🧠 XMECK-AI

Private-first Personal Intelligence Workspace for Windows
Local Intelligence • Projects / Git • Knowledge / RAG • Governed Work • Evidence • Recovery

Your intelligence. Local by default. Cloud by choice.

🌐 Product Intelligence Surface

XMECK-AI is not built as another chat shell.

It is a Windows intelligence workspace designed to keep context, routing, authority, evidence and recovery visible across the product lifecycle.

The user owns context, routing, authority, evidence and recovery. Models and providers are replaceable capabilities — not the product identity.

⚡ What XMECK-AI Brings Together

Surface	Product role
💬 Chat / Conversations	Local-first intelligence with durable conversation history
📁 Projects / Git	User-owned folders, Git status/diff/log, bounded change workflow
🧠 Knowledge / RAG	Grounded local knowledge and retrieval
⚙️ Intelligence	Model discovery, identity, readiness and routing
🌐 Connected	Optional providers and external-assistant routes
🧭 Work	Ask / Research / Project / Build / Write modes
🛡️ ProjectGuard	Protected-context egress and side-effect authority
🧾 Activity / Evidence	Inspectable actions, receipts and proof
♻️ Recovery	Lifecycle, manifests, SBOM, provenance and recovery carrier

🚀 Download the Actual Builds

These are the explicit runnable Windows ZIPs. GitHub's automatic branch/tag source archive is not the runnable product artifact.

Generation	Meaning	Direct build
🧪 QBOX-AI Stage B R1	Engineering foundation	⬇ Download R1 ZIP
🧪 QBOX-AI Stage B R2	Founder-accepted local-intelligence milestone	⬇ Download R2 ZIP
🧠 XMECK-AI 1.0.0.0	Current product / engineering Founder candidate	⬇ Download XMECK-AI ZIP

🔐 Exact SHA-256 identities

R1
5188f023d8974c4132509b0a86f93659ca1ead5cb9915412569e730c733c11e4

R2
8e148b5751127fb76d62bf5b094618ab77d38931d0ff2e1836d86a1dae033da0

XMECK-AI 1.0.0.0
3cab42520c9ced37e25c0088f299d1cb3b896836c8abdfc364d3996aaf76b15c

Verify the current build on Windows:

Get-FileHash ".\XMECK-AI_FINAL_FOUNDER_CANDIDATE_1.0.0.0.zip" -Algorithm SHA256

Full install / recovery / uninstall guide: ➡️ DOWNLOAD_XMECK_AI_1.0.0.0.md

🧠 Reference Intelligence Stack

XMECK-AI separates model discovery from model admission.

A model appearing on disk or in metadata is not enough to make it route-ready.

💬 Chat reference

Component	Reference
Model	Qwen3-8B Q4_K_M
Runtime family	llama.cpp
Format	GGUF
Chat artifact SHA-256	`d98cdcbd03e17ce47681435b5150e34c1417f50b5c0019dd560e4882c5745785`

🔎 Embedding reference

Component	Reference
Model	Qwen3-Embedding-0.6B Q8_0
Role	Local embeddings / retrieval
Embedding artifact SHA-256	`06507c7b42688469c4e7298b0a1e16deff06caf291cf0a5b278c308249c3e439`

Model weights are not redistributed by this repository. Users supply and own their model files.

Model admission path

DISCOVER
   ↓
IDENTITY
   ↓
HARDWARE ELIGIBILITY
   ↓
RUNTIME LOAD
   ↓
INFERENCE PROOF
   ↓
SEMANTIC ROLE QUALIFICATION
   ↓
ROUTING ELIGIBILITY

🛡️ Authority Before Side Effects

XMECK-AI separates capability from permission.

INTENT
  ↓
ROUTE
  ↓
CONTEXT
  ↓
PROPOSE
  ↓
REVIEW
  ↓
AUTHORIZE
  ↓
EXECUTE
  ↓
EVIDENCE

ProjectGuard is the boundary around protected context, external egress and side-effect authority.

A model being technically able to perform an action does not mean it automatically receives permission to do it.

