The latest articles on DEV Community by shaun partida (@mvad_ai). https://dev.to/mvad_ai 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%2F3868822%2F70b3e6af-2dd4-4037-937a-4afc96981252.png https://dev.to/mvad_ai en shaun partida Sun, 19 Apr 2026 18:50:49 +0000 https://dev.to/mvad_ai/why-ai-systems-dont-fail-they-drift-9f8 https://dev.to/mvad_ai/why-ai-systems-dont-fail-they-drift-9f8 <p>Most AI systems don’t fail.</p> <p>They drift.</p> <p>At first everything looks fine:</p> <ul> <li>outputs are consistent</li> <li>structure holds</li> <li>prompts and constraints seem to work</li> </ul> <p>Then over time:</p> <ul> <li>responses start changing</li> <li>structure breaks</li> <li>behavior becomes inconsistent</li> </ul> <p>No errors.<br> No crashes.<br> Just gradual degradation.</p> <p>A lot of people try to fix this with:</p> <ul> <li>better prompts</li> <li>stricter constraints</li> <li>more monitoring</li> </ul> <p>But those don’t actually solve the problem.</p> <p>They only delay it.</p> <p>Because the system isn’t designed to return once it drifts.</p> <p>Once behavior moves away from what you intended, there’s no mechanism that pulls it back.</p> <p>That’s the gap I keep seeing across different systems.</p> <p>Curious if others have run into the same thing—and what approaches you’ve tried that actually hold up over longer runs.</p> ai machinelearning shaun partida Thu, 09 Apr 2026 03:01:07 +0000 https://dev.to/mvad_ai/mvad-runtime-layer-for-detecting-reasoning-drift-in-long-running-ai-systems-4i29 https://dev.to/mvad_ai/mvad-runtime-layer-for-detecting-reasoning-drift-in-long-running-ai-systems-4i29 <p><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%2Fgih2p9m7283itx2zor2d.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%2Fgih2p9m7283itx2zor2d.png" alt=" " width="800" height="533"></a></p> ai machinelearning startup agents