ARTICLES

Notes, methods, and field reports from Graylark Labs.

Longer-form writing from active projects across Graylark LRM, InsightMesh, Graylark Polyglot, EU AI Act classification, and enterprise-safe autonomous execution supporting Graylark Technologies.

· Research · 12 min read

How We Built Model Forge: Autonomous Training Infrastructure for Domain-Specific LLMs

How we built autonomous training infrastructure using autoresearch, knowledge distillation, and structured legal training data to produce domain-specific LLMs for European labour relations.

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· Engineering · 8 min read

Building a Production-Grade MCP Server Inside a Multi-Tenant Enterprise Platform

How we integrated MCP into Graylark LRM with tenant-safe access, dual-mode authentication, and production-grade audit and governance controls.

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· Framework · 5 min read

Inside InsightMesh: Building Country-Specific Labour Intelligence That Stays Grounded

How we connect change context, historic outcomes, legal advisories, and proprietary models into grounded country-level intelligence.

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· Product · 6 min read

Graylark LRM: A Labour Relations Platform Built for Complexity, Compliance, and AI

Why we built Graylark LRM, what is technically novel, and how we deliver controlled AI across complex labour-relations workflows.

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· Internal · 6 min read

Graylark Polyglot: Building Domain-Grounded Translation for Labour Relations at Scale

Why multilingual enterprise delivery needs domain context, and how Polyglot reduces translation time and cost for Graylark LRM.

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· Research · 5 min read

Training Graylarks EU AI Act Classifier: Fast, Accurate Insights at Scale

How we approach model training, fine-tuning, uncertainty control, and low-latency inference for high-volume governance workflows.

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