The latest articles on Forem by SeasonedAsh (@seasonedash_17). https://forem.com/seasonedash_17 https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3437827%2F6577d966-ad10-43f4-ab88-e6c6ade18d21.png https://forem.com/seasonedash_17 en SeasonedAsh Tue, 23 Dec 2025 14:37:15 +0000 https://forem.com/seasonedash_17/i-scaled-from-1k-to-100m-tasks-with-zero-memory-growth-heres-the-cryptographic-proof-1o8 https://forem.com/seasonedash_17/i-scaled-from-1k-to-100m-tasks-with-zero-memory-growth-heres-the-cryptographic-proof-1o8 <p>The assumption: Memory scales O(n) with operations.</p> <p>The result: I broke it.</p> <div class="table-wrapper-paragraph"><table> <thead> <tr> <th>Tasks</th> <th>Memory</th> </tr> </thead> <tbody> <tr> <td>1K</td> <td>~3GB</td> </tr> <tr> <td>100K</td> <td>~3GB</td> </tr> <tr> <td>1M</td> <td>~3GB</td> </tr> <tr> <td>10M</td> <td>~3GB</td> </tr> <tr> <td>100M</td> <td>~3GB</td> </tr> </tbody> </table></div> <p>100,000x scale. Same memory. Merkle-verified.</p> <h2> The Proof </h2> <p>Every task is SHA-256 hashed into a Merkle tree. The root hash commits to all 100 million operations:</p> <p>e6caca3307365518d8ce5fb42dc6ec6118716c391df16bb14dc2c0fb3fc7968b</p> <h2> Verify Yourself </h2> <p>git clone <a href="https://github.com/Lexi-Co/Lexi-Proofs.git" rel="noopener noreferrer">https://github.com/Lexi-Co/Lexi-Proofs.git</a><br> cd Lexi-Proofs<br> node verify.js --all</p> <p>Don't trust me. Check the math.</p> <h2> What It Is </h2> <p>An O(1) memory architecture for AI. Structured compression that preserves signal, discards noise. Semantic retrieval for recall.</p> <p>This is a memory layer — not a reasoning engine. You still need an LLM on top.</p> <h2> Background </h2> <p>Solo developer. Norway. 2013 hardware (i7-4930K).</p> <p>Looking for feedback, skepticism, and verification. Also open to acquisition conversations.</p> <p>Repo: <a href="https://github.com/Lexi-Co/Lexi-Proofs" rel="noopener noreferrer">https://github.com/Lexi-Co/Lexi-Proofs</a><br> Website: <a href="https://lexico.no" rel="noopener noreferrer">https://lexico.no</a></p> <p>What am I missing? Poke holes in it.</p> ai programming javascript architecture SeasonedAsh Mon, 17 Nov 2025 05:40:12 +0000 https://forem.com/seasonedash_17/negative-token-growth-5344 https://forem.com/seasonedash_17/negative-token-growth-5344 <p>Not sure if this is normal but first time i have seen tokens retract<br> <a href="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fb4jrbl1csuocm9bu46tk.png" class="article-body-image-wrapper"><img src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fb4jrbl1csuocm9bu46tk.png" alt=" " width="800" height="231"></a></p> ai programming performance webdev