🏛️ Product Architecture

The public architecture connects:

🖥️ Experience System
🧾 Product Truth
🧠 Intelligence Hub
🧭 Capability Router
📁 Project Fabric
🛠️ Work + bounded Agents
🛡️ ProjectGuard
🔍 Evidence Plane
♻️ Lifecycle + Recovery

Detailed architecture: ➡️ docs/ARCHITECTURE.md

🧬 Engineering Evolution

QBOX-AI Stage B R1
engineering foundation
        ↓
QBOX-AI Stage B R2
Founder-accepted working local-intelligence milestone
        ↓
XMECK-AI 1.0.0.0
current product identity

🧪 R1 — Engineering Foundation

local-first Windows workspace foundation
pinned runtime/model path
chat and conversation foundations
Projects and Knowledge foundations
startup / validation tooling
package and component manifests

🧪 R2 — Working Local-Intelligence Milestone

stronger qualification plane
exact model verification/admission
local chat / streaming / cancellation evidence
Projects/Git and Knowledge evidence
stronger Windows acceptance discipline

🧠 XMECK-AI — Current Product

private-first local intelligence
Projects / Git
Knowledge / RAG
managed intelligence readiness
explicit local / connected routing
bounded Work modes
ProjectGuard
Activity / Evidence
lifecycle / recovery / packaging

R1 and R2 remain engineering provenance. XMECK-AI is the current public product.

🌌 XMECK-LAB Ecosystem

Identity / Product	Role
👤 Raaj Mandale	Creator · systems architect · independent research identity
🧩 XMECK-LAB	Public software / startup organization
🧬 XRECONY	Data reconstruction / structural understanding
⚙️ TRANSCRIPT	Governed execution infrastructure
🛡️ KAVACH	Trust / protection substrate under TRANSCRIPT
🧠 XMECK-AI	Private-first personal intelligence workspace

Identity law

Raaj Mandale remains the creator / research identity.
XMECK-LAB is the public software organization.
XMECK-AI is the current intelligence product.
QBOX-AI is preserved as XMECK-AI engineering ancestry, not a competing active product.
Older independent research lineages are not silently absorbed into XMECK-LAB.

🖼️ Product Gallery

💬 Local intelligence

📁 Projects / Git

🌐 Explicit operating modes

⚙️ Model discovery and readiness

🧾 Product Truth / Evidence

XMECK-AI intentionally distinguishes:

READY
QUALIFIED
UNAVAILABLE
HELD

UI presence alone does not prove readiness.

✅ Demonstrated / Qualified Engineering Scope

real Windows x64 desktop product
local Qwen3 reference path exercised
Projects / Git / Knowledge / Intelligence / Connected / Work / Activity surfaces
model identity and readiness architecture
explicit local / connected route contract
ProjectGuard and bounded Work modes
deterministic package / recovery lineage
SBOM / provenance / manifests
signing-ready MSIX / App Installer engineering lane

⛔ Not Claimed

trusted signed commercial release
universal provider qualification
independent security / compliance certification
product-market fit / revenue / retention
performance leadership
model-quality leadership
global novelty / patentability

➡️ docs/PUBLIC_CLAIMS_MATRIX.md ➡️ docs/PUBLIC_EVIDENCE_INDEX.md

🎯 Product Position

Local inference, RAG, projects, model/provider selection, agents and tool ecosystems are established capabilities in the current desktop/local-AI category.

XMECK-AI does not present those primitives alone as invention.

Its strongest product position is the operating discipline around them:

🧾 Product Truth instead of UI-only readiness
🧠 Model admission instead of trusting filenames
🧭 Explicit routing instead of silent fallback
🛡️ ProjectGuard instead of ambient authority
🔍 Evidence-before-claim
📁 User-owned Projects / Knowledge / models
♻️ Recovery and lifecycle discipline
📦 Deterministic package / SBOM / provenance lineage

➡️ docs/MARKET_POSITIONING.md

📚 Documentation Surface

Surface	Link
🚀 Download / Verify / Install	`DOWNLOAD_XMECK_AI_1.0.0.0.md`
🏛️ Architecture	`docs/ARCHITECTURE.md`
🧠 Models + Routing	`docs/MODELS_AND_ROUTING.md`
🧾 Product Facts	`docs/PRODUCT_FACTS.md`
🔍 Claims Matrix	`docs/PUBLIC_CLAIMS_MATRIX.md`
🧬 Product Evolution	`docs/PRODUCT_EVOLUTION.md`
♻️ Release Boundary	`docs/RELEASE_BOUNDARY.md`
🌌 Ecosystem	`docs/ECOSYSTEM.md`
🗺️ Repository Map	`docs/REPOSITORY_MAP.md`
🔬 Public Evidence	`docs/PUBLIC_EVIDENCE_INDEX.md`
🛡️ Security	`SECURITY.md`
🧰 Support	`SUPPORT.md`

👤 Creator + Organization

Raaj Mandale

Creator · Systems Architect · Research Identity

GitHub: https://github.com/raajmandale
Website: https://raajmandale.in

XMECK-LAB

Public software / startup organization.

