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Each /slop Is a Calibration Signal — AI-SLOP Detector v3.6.0 and the Claude Code Skill
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
Can AI Review Physics? Yes — That Is Why We Built SPAR
Reasoning / Verification Engines

Can AI Review Physics? Yes — That Is Why We Built SPAR

SPAR is a deterministic framework for claim-aware review: checking whether an output deserves the claim attached to it.

Inference quality, validation, and proof surfaces#AI#AGI#AI Alignment#AI Governance#Deep Learning#Machine Learning#Cognitive Science#AI Research#Scientific Integrity#Software Development#AI Code#Contextengineering#Architecture#Data Orchestration
I Built an Ecosystem of 46 AI-Assisted Repos. Then I Realized It Might Be Eating Itself.
Reasoning / Verification Engines
Governed Reasoning

I Built an Ecosystem of 46 AI-Assisted Repos. Then I Realized It Might Be Eating Itself.

An ecosystem of 46 AI-assisted repos can become a closed loop. This article explores structural blind spots, self-validating toolchains, and the need for external validators to create intentional friction.

Inference quality, validation, and proof surfaces#AI#AGI#AI Ethics#AI Alignment#AI Governance#AI Hallucination#Mlops#Machine Learning#Deep Learning#SR9/DI2#Cognitive Science#Scientific Integrity#AI Research#Software Development#Business Strategy#Security#Architecture#Contextengineering#AI Code
Why Reasoning Models Die in Production (and the Test Harness I Ship Now)
Reasoning / Verification Engines
Governed Reasoning

Why Reasoning Models Die in Production (and the Test Harness I Ship Now)

Project note, essay, or technical log from the Flamehaven writing archive.

Inference quality, validation, and proof surfaces#AI#AGI#AI Ethics#AI Alignment#AI Governance#AI Hallucination#Mlops#Machine Learning#Deep Learning#SR9/DI2#Software Development#AI Code#Contextengineering#Architecture
HRPO-X v1.0.1: from HRPO paper production-hardened runnable code
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