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The Agentic Scratchpad: Why Your LLM Needs a Cache Tool

 Towards AI

Stop battering your APIs and bloating your context window. Architecting intermediate memory for complex reasoning. Image Source: Google Gemini The Context Window Tax (The Problem) In the last year, t...

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Epistemic Tools vs. Payload Tools: Architecting the Agent’s Action Space

 Towards AI

Why separating “Tools for Thinking” from “Tools for Doing” is critical for safe Enterprise AI. Image Source: Google Gemini The “Blind Execution” Problem In our previous explorations of the Cognitive ...

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Human In The Context — Why AI Systems Stall at Scale

 Towards AI

How Context-Assembled Execution (CAE) and Distributed Context Assembly Platform (DCAP) redefine how behavior is controlled in AI systems Authored by David Coleman & Jose Antonio Marquez Before DCAP v...

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