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/* FILE: README.md */
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/* PATH: /Constellation/README.md */
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---
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```md
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# Constellation — The AVIS Intelligence Pipeline
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Constellation is the central intelligence pipeline of the Mercwar ecosystem.
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It unifies every repo, robot, source, and intelligence model into a single,
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schema‑driven, AVIS‑compliant system.
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Constellation is:
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- A pipeline
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- A robot framework
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- A knowledge graph
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- A schema system
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- A publisher
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- A universal intelligence builder
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It is the root of all intelligence flow in the AVIS‑2026 architecture.
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---
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# Table of Contents
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- [Repository Overview](#repository-overview)
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- [Constellation Pipeline](#constellation-pipeline)
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- [Key Directories](#key-directories)
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- [Constellation/](#1-constellation)
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- [robots/](#2-robots)
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- [sources/](#3-sources)
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- [maps/](#4-maps)
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- [queries/](#5-queries)
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- [tools/](#6-tools)
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- [tabs/](#7-tabs)
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- [images/](#8-images)
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- [universal/](#9-universal)
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- [Sitemap](#sitemap)
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- [Purpose](#purpose)
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- [Legal Section — Constellation Intelligence Law](#legal-section--constellation-intelligence-law)
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- [Next Steps](#next-steps)
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- [Repo Packs](#1-repo-packs)
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- [Sentinel Ingest](#2-sentinel-ingest)
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- [Constellation Visual Maps](#3-constellation-visual-maps)
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- [Cyborg Language Integration](#4-cyborg-language-integration)
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---
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# Repository Overview
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This repository contains:
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- The Constellation pipeline programs
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- The universal Constellation folder
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- Robots (Sentinel, Walker, Shared Protocol)
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- Sources for AVIS, Fire‑Gem, Cyborg, Robo‑Knight
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- Maps for robot navigation
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- Queries for robot search
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- Tabs for documentation
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- Tools for build, verify, and sync
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- Images for visual maps
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- The sitemap generator
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- The `universal.zip` distribution
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Each subsystem is designed to be robot‑navigable, schema‑aligned, and
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future‑absorbing, ensuring that Constellation can ingest, interpret, and
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publish intelligence from any repo in the Mercwar ecosystem.
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---
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# Constellation Pipeline
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Constellation runs through six intelligence stages, forming a complete
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end‑to‑end intelligence lifecycle:
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1. **Scanner** — discovers versions, folders, and intelligence atoms
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2. **Reducer** — cleans bulk, removes noise, and normalizes structure
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3. **Autobuild** — compiles versions into `.bin` intelligence artifacts
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4. **Linker** — merges binaries into a unified `intelligence.model`
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5. **Validator** — ensures schema, structure, continuity, and AVIS compliance
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6. **Publisher** — sends the final model into the AVIS‑Datalake
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Robots follow this exact order, ensuring deterministic behavior across all repos.
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---
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# Key Directories
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## 1. Constellation/
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The core pipeline folder.
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Contains:
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- `constellation.c` — Scanner
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- `constellation_reduce.c` — Reducer
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- `constellation_autobuild.c` — Autobuild
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- `constellation_linker.c` — Linker
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- `constellation_validator.c` — Validator
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- `constellation_publisher.c` — Publisher
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- `AVIS.schema` — schema law
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- `AVIS.datalake` — datalake definition
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- `CONSTELLATION.index` — robot index
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- `ROBOT.boot` — robot boot sequence
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- `custom/` — repo‑specific overrides
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---
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## 2. robots/
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Robots that navigate repos and execute Constellation logic.
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### Sentinel
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- `sentinel.boot`
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- `sentinel.nav`
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- `sentinel.memory/graph/index.mem`
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### Walker
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- `walker.rules`
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- `walker.scan`
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### Shared
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- `protocol.avs`
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- `index.types`
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---
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## 3. sources/
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Raw intelligence sources for each repo family.
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Includes:
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- AVIS
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- FIRE‑GEM
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- CYBORG
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- ROBO‑KNIGHT
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Each contains:
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- `meta.avs` — metadata
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- `structure.map` — structural map
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- `index.src` — source index
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---
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## 4. maps/
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Robot navigation maps.
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Includes:
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- `MERCWAR.CONSTELLATION.AVIS`
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- `ROBOT.SELFSEARCH.AVIS`
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- `ROBOT.AUTOSCAN.AVIS`
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---
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## 5. queries/
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Robot query language files.
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Includes:
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- `find.by.type.q`
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- `find.by.pattern.q`
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- `list.files.q`
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- `list.repos.q`
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- `robot.query.index`
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---
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## 6. tools/
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Build, verify, and sync utilities.
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Includes:
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- `build.verify`
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- `build.sync`
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- `verify.models`
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- `verify.graph`
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- `sync.repos`
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- `sync.constellation`
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---
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## 7. tabs/
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Documentation tabs for GitHub UI.
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Includes:
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- `tab_001.md`
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- `tab_002.md`
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- `tab_003.md`
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- `tab_004.md`
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- `tab_005.md`
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---
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## 8. images/
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Visual maps and starfields.
