, improve, until it's good enough 🤖 A node can be its own agent — with its own private context and its own decisions 🔧 A node can be a plain tool call — deterministic, boring, reliable 🧑 A node can be a human — an approval gate before anything ships And the graph is just the wrapper that decides who runs next and what state they get. 📦 That's it. That's the whole idea. 🎯 A loop controls how work repeats. 🔄 A graph controls how work moves. 🗺️ Loops live inside graphs. They were never competing. 🤝 So if you already have prompts calling tools calling other prompts — congrats, you have a graph. You just haven't drawn it yet. ✏️ Keep building what you're building. 🛠️ Draw the roles. Draw the arrows. Name the state. Then the "advanced architecture" everyone's posting about is just... your diagram. 😄 Save this for the next time someone makes agents sound harder than they are. 🔖 Follow @hackproduct — we turn scary AI-engineering concepts into things you can actually ship. 🧠⚡ #AIengineering #AIagents #LLM #agenticAI #graphengineering
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🙅🏽‍♀️ Quels sont les tops à imperativent éviter pour élever ton style ce printemps 2026 et bien sûr par quoi les remplacer ❌ _____ #fashion #fashiontips #fashioninspiration
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Glowy, hydrated skin starts with the right toner! I've been using the Fully Rice Ceramide Essence Toner, and my skin feels so much softer, hydrated, and looks healthier. The lightweight essence formula absorbs beautifully while helping strengthen the skin barrier. Definitely a new favorite in my skincare routine! 🤍 @FULLY Skincare #skinbarrierrepair #riceceramide #healthyskinbarrier #fullyskincare
Cutting soap diamonds ASMR
Cutting soap diamonds ASMR
Lock in bro | #ronaldoedit #ronaldo #lockin #soccer #futboledit #futbol #football #socceredit #capcut | Upload Method > @wizardftb1 #wizardftbluploadmethod
Lock in bro | #ronaldoedit #ronaldo #lockin #soccer #futboledit #futbol #football #socceredit #capcut | Upload Method > @wizardftb1 #wizardftbluploadmethod
#PHILOSOPHY Leonidas was raised in a culture where comfort was considered a weakness. Every hardship was a lesson. Every challenge was preparation. While most people seek easier paths, warriors seek growth. The strongest version of yourself is waiting on the other side of resistance. #sparta #leonidas #philosophy #darkmotivation
#PHILOSOPHY Leonidas was raised in a culture where comfort was considered a weakness. Every hardship was a lesson. Every challenge was preparation. While most people seek easier paths, warriors seek growth. The strongest version of yourself is waiting on the other side of resistance. #sparta #leonidas #philosophy #darkmotivation

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