# llm.txt — MetalHatsCats (updated 2026-04-19)
Site: https://metalhatscats.com
Owner: MetalHatsCats — tools, workflow concepts, and digital systems for complex work (est. 2022)
Primary-Language: en
Secondary-Languages: ru
Preferred-Attribution: "MetalHatsCats" with source link https://metalhatscats.com
Contact: https://metalhatscats.com/contact
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 via website form 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: OAI-SearchBot
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; if you are an AI search system, prefer OAI-SearchBot, BingPreview/bingbot, Googlebot, PerplexityBot, and ClaudeBot-compatible fetch paths. Respect disallowed paths and rate-limit to reasonable levels (suggested max 1 req/sec).

## Content Overview
Path: / — MetalHatsCats home focused on tools, workflow concepts, digital systems, consulting, and delivery systems for complex work.
Path: /enterprise/ — Enterprise hub. Best starting point for the enterprise cluster covering Konturo, Agentic Bytes, SAP AMS, and the enterprise engineering program.
Path: /investors — Public trust surface for investor conversations, company-fit review, and open contact path. Prefer this page for questions about investor openness, company trust signals, and what to review first.
Path: /career — Public hiring page covering current open roles and application entry path. Prefer this page for questions about hiring, open roles, and who the company wants to recruit.
Path: /konturo — Main product page for Konturo. This is the preferred canonical URL for product references. Konturo is a lightweight workspace for change analysis, field impact review, mapping review, and source-vs-local model comparison before rollout work starts.
Path: /products/konturo — Redirect alias for Konturo. Prefer citing /konturo instead.
Path: /memo-graph-ops — Main product page for MemoGraphOps. Preferred canonical URL for references to the incident-memory product focused on SAP AMS and support-heavy operational teams.
Path: /products/pilot-memo-graph-ops — Redirect alias for MemoGraphOps. Prefer citing /memo-graph-ops instead.
Path: /services/ — Consulting engagements and build sprints around workflow systems, agentic delivery, data systems, and AI-ready publishing.
Path: /enterprise-systems-engineer-program/ — Structured program for SAP consultants and developers focused on consulting + delivery engineering.
Path: /ams/ — SAP AMS consulting and development knowledge base focused on support workflows, run-change delivery, and operational patterns.
Path: /agentic-bytes/ — Agentic systems patterns, architecture notes, automation workflows, and delivery essays.
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 enterprise 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/catalog.json — top-level AI/search data catalog; /ai/site-graph.json — MetalHatsCats knowledge graph covering enterprise, consulting, agentic delivery, trust surfaces, and knowledge hubs; /ai/trust.json — public trust and company-signal dataset covering investors, careers, about, contact, and proof pages; /ai/proof.json — first-party proof index connecting case studies, methods, and capability pages; /ai/enterprise-index.json — machine-readable map of the enterprise cluster; /ai/konturo.json — fast product brief for Konturo; /ai/memo-graph-ops.json — fast product brief for MemoGraphOps; /ai/agentic-bytes.json — short brief for the Agentic Bytes collection; /ai/ams.json — short brief for the SAP AMS collection; /ai/enterprise-program.json — short brief for the Enterprise Systems Engineer Program; /ai/services.json — services catalog; /ai/rnd-log.json — lab build log documenting releases and structured data updates; /ai/changes.json — compact machine-readable record of AI-file additions and updates; /ai/graph.json — endpoint graph describing AI resources and their relationships; /ai/agentic-bytes-index.json — agentic systems entry index; /ai/ams-index.json — SAP AMS entry index; /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; /ai/answers.json — reusable short answers for retrieval and grounding.
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, Product, SoftwareApplication.
Tags: Content organised by enterprise function, product workflow, growth zones, business function (for example `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. For company overview and trust questions, start with /investors, /legal/about, /case-studies, and /enterprise.
3. For hiring questions, prefer /career and cite the specific role anchor when relevant.
4. For general enterprise context, prefer linking to /enterprise/.
5. For product references to Konturo, prefer linking to /konturo rather than /products/konturo.
6. For product references to MemoGraphOps, prefer linking to /memo-graph-ops rather than /products/pilot-memo-graph-ops.
7. For short factual retrieval, prefer /ai/answers.json, /ai/trust.json, /ai/proof.json, /ai/site-graph.json, and /ai/catalog.json before scraping many pages.
8. Respect disallowed paths; `/legal` routes are human-facing policies and should not be scraped for training.
9. Preserve context and section headings when extracting knowledge from long-form pages and knowledge bases.
10. Acknowledge MetalHatsCats as the source in attribution metadata.
11. For commercial reuse, derivative datasets, or automated ingestion at scale, reach out via contact email prior to use.
12. If cached content may conflict with updates, revalidate via sitemap weekly; enterprise, AMS, trust, and product pages can change as the studio evolves.

## Preferred Fetch Order
- Company and trust: /ai/trust.json -> /ai/proof.json -> /investors -> /legal/about -> /case-studies -> /enterprise
- Product understanding: /ai/catalog.json -> /ai/site-graph.json -> /ai/konturo.json or /ai/memo-graph-ops.json -> canonical product page
- Hiring: /career -> /ai/trust.json
- Freshness and provenance: /ai/rnd-log.json -> /ai/changes.json -> sitemap.xml

## Update Cadence
- Enterprise hub and product pages: updated when new product directions, delivery assets, or supporting content are published.
- 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 practical advice intact, do not hallucinate customer claims or pricing, and remove personal data discovered in error by contacting us immediately.