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learning AI by building agents | graph engineering & posting what actually works

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A WOMAN PUSHED A RED-HOT STEEL RING OUT OF A HELICOPTER ONTO A FROZEN LAKE AND THE LAKE SHOT BACK AT HER > 219,000 likes on 9,100 comments. Open door over black ice, a glowing ring the size of a truck tyre goes off the sill, three seconds of drop, cracks race out like spokes, the ring sinks through, and a column of water climbs straight back up into the cabin. The ice is doing more work than the ring: -> Everyone has seen a frozen lake from a drone, so the surface is trusted before anything hits it. -> The cracks branch unevenly at crack speed, and even spacing would have killed it on sight. -> The plume comes after the hole, never with it, and she takes it in the face, which turns physics into a punchline. -> The comments are "Prompt?" and "Drop an anvil next", and the second one is the series picking its own cargo. It works on anything hot dropped on anything frozen, an engine, a frying pan, a bucket of coals, from the same door over the same ice. Generated here, one still of the door and the drop -> The ring got the shares, the cracks got the belief. One word under every drop, article below ↓

A WOMAN PUSHED A RED-HOT STEEL RING OUT OF A HELICOPTER ONTO A FROZEN LAKE AND THE LAKE SHOT BACK AT HER > 219,000 likes on 9,100 comments. Open door over black ice, a glowing ring the size of a truck tyre goes off the sill, three seconds of drop, cracks race out like spokes, the ring sinks through, and a column of water climbs straight back up into the cabin. The ice is doing more work than the ring: -> Everyone has seen a frozen lake from a drone, so the surface is trusted before anything hits it. -> The cracks branch unevenly at crack speed, and even spacing would have killed it on sight. -> The plume comes after the hole, never with it, and she takes it in the face, which turns physics into a punchline. -> The comments are "Prompt?" and "Drop an anvil next", and the second one is the series picking its own cargo. It works on anything hot dropped on anything frozen, an engine, a frying pan, a bucket of coals, from the same door over the same ice. Generated here, one still of the door and the drop -> The ring got the shares, the cracks got the belief. One word under every drop, article below ↓

2,384,064 views

A HELICOPTER CREW PUSHED AN ICE WOMAN INTO A LAVA RIVER AND THE STEAM CLIMBED BACK UP TO THE DOOR > 23,800 likes with 71 comments. Generated here -> Open door, headsets on, a clear carved figure on a block of ice, one push, a long fall, a small bright flash in the channel, and a white cloud that rises until the whole frame goes blank. Two decisions carry the clip, and both happen before anything is rendered: -> The object is a person. A cube of ice is science, a carved woman is a story nobody asked you to read. -> The ending comes back up. A cloud climbing into the doorway turns a drop into a consequence. -> The fall is long enough to lose her, so the impact lands as a flash you almost miss. -> No caption, no reaction, every viewer fills in the meaning alone. AI video is splitting into two tiers, one shows a material behaving correctly, the other picks a subject the eye cannot stay neutral about, and only one of them gets watched to the end. Run one motion on two different objects and you will see it yourself, one still of the door and the figure is enough. The lava did the physics, the shape of the ice did everything else. The exact process, prompts ready to paste, is below ↓

A HELICOPTER CREW PUSHED AN ICE WOMAN INTO A LAVA RIVER AND THE STEAM CLIMBED BACK UP TO THE DOOR > 23,800 likes with 71 comments. Generated here -> Open door, headsets on, a clear carved figure on a block of ice, one push, a long fall, a small bright flash in the channel, and a white cloud that rises until the whole frame goes blank. Two decisions carry the clip, and both happen before anything is rendered: -> The object is a person. A cube of ice is science, a carved woman is a story nobody asked you to read. -> The ending comes back up. A cloud climbing into the doorway turns a drop into a consequence. -> The fall is long enough to lose her, so the impact lands as a flash you almost miss. -> No caption, no reaction, every viewer fills in the meaning alone. AI video is splitting into two tiers, one shows a material behaving correctly, the other picks a subject the eye cannot stay neutral about, and only one of them gets watched to the end. Run one motion on two different objects and you will see it yourself, one still of the door and the figure is enough. The lava did the physics, the shape of the ice did everything else. The exact process, prompts ready to paste, is below ↓

88,801 views

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This is a f*cking goldmine.. An Anthropic engineer: "90% of our engineers already run self-improving loops on Opus 5.5. Now everyone is moving to agentic graphs Prompting is basically done". In 10 minutes she builds her entire Claude Code setup live, starting from an empty terminal. Agents -> Loops -> Graphs -> Self-Improving Systems Prompting was the old way to work. Graph engineering is the next one. This 10-minute breakdown beats most $700 agent engineering courses. Watch it today. Then read the article below ↓

This is a f*cking goldmine.. An Anthropic engineer: "90% of our engineers already run self-improving loops on Opus 5.5. Now everyone is moving to agentic graphs Prompting is basically done". In 10 minutes she builds her entire Claude Code setup live, starting from an empty terminal. Agents -> Loops -> Graphs -> Self-Improving Systems Prompting was the old way to work. Graph engineering is the next one. This 10-minute breakdown beats most $700 agent engineering courses. Watch it today. Then read the article below ↓

214,951 views • 19 days ago

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