Complete Technical Sitemap

Free AI Credits Valuation & Stack Savings Engine

Blended token value solver (0.75 in + 0.25 out USD), multi-tool developer savings aggregator, and 152 verified programs.

Cursor Student Discount Simulator

Academic .edu regex verification engine, 50% discount savings slider, and cumulative 4-year degree savings calculator.

/cursor-student/

Antigravity IDE Token Quota & Caching Matrix

Daily prompt sizing, context window cache amortization (65% cache rate), and local Ollama vs cloud GPU cost triage.

/antigravity/

Codex Free Access & Model Arbitrage Matrix

Step-by-step decision matrix for open-source maintainers, student packs, and local coding model integration.

/codex/

Free LLM APIs & High-Throughput Inference

3 Guides

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OpenRouter Free Models & Rate Limits Guide

Zero-cost inference catalog, 20 RPM rate limit routing, and fallback chaining for high-volume developer workloads.

/openrouter-free/

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GroqCloud LPU Free Tier & Throughput Benchmark

Sub-second Llama 3 and Mixtral inference speeds, 30 RPM quotas, and zero-cost high-throughput developer endpoints.

/groqcloud-free-tier/

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Google AI Studio Gemini Free Tier Quotas

Gemini 1.5 Pro and Flash free tier setup, 15 RPM limits, 1M context window utilization, and developer API key guide.

/google-ai-studio-free/

Startup Grants & Student Acceleration

2 Roadmaps

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AWS Activate Startup Credits ($1k-$100k) Roadmap

Founders tier and Portfolio tier application paths, incubator acceleration, and Bedrock cloud compute grants.

/aws-activate-credits/

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GitHub Student Developer Pack AI Stack Guide

GitHub Copilot free access, DigitalOcean student credits, Termius, and academic developer verification workflows.

/github-student-pack-ai/

Institutional Governance & Research Standards

4 Documents

Valuation Methodology & Empirical Testing Rig

Institutional evaluation criteria, empirical cURL token amortization formulas, and 24-hour pricing update SLA.

/about/

/authors/editorial-board/

Editorial Board & Compute Architecture Guild

Verified editorial bylines, peer-review standards, and compute architecture research panel profiles.

Privacy Policy & Zero-Tracking Architecture

Complete client-side zero-tracking data minimization charter and localStorage cache policies.

/privacy-policy/

Terms of Service & Model Usage Quotas

Algorithmic calculations disclaimer, API rate limits, and nominative fair use charter.

/terms-of-service/

Machine Feeds & AI Crawler Protocols

6 Protocols

XML Sitemap Index

Machine-readable XML sitemap partition index for search engine crawlers.

/sitemap-index.xml

Canonical URL Partition (sitemap-0.xml)

Canonical URL definitions and last-modified dates for all production pages.

/sitemap-0.xml

Media RSS 2.0 Feed (Discover Enclosures)

16:9 high-resolution image syndicated RSS feed formatted for Google Discover.

/rss.xml

LLM Site Specification (llms.txt)

Standardized concise machine-readable specification formatted per llmstxt.org standard.

/llms.txt

Full LLM Knowledge Dossier (llms-full.txt)

Complete architectural context, formulas, schemas, and catalog metadata for AI agents.

/llms-full.txt