GitHub: https://github.com/XMECK-LAB
XMECK-AI: https://github.com/XMECK-LAB/XMECK-AI

📜 License + Release Boundary

This repository is publicly visible but not automatically open source.

LICENSE.txt — repository rights boundary
BINARY_EVALUATION_LICENSE.txt — evaluation permission for published binaries
SECURITY.md — security reporting
SUPPORT.md — defect reporting / support guidance

Current release state

Internally productized engineering Founder candidate

Still external:

trusted Publisher / code signing
production update host
frictionless trusted public installer
provider/account-specific live qualification where required

XMECK-AI
Your intelligence. Local by default. Cloud by choice.
Build → Test → Qualify → Evolve → Productize

Built by Raaj Mandale · Published under XMECK-LAB

Name		Name	Last commit message	Last commit date
assets		assets
demo		demo
docs		docs
releases		releases
.gitignore		.gitignore
BINARY_EVALUATION_LICENSE.txt		BINARY_EVALUATION_LICENSE.txt
BUILD_ARTIFACT.md		BUILD_ARTIFACT.md
CHANGELOG.md		CHANGELOG.md
CITATION.cff		CITATION.cff
DOWNLOAD_XMECK_AI_1.0.0.0.md		DOWNLOAD_XMECK_AI_1.0.0.0.md
LICENSE.txt		LICENSE.txt
PUBLICATION_STATE.md		PUBLICATION_STATE.md
PUBLIC_PACKAGE_MANIFEST.json		PUBLIC_PACKAGE_MANIFEST.json
README.md		README.md
SECURITY.md		SECURITY.md
SUPPORT.md		SUPPORT.md
XMECK-AI_FINAL_FOUNDER_CANDIDATE_1.0.0.0.zip		XMECK-AI_FINAL_FOUNDER_CANDIDATE_1.0.0.0.zip
XMECK_AI_1.0.0.0_INSTALL_ACCEPTANCE.json		XMECK_AI_1.0.0.0_INSTALL_ACCEPTANCE.json
XMECK_AI_1.0.0.0_PUBLIC_MANIFEST.json		XMECK_AI_1.0.0.0_PUBLIC_MANIFEST.json
XMECK_AI_1.0.0.0_SHA256.txt		XMECK_AI_1.0.0.0_SHA256.txt

Navigation Menu

Repository files navigation

🧠 XMECK-AI

🌐 Product Intelligence Surface

⚡ What XMECK-AI Brings Together

🚀 Download the Actual Builds

🔐 Exact SHA-256 identities

🧠 Reference Intelligence Stack

💬 Chat reference

🔎 Embedding reference

Model admission path

🛡️ Authority Before Side Effects

🏛️ Product Architecture

🧬 Engineering Evolution

🧪 R1 — Engineering Foundation

🧪 R2 — Working Local-Intelligence Milestone

🧠 XMECK-AI — Current Product

🌌 XMECK-LAB Ecosystem

Identity law

🖼️ Product Gallery

💬 Local intelligence

📁 Projects / Git

🌐 Explicit operating modes

⚙️ Model discovery and readiness

🧾 Product Truth / Evidence

✅ Demonstrated / Qualified Engineering Scope

⛔ Not Claimed

🎯 Product Position

📚 Documentation Surface

👤 Creator + Organization

Raaj Mandale

XMECK-LAB

📜 License + Release Boundary

Current release state

About

Releases

Packages

Contributors

Latest commit

History

Folders and files

Repository files navigation

🧠 XMECK-AI

🌐 Product Intelligence Surface

⚡ What XMECK-AI Brings Together

🚀 Download the Actual Builds

🔐 Exact SHA-256 identities

🧠 Reference Intelligence Stack

💬 Chat reference

🔎 Embedding reference

Model admission path

🛡️ Authority Before Side Effects

🏛️ Product Architecture

🧬 Engineering Evolution

🧪 R1 — Engineering Foundation

🧪 R2 — Working Local-Intelligence Milestone

🧠 XMECK-AI — Current Product

🌌 XMECK-LAB Ecosystem

Identity law

🖼️ Product Gallery

💬 Local intelligence

📁 Projects / Git

🌐 Explicit operating modes

⚙️ Model discovery and readiness

🧾 Product Truth / Evidence

✅ Demonstrated / Qualified Engineering Scope

⛔ Not Claimed

🎯 Product Position

📚 Documentation Surface

👤 Creator + Organization

Raaj Mandale

XMECK-LAB

📜 License + Release Boundary

Current release state

About

Topics

Resources

Security policy

Stars

Watchers

Forks

Releases

Packages

Contributors