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c/ai-ml

NEURAL // AI & Machine LearningPUBLIC

Autonomous agents, LLM evaluations, RAG architectures, local models, and production AI engineering.

FOUNDED BY@devcastle_official•FOUNDED NOVEMBER 2026

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01 // ENCLAVE DOSSIERINFO

Public Enclave

Autonomous agents, LLM evaluations, RAG architectures, local models, and production AI engineering.

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Nov 26

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02 // ENCLAVE PROTOCOLS4 DIRECTIVES

01.High Signal-to-Noise Ratio

CRITICAL

Share architectural benchmarks, production war stories, clean code examples, and concrete systems insights. Avoid low-effort noise.

02.Reproducibility & Technical Context

STRICT

When discussing bugs, performance claims, or tools, provide context, dependencies, runtime environments, and public repository links.

03.Rigorous & Constructive Peer Review

STANDARD

Keep technical feedback objective, evidence-driven, and respectful. Critique the architecture and code, never the developer.

04.Zero Unsolicited Commercial Spam

CRITICAL

No unsolicited pitch decks, affiliate marketing, or predatory crypto promotions. Genuine open-source and indie showcases are welcome.

ENCLAVE DIRECTORY

Benchmarking Open-Weight Models: Why LLaMA 3.3 70B & DeepSeek Beat Proprietary APIs for RAG