A short explanation of what the Cognitive Waveform is and how it can be used."A session of original composition tends to produce a full, sustained trace: the writer’s activity keeps departing from any settled rhythm, because composing involves constantly switching between cognitive states of thinking, typing and revising. Visually, this produces a waveform that is broader, from top to bottom, and rarely dips towards the center axis. A session spent reproducing text that already exists tends to produce a more jagged pattern with low peaks that frequently approach the center axis of the waveform and often don’t spread out as far to the upper/lower limits."https://kheprisol.substack.com/p/proof-of-effort-cognitive-waveform

"If the text doesn’t match anything the student previously typed, PoE records it as unverified — meaning the system can’t confirm where it came from.That record is permanent. The student can’t go back and hide the paste. When they save their work, the record is sealed.That’s it. No surveillance. No tracking what else is open on the student’s computer. No requiring that sources come from a specific platform. Just a clear, honest record of what was typed and what wasn’t."https://kheprisol.substack.com/p/when-a-student-pastes-who-should

"The same rules of economics are opening a completely new asset class: the asset of human effort. Human effort will become a scarce commodity. When only one out of every hundred artistic products is done by a human, all we need is a little bit of demand and a way to tell the difference,"https://kheprisol.substack.com/p/the-economics-of-human-effort

"However, there’s a different question available to us, one that sidesteps this trap entirely:'Did a human create this?'This is not a semantic game. It’s a fundamental reorientation that opens entirely different methodological pathways. Instead of interrogating the output for signs of machine origin, we ask whether there is affirmative evidence of human involvement in the process. We shift from prosecution to attestation, from suspicion to proof, from analyzing what something is to documenting how it came to be."https://kheprisol.substack.com/p/the-quest-for-fire-a-case-for-affirmative

"Necessity is the mother of invention, to which I will add that principles as design choices create designs with principles.""This doesn’t involve wiring your skull or jacking in Matrix-style into your computer. Plain old keystrokes and your physical interactions with a computer interface give us all we need."https://www.linkedin.com/pulse/math-saves-art-proving-authentic-authorship-akhani-cacao-3b7xc/

"...teachers have been handling this situation for as long as written assignments have existed. A student turns in a paper. You notice a passage that doesn't sound like their voice, or you see a quotation without a citation. You ask them about it. They explain. You decide whether the explanation is satisfactory.""The pasted content in that record isn't an accusation. It's a starting point for a conversation. The student knows where their sources came from. You ask. They answer. The record makes that exchange possible on solid ground."https://www.linkedin.com/pulse/when-student-pastes-who-should-ask-where-came-from-akhani-cacao-ux9fc/

"I was supposed to take 14/15yr olds who had never played an instrument before and field them for a musical competition in two months. My students always delivered, but how?""By making my students literate in the skills they needed to teach themselves, I liberated them from their teacher."https://www.linkedin.com/pulse/least-ai-teaching-advice-youll-see-today-akhani-cacao-wiolc/?trackingId=sAJsnWp6SF%2BCStk8zDEmOg%3D%3D

"The field is stuck and cannot progress. This is why crappy Ai detection is still being offered. It’s also why the closest attestation (proof of) solutions to PoE are either monitoring you with cameras and microphones or simply giving you the most superficial 'was the user typing too fast and smooth to be human' analysis...""...what I’ve done isn’t just develop an app. I’ve developed a new form of metadata that is centered around the one question we’re going to be asking ourselves every time we consume any creative content: Was this made by a human?"https://www.linkedin.com/pulse/why-proof-effort-alone-akhani-cacao-psscc/?trackingId=sAJsnWp6SF%2BCStk8zDEmOg%3D%3D

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