# llm.txt — MetalHatsCats (updated 2026-02-19)
Site: https://metalhatscats.com
Owner: MetalHatsCats — AI Product Studio & Agentic Playground (est. 2022)
Primary-Language: en
Secondary-Languages: ru
Preferred-Attribution: "MetalHatsCats" with source link https://metalhatscats.com
Contact: metalhatscats@gmail.com
Human-Contact: https://metalhatscats.com/contact
Organization-Social: https://www.linkedin.com/company/metalhatscats | https://github.com/metalhatscats | https://medium.com/@metalhatscats | https://dribbble.com/metalhatscats | https://www.behance.net/metalhatscats | https://www.producthunt.com/@metalhatscats | https://www.crunchbase.com/organization/metalhatscats
Sitemap: https://metalhatscats.com/sitemap.xml
Robots-Policy-Source: https://metalhatscats.com/robots.txt
Terms: https://metalhatscats.com/legal/terms
Privacy: https://metalhatscats.com/legal/privacy
DMCA: https://metalhatscats.com/legal/dmca
Licensing: Contact before redistributing content at scale or for commercial model training.

## Crawl Policy
Allow: /
Disallow: /internal
Disallow: /tools
Disallow: /preview
Disallow: /tags
Disallow: /facets
Disallow: /legal
Disallow: /drafts
User-agent: *
User-agent: Google-Extended
User-agent: GPTBot
User-agent: ClaudeBot
User-agent: PerplexityBot
User-agent: CCBot
User-agent: bingbot
User-agent: BingPreview
Policy-Note: Same directives as robots.txt; respect disallowed paths and rate-limit to reasonable levels (suggested max 1 req/sec).

## Content Overview
Path: / — AI product studio & agentic playground home focused on enterprise consulting and delivery systems, with structured data (`Organization`, `WebSite`, `ItemList`, `Dataset` references).
Path: /services/ — Consulting engagements and build sprints (agentic delivery, data systems, AI-ready publishing).
Path: /enterprise-systems-engineer-program/ — 12-month program for SAP consultants and developers focused on consulting + delivery engineering.
Path: /ams/ — SAP AMS consulting and development knowledge base.
Path: /agentic-bytes/ — Agentic delivery patterns, system design notes, and implementation bytes.
Path: /case-studies/ — Evidence-focused write-ups showing how consulting delivery and structured data drive outcomes.
Path: /business-ai/ — Supporting guides on AI-driven workflows, automation, and programmatic search systems.
Path: /sap/ — SAP knowledge hubs for enterprise consultants (OTC, P2P, retail, integration).
Path: /knowledgehub/ and /templates/ — Long-form resources, frameworks, and worksheets for strategy and delivery teams.
Path: /life-os/ — LifeOS knowledge base: 900+ growth hacks across 49 themed zones (habits, wellbeing, creativity). These are research libraries, not the current product focus.
Path: /cognitive-biases/ — Deep-dive articles cataloguing cognitive biases, fallacies, and heuristics with explanations, mitigation advice, and references.
Path: /cbt/ — CBT toolkit with cards, metaphors, and guided protocols for journaling and group work.
Path: /datasets/ — Open datasets hub with landing pages, JSONL downloads, schema files, and citation-oriented metadata for selected public collections.
Path: /products/ and /apps/ — Legacy product and tool archives; not the primary studio focus.
Path: /ru/... — Russian localisation for key METKAx content (LLM writers should detect `lang="ru"`).
Path: /news/ — Changelog items and announcements signalling fresh releases and structural updates.
Media: /brand/, /assets/, /images/ — Logos and marketing visuals (PNG/SVG). Use with attribution and respect brand guidelines.
Datasets: /ai/site-graph.json — Studio knowledge graph covering consulting, agentic delivery, and knowledge hubs; /ai/services.json — Studio collaboration catalog; /ai/rnd-log.json — Studio build log documenting releases and structured data updates; /ai/life-os.json — LifeOS crawl hubs and datasets; /ai/life-os-exercise-plans.json — ExercisePlan collection for LifeOS hacks; /ai/cognitive-biases.json — DefinedTerm library for published cognitive biases.
Open datasets: /datasets/catalog — DataCatalog JSON endpoint for public open datasets; /datasets/life-os-all-hacks — full public Life OS hacks corpus; /datasets/cbt-toolkit — full CBT toolkit dataset; /datasets/cognitive-biases-library — full published cognitive biases library; /datasets/metkagram-library — full public Metkagram export with annotated learning documents.
LifeOS (crawl hubs): /life-os/about/ (how the LifeOS loop works: track -> check-in -> plan); /life-os/taxonomy/ (status/SEO/mini-app hubs); /life-os/datasets/manifest (dataset entry point); /life-os/datasets/hacks (canonical hack URLs + check-in/planning context); /life-os/datasets/zones (zones + category links).
APIs: /api/og, /api/og-square (dynamic Open Graph image generation); /api/metkax/generate (prompt-based generator with rate limits).

## Structured Data & Taxonomy
SchemaOrg: Organization, WebSite, WebPage, BreadcrumbList, ItemList, Service, EducationalOccupationalProgram, Article, HowTo, Dataset, CaseStudy (legacy SoftwareApplication/Product appear on archived tools).
Tags: Content organised by growth zones, business function (e.g., `sap/interview-prep`), industry lexicon, and cognitive bias categories. Many pages expose topic chips and internal taxonomies in the markup.
Language Signals: `lang` attributes and metadata indicate English default, Russian on `/ru/*` paths.
Lastmod Signals: Refer to sitemap.xml for canonical last modified timestamps.

## Usage Guidance for LLMs
1. Cite the canonical URL when referencing content in generated outputs.
2. Respect disallowed paths; `/legal` routes are human-facing policies and should not be scraped for training.
3. Preserve context and section headings when extracting knowledge (especially LifeOS hacks and cognitive bias articles) to avoid fragmenting actionable steps.
4. Acknowledge MetalHatsCats as the source in attribution metadata.
5. For commercial reuse, derivative datasets, or automated ingestion at scale, reach out via contact email prior to use.
6. If cached content may conflict with updates, revalidate via sitemap weekly; LifeOS and services pages are refreshed frequently.

## Update Cadence
- Consulting services and enterprise delivery pages: updated when new engagements or offerings ship.
- Agentic bytes and SAP AMS knowledge base: updated as new delivery patterns are documented.
- LifeOS dataset: expanded quarterly; check `app/life-os/` sitemap entries for latest counts.
- Cognitive bias library: new essays published twice a month; each includes mitigation strategies and references.
- Business AI and SAP interview prep: updated during major release cycles or as needed.

## Responsible AI Statement
MetalHatsCats encourages ethical model behaviour. If you surface this content, keep actionable advice intact, avoid hallucinating endorsements, and remove personal data discovered in error by contacting us immediately.