Ghost

🚀 Feature Deep-Dive: Hub-and-Spoke Collaborative Memory for AI Teams

Hey Ghost fam! 🎉

LOB Brain v2.7.0 is officially live, and today we want to talk about how it solves team alignment for AI agents.

If you are using Claude Desktop or Antigravity, LOB exposes 10 powerful MCP tools directly to the model. But if you have multiple developers in your team, how do their agents share context?

👥 The Hub-and-Spoke Architecture

LOB runs as a federated memory network:

1. Spoke Mode: Each developer runs LOB locally. All edits, notes, and vector indices are cached locally in SQLite.

2. Master Hub: A central LOB server that pools public memories across the team.

When Dev A implements a new API or resolves a complex database bug, their agent calls brain_store to save it. LOB automatically syncs it to the Master Hub. Immediately, Dev B's agent can retrieve it via brain_context when working on a dependent task.

📊 80% Startup Reduction & Session-Scale Savings

In our quantitative benchmarks, startup context loading was slashed by 80% (from 17.5k down to 3.5k tokens).

Furthermore, the longer your session lasts, the more tokens you save (averaging 70-80% total token budget reduction over a long day of coding) because LOB's Memory Decay prevents linear prompt bloat.

📦 What's Inside the Pro Kit:

- 10 MCP Tools: Including brain_store, brain_context, and brain_query.

- 27 Battle-Tested Rules: To keep your AI focused, clean, and organized.

- 17 Automated Workflows: From E2E feature coding to DevOps pipelines.

- 37 Specialized AI Skills: Load expert modules (API patterns, DB design, security) on-demand.

Check out the settings tab in your LOB v2.7.0 Dashboard to connect your Spoke to your team's Master Hub!

🔗 Visit now: https://lob-brain.vercel.app

🚀 Feature Deep-Dive: Hub-and-Spoke Collaborative Memory for AI Teams

Hey Ghost fam! 🎉

LOB Brain v2.7.0 is officially live, and today we want to talk about how it solves team alignment for AI agents.

If you are using Claude Desktop or Antigravity, LOB exposes 10 powerful MCP tools directly to the model. But if you have multiple developers in your team, how do their agents share context?

👥 The Hub-and-Spoke Architecture

LOB runs as a federated memory network:

1. Spoke Mode: Each developer runs LOB locally. All edits, notes, and vector indices are cached locally in SQLite.

2. Master Hub: A central LOB server that pools public memories across the team.

When Dev A implements a new API or resolves a complex database bug, their agent calls `brain_store` to save it. LOB automatically syncs it to the Master Hub. Immediately, Dev B's agent can retrieve it via `brain_context` when working on a dependent task.

🧠 Session-Scale Token Savings

Normally, RAG databases bloat your prompts with duplicate entries. LOB runs a Memory Decay algorithm: active memories stay, while temporary logs fade out.

Instead of letting your context window grow linearly with every message, LOB keeps it clean and stable. This means the longer your session lasts, the more tokens you save (averaging 70-80% startup token reduction over a long day of coding).

Check out the settings tab in your LOB v2.7.0 Dashboard to connect your Spoke to your team's Master Hub!

🔗 Visit now: https://lob-brain.vercel.app

🚀 **LOB Brain v2.7.0 — The Local MCP Memory Engine (Enterprise Release)**

LOB Brain is a zero-cloud, hardware-locked Hub-and-Spoke memory server designed to cache, decay, and synchronize AI context across your organization. Connect LOB directly with Cursor, VS Code, Windsurf, or Claude Desktop using the Model Context Protocol (MCP) to experience up to 92.5% token savings.

### 📊 Why LOB Brain?

- **Zero Cloud Leakage**: Your code, logs, and sensitive configurations never leave your machine. All database entries are stored locally on SQLite.

- **Bypass Token Bloat**: LOB translates complex workspace histories into dense summaries, reducing startup token counts from 17.5k down to 1.3k.

- **Team Memory Sync**: Use the Master Hub server to pool public memories across your dev team, allowing agents to share architecture decisions natively.

---

### 🛒 Choose Your Tier:

#### 🟢 LOB LITE — $19/mo or $149 Lifetime

*Perfect for solo developers and freelancers.*

- **Includes 7-day free trial (Monthly plan).**

- 1 Active Device (Hardware Fingerprint locked).

- Local Spoke Mode (SQLite FTS5 + Hybrid RAG).

- 15,000 Memory Capacity (Lifetime: Unlimited).

#### 🔵 LOB PRO — $39/mo or $299 Lifetime

*For power users and small teams.*

- Up to 3 Active Devices.

- Hub Sync Capability (Publish memories to your team's Master Hub).

- 100,000 Memory Capacity (Lifetime: Unlimited).

#### 🟣 ENTERPRISE HUB — $99/mo or Custom B2B

*For agencies, startups, and enterprise units.*

- Unlimited Active Devices.

- Master Hub Server Deployment (Docker Compose supported).

- Multi-Tenant Database setup (PostgreSQL federated pool).

