Author: Oscar Serra

Your agent keeps every fact and still stops sounding like itself — Identity Persistence pins the persona every turn, compacts the task without flattening the voice,…

Your agent’s memory is flat — one zoom level — so it fetches a fact or a gist, never both; Fractal Reasoning indexes memory and structures…

Stop asking which model is best and picking one — Round Table puts Claude, GPT, and Gemini at the same table, casts each to the role…

LLMs answer brilliantly but never wonder — they can’t spot their own knowledge gaps or learn after training. The Wondering Machine is a blueprint for an…

Memory retrieves what’s nearest to a query; humor searches for what’s at the right distance and can still be joined by an unexpectedly valid bridge —…

Role-bound agents — one shared AI agent per job function that outlives the people who use it — so a company’s institutional knowledge never walks out…

Your agent had all the context it needed and still did the wrong thing — AMYGDALA gives it a learned reflex layer that pauses dangerous actions…

The honest question isn’t whether your agent deployment could be a problem — it’s which specific problems apply to yours, and what mitigations are actually proportionate.…

Leave your agent running overnight and the bill is brutal: every turn re-bills the whole context window. Budget Prompting is 20 techniques that cut per-turn cost…

Your model is a brilliant worker and a terrible executive — PREFRONTAL is the missing executive layer: a recipe execution substrate that picks the right playbook,…