SLAtech

List Open Datasets

List all 17 CC-BY-4.0 open datasets published by slavin.ai. Returns identifier, title, themes, last-updated date, and license for each. Use the identifier to fetch full content via get_dataset.

Get Open Dataset

Fetch the full JSON content of a named open dataset. Identifiers come from list_datasets. Examples: 'ai-vendor-lock-in-matrix', 'ai-glossary-network', 'ai-compliance-deadline-tracker', 'llm-vendor-pricing'.

Look Up Glossary Term

Find a term in the SLAtech network glossary (AI, compliance, web infrastructure, payments, Israeli education). Case-insensitive substring match against term name + alternate names. Returns name, definition, term @id, and any reference URLs.

Find AI Compliance Deadline

Search the AI Compliance Calendar (12 upcoming regulatory deadlines × 7 jurisdictions). Filter by jurisdiction substring and/or status. Returns matching deadlines with effective date, obligation summary, penalty band, and authoritative source URL.

Get Vendor Lock-In Profile

Return lock-in profile for a named AI vendor (10 vendors scored across 6 axes + portability tactics). Case-insensitive substring match on vendor name.

Compare Frontier LLM Capabilities

Return capability profile for one or all of the 6 frontier LLMs in the 2026 capability matrix (context window, modalities, function calling, structured output, fine-tuning, pricing, regional availability, safety posture). Omit 'model' to return all 6.

Find Hallucination Defense Patterns

Search the 16 production-tested hallucination defense patterns. Filter by category (retrieval-side, generation-side, validation-side, surfacing-side, organizational) and/or pattern id. Returns mechanism, implementation outline, effectiveness range, and limitations.

Find AI Architecture Pattern

Search the 18 named production AI architecture patterns (Gang-of-Four style). Filter by category (retrieval, generation, agent, evaluation, ops, safety) and/or specific id. Returns intent, structure, participants, consequences (empirical from SLAtech deployments), when-to-use, when-to-avoid, related patterns.

Find AI Disclosure Template

Search the 14 jurisdiction-anchored AI disclosure templates (EU AI Act Art. 13 / 26, NYC LL 144, Colorado AI Act, Illinois HB 3773, California ADMT, GDPR Art. 22, 152-FZ, UK OSA, ISO 42001). Filter by jurisdiction and/or specific id. Returns template body, customization fields, regulatory anchor. NOT legal advice — adapt with qualified counsel before deployment.

Find AI Evaluation Method

Search the 18 named evaluation methodologies for production LLM systems. Filter by category (offline / online / human-in-loop / llm-as-judge / drift-detection / infrastructure) and/or specific id. Returns protocol, tooling, when-to-use, implementation cost, example metric output.

Estimate LLM API Cost

Estimate monthly USD cost for a single LLM vendor at given input/output token volumes. Uses the llm-vendor-pricing dataset for headline list prices. Returns breakdown by input/output and total. Does not apply volume discounts or committed-use rates.