framework

skills

From Job Spam to Smart Applications: Automated Career Analysis with the IA Framework Career Skill

Stop spray-and-pray applications. The career skill delivers GO/NO-GO scoring, parallel job analysis, and cost-efficient career insights at $0.25 per job—all deployable yourself.

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X Open-Sourced Their Algorithm. Here's What the Code Actually Reveals.

X open-sourced their algorithm architecture but kept the weight values proprietary. The code structure reveals what signals the system tracks—and strategic priorities most creators miss.

framework

Hierarchical Context Loading: Reducing Token Usage by 60%

Why bigger context windows don't mean better results. A three-layer architecture that loads only what's needed, when it's needed.

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Keyword-Triggered Model Routing: Zero-Latency Recommendations Through Hook Detection

How a PreToolUse hook recommends AI models based on keyword detection - suggesting Opus for complex problems, Grok for review, Haiku for validation. Soft guidance, not enforcement.

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Why 'Adjacent' Matters: How Collaboration Architecture Shapes System Design

Why I chose 'adjacent' over 'augmented' and what it means for human-AI collaboration. The philosophy behind the framework.

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The Wrapper Efficiency Pattern: Production-Tested Results from Security Tool Wrappers

Store tool output locally, return summaries, read full data on demand. A pattern applied across 68 VPS security tool wrappers.

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A Pattern for Tool Discovery in Agent Frameworks

How a PreToolUse hook could surface existing tools when AI agents attempt to create new scripts—and why I haven't implemented it yet.

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Hierarchical Context Loading: Why Progressive Disclosure Beats Monolithic Prompts

A three-tier architecture that loads AI context progressively instead of all at once. Using /create-skill as a real example of how navigation → skill → execution prevents token waste and enables session persistence.

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Agent Routing Architecture: Why Small Agents Are Better Than Smart Ones

Agents under 150 lines that route to specialized skills. Identity and routing, not implementation.

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Skills as Expertise Modules: Building Reusable Solutions That Load On-Demand

Specialized skills with progressive context loading. Load only what you need, when you need it.

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Slash Commands Overview: Template-Driven Workflows That Scale

How a 5-tier documentation architecture enables consistent, discoverable slash commands. Build once, reuse forever.