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Includes:
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- `starfield_*.png`
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- `nodes_*.png`
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- `links_*.png`
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- `mercwar_constellation_map_*.png`
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---
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## 9. universal/
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The universal Constellation folder distribution.
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Contains:
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- Full universal Constellation folder
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- `universal.zip`
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---
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# Sitemap
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The repo includes:
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- `sitemap.sh` — generator
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- `sitemap.xml` — full recursive map
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This ensures robots and external systems can index the entire repo.
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---
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# Purpose
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Constellation exists to:
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- Unify intelligence across all repos
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- Provide a consistent pipeline
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- Enable robots to navigate any repo
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- Produce AVIS‑ready intelligence models
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- Maintain future‑proof compatibility
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It is the central nervous system of the Mercwar ecosystem.
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---
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# Legal Section — Constellation Intelligence Law
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```
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/* ------------------------------------------------------------
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AVIS.HEADER
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ROLE: CONSTELLATION_REPO_README
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PURPOSE: Human + Robot documentation for the Constellation
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intelligence pipeline.
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AUTHOR: Demon
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AVIS.CONSTELLATION.LEGAL
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ARTICLE I — INTELLIGENCE OWNERSHIP
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All intelligence models produced by Constellation are the
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property of their originating repository unless explicitly
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transferred to AVIS-DATALAKE.
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ARTICLE II — SCHEMA COMPLIANCE
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All Constellation programs must adhere to AVIS.schema and
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AVIS.publish.schema.
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ARTICLE III — ROBOT ACCESS
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Robots must follow ROBOT.boot and CONSTELLATION.index.
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ARTICLE IV — CUSTOM OVERRIDES
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Repo-specific overrides supersede universal logic.
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ARTICLE V — PUBLISHING RIGHTS
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Only constellation_publisher.c may publish intelligence models.
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ARTICLE VI — SECURITY
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Constellation must not ingest encrypted binaries without manifest,
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external executables, non-schema files, or unverified robot instructions.
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ARTICLE VII — FUTURE EXTENSION
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All future modules must include AVIS.HEADER, filename, and path comments.
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ARTICLE VIII — LIABILITY
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Constellation provides intelligence transformation “AS IS”.
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------------------------------------------------------------ */
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```
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# 🌌 Constellation — The Universal Intelligence Pipeline
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---
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Constellation is the **AVIS‑2026 intelligence pipeline**, designed to scan,
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reduce, autobuild, link, validate, and publish intelligence models across
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every repo in the Mercwar ecosystem.
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# Next Steps
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It is **universal**, **deterministic**, and **future‑absorbing**.
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## 1. Repo Packs
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Located in `Constellation/universal/custom`.
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Constellation provides:
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These define:
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- A **6‑stage intelligence pipeline**
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- A **universal folder** identical across all repos
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- A **custom override system** for repo‑specific behavior
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- A **robot‑navigable index**
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- A **schema‑driven intelligence model**
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- A **publisher** that sends models into the AVIS‑Datalake
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- Repo identity
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- Repo rules
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- Repo semantic graph
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- Repo knowledge‑binding law
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- Repo version lineage
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---
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# 🚀 Pipeline Overview
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## 2. Sentinel Ingest
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Located in `/Sentinel`.
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Sentinel handles:
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Constellation runs through **six stages**, each implemented as a standalone C program:
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- Repo scanning
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- Navigation
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- Memory graph traversal
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- Enforcement of AVIS law
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- Bootstrapping Constellation intelligence
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1. **Scanner** — discovers versions
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2. **Reducer** — cleans bulk
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3. **Autobuild** — compiles versions into `.bin`
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4. **Linker** — merges binaries into `intelligence.model`
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5. **Validator** — ensures schema + structural correctness
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6. **Publisher** — sends the model into AVIS‑Datalake
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Sentinel functions similarly to Windows NT subsystems:
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Robots follow this exact order.
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- HAL
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- Executive
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- Object Manager
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- I/O Manager
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---
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# 📁 Folder Structure
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## 3. Constellation Visual Maps
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Located in `/images`.
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Includes:
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- Starfields
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- Node graphs
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- Link graphs
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- Full Mercwar Constellation map
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Used by robots, humans, AVIS‑Datalake, and external AI systems.
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---
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## 4. Cyborg Language Integration
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Cyborg Language is modeled after:
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- x86 instruction semantics
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- Windows API message routing
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- MSDN‑style documentation
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- Deterministic message passing
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- Structured ABI alignment
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### Practical Evolution Steps
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- Add ABI alignment to Cyborg binding
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- Map Cyborg opcodes to WinAPI signatures
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- Enforce calling conventions (stdcall, fastcall, thiscall)
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- Add x86‑style micro‑ops (MOV, PUSH, CALL, RET)
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- Add symbolic registers (AX, CX, DX)
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- Add message routing tables (WM_CYBORG_EXEC, WM_CYBORG_LOAD)
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---
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```

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