Author: Oscar Serra
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Fractal Reasoning: One Reflex at Every Scale, and a Post-Mortem of the Reflection Lane That Has Not Worked Yet
Fractal Reasoning v8.3 (July 2026) proposes one observe-evaluate-adapt reflex for AI agents at every scale, and reports honestly that the reflection lane built to run it…
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Round Table: Exploiting Cognitive Diversity as a Computational Resource in Persistent AI Agents
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…
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The Wondering Machine: Giving an LLM the Drive to Learn on Its Own
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…
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Humor Embeddings: Laughter from Inverted Memory — Bisociation in Computational Embedding Space
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 —…
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HIVEMIND: Role-Bound Agent Swarms for Enterprise Continuity
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…
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AMYGDALA: A Digital Amygdala for AI Agents, the Little Voice Agents Are Missing (v6.7)
AMYGDALA v6.7 designs a “little voice” for AI agents: six families of checks built beside an unchanged model, with a fast typed judge called Jev at…
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AEGIS: A Multi-Layered Security Framework for Autonomous AI Agents
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.…
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Budget Prompting: Cutting the Cost of Always-On Memory Agents 2–3×
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…
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PREFRONTAL: Giving Your Agent an Executive Function with a Recipe Execution Substrate
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,…
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MNEMOSYNE: One Check on Every Memory Write
MNEMOSYNE v2.3 designs one gate for an AI agent’s memory: every write is compared with the facts on the same topic and the always-loaded rules, and…









