Let me make your life better. Sit down and turn all your work in goals/loops, connect your phone with codex or dispatch/code or droid computer Go outside and enjoy the nature. If you’re curious drop in and give guidance Example For web developers: - /goal go over every single feature in this app create a user story with expected behaviour based on the code keep a single canonical spreadsheet tracking the features status - when done switch loop to testing every user story and documenting all errors - when done fix every logistical error or ux error - test every user behaviour again post fix Give the model computer use, and give it full permissions on some computer. ——— Example for researchers: - /loop create a continuous workflow to research documents and tests related to expert pruning and merging - for each of those create a plan that can run on 2 GPUs do a full experiment which helps increase retained expert saliency post pruning - once done run 50 tests against previous prompts which lead to model degeneracy, attractor collapse, and overthinking - at temperature 0 measure if any improvements were made without hurting success on coding - you have 8x B200s which must never be idle, curate a list of experiments to do constantly every cycle if GPUs are idle and I’ve not given guidance run and maintain an experiment.