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AI governance essays, reasoning systems notes, experiment logs, and technical writing across BioAI and engineering practice.
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Reasoning / Verification Engines
Each /slop Is a Calibration Signal — AI-SLOP Detector v3.6.0 and the Claude Code Skill
Every /slop invocation records to a project-scoped history. After 10 re-scanned files, bounded self-calibration adjusts detection weights for your codebase. Here is the mechanism, the data, and what actually shipped in v3.6.0.
Inference quality, validation, and proof surfaces#AI#AGI#AI Alignment#Deep Learning#Machine Learning#Prompt Engineering#Product Management#Software Development#AI Code#Architecture#Data Orchestration#Code Review
Reasoning / Verification Engines
Governed Reasoning
HRPO-X v1.0.1: from HRPO paper production-hardened runnable code
Project note, essay, or technical log from the Flamehaven writing archive.
Inference quality, validation, and proof surfaces#Mlops#AI#AGI#AI Ethics#AI Alignment#AI Governance#AI Hallucination#Contextengineering#AI Code#Architecture#Software Development#Prompt Engineering#SR9/DI2#Cognitive Science
Reasoning / Verification Engines
🧠 Why Your 128K Context Still Fails — And How CRoM Fixes It
Most large language models fail in long prompts due to context rot. CRoM is a lightweight framework that improves memory, reasoning, and stability without heavy pipelines.
Inference quality, validation, and proof surfaces#AI#AGI#AI Alignment#AI Governance#Future of Work#Deep Learning#LLM#Machine Learning#Prompt Engineering#Cognitive Science