---

*LOB Lite monthly plan includes a 7-day free trial. Pro and Enterprise Hub subscriptions are billed immediately. Offline Ed25519 license files (lob_brain.lic) can be downloaded immediately upon active subscription checkout.*

🔗 Visit now: https://lob-brain.vercel.app

🚀 **LOB Brain v2.7.0 — The Local MCP Memory Engine (Enterprise Release)**

LOB Brain is a zero-cloud, hardware-locked Hub-and-Spoke memory server designed to cache, decay, and synchronize AI context across your organization. Connect LOB directly with Cursor, VS Code, Windsurf, or Claude Desktop using the Model Context Protocol (MCP) to experience up to 92.5% token savings.

### 📊 Why LOB Brain?

- **Zero Cloud Leakage**: Your code, logs, and sensitive configurations never leave your machine. All database entries are stored locally on SQLite.

- **Bypass Token Bloat**: LOB translates complex workspace histories into dense summaries, reducing startup token counts from 17.5k down to 1.3k.

- **Team Memory Sync**: Use the Master Hub server to pool public memories across your dev team, allowing agents to share architecture decisions natively.

---

### 🛒 Choose Your Tier:

#### 🟢 LOB LITE — $19/mo or $149 Lifetime

*Perfect for solo developers and freelancers.*

- **Includes 7-day free trial (Monthly plan).**

- 1 Active Device (Hardware Fingerprint locked).

- Local Spoke Mode (SQLite FTS5 + Hybrid RAG).

- 15,000 Memory Capacity (Lifetime: Unlimited).

#### 🔵 LOB PRO — $39/mo or $299 Lifetime

*For power users and small teams.*

- Up to 3 Active Devices.

- Hub Sync Capability (Publish memories to your team's Master Hub).

- 100,000 Memory Capacity (Lifetime: Unlimited).

#### 🟣 ENTERPRISE HUB — $99/mo or Custom B2B

*For agencies, startups, and enterprise units.*

- Unlimited Active Devices.

- Master Hub Server Deployment (Docker Compose supported).

- Multi-Tenant Database setup (PostgreSQL federated pool).

---

*LOB Lite monthly plan includes a 7-day free trial. Pro and Enterprise Hub subscriptions are billed immediately. Offline Ed25519 license files (lob_brain.lic) can be downloaded immediately upon active subscription checkout.*

🔗 Visit now: https://lob-brain.vercel.app

🚀 Release: Give all your AIs a single shared soul with LOB Brain Pro Kit v2.0

Hey everyone,

If you've been doing any heavy AI-assisted coding (vibecoding), you know the pain of context loss. Starting a new session and having to re-explain your entire architecture to the AI is exhausting.

Today, we solve that forever. Introducing the LOB Brain Pro Kit v2.0.

We completely rewrote the core memory engine in Rust to make it crazy fast, ultra-lightweight (~14MB), and 100% privacy-first. Your data never leaves your machine.

The Multi-Agent Superpower:

The biggest addition to v2.0 is Shared Intelligence. You no longer need separate memory for different tools. Antigravity, Codex, OpenClaw, Claude, Cursor—they can all plug into the same LOB Brain. If Antigravity solves a bug, Codex immediately knows the solution in the next session.

Why upgrade to v2.0?

- One Brain, Infinite Agents: Share context seamlessly across multiple AI ecosystems.

- Hybrid Search Engine: Combines FTS5 Full-Text and BGE-M3 Vector Embeddings for unparalleled context retrieval.

- Universal MCP Support: Works out-of-the-box with standard MCP clients.

- Markdown Vault Integration: Turns your local .md files into an interactive AI brain.

- Smart Decay: It learns what matters (architecture, decisions) and forgets the noise.

The Pro Kit includes the v2.0 engine plus 27 Pro Rules, 17 Elite Workflows, and 37 Pre-configured Skills so you can start building like a 10x engineer on day one.

🎁 Early-Bird Special: The first 50 members can grab the Pro Kit for just $49 ($20 off).

Use promo code EARLYBIRD49 at checkout.

Let's build the future, locally. https://whop.com/joined/imma-ghost/products/lob-brain-pro-kit-v2-0-96/

🚀 We are constantly improving! A fresh Prodweave update is out now.
We’ve taken your feedback and rolled out several quality-of-life improvements to make your business analysis workflow smoother.

Here is what we just shipped:

• 📄 Export as .md: Your documentation is now truly yours. Export your journeys and requirements directly to Markdown in seconds.

• 🗑️ Workspace Control: Clean up your dashboard effortlessly with our highly-requested feature deletion capability.

• ⚡ Enhanced ERD Engine: Complex data modeling just got faster and smarter with our upgraded Entity-Relationship architecture.

• 🎨 UI/UX Polish: We’ve refined the interface elements for a sleeker, darker, and more intuitive experience that keeps you focused.

Drop a comment below and let us know which of these tweaks you find most useful! 👇

Hashtags: #Prodweave #BusinessAnalysis #ProductManagement #SoftwareUpdate #AIForBusiness

Prodweave v2.0 — Turn any product idea into a complete blueprint in 3 minutes.

Forget spending $5K-$15K on a business analyst. Forget waiting 2-6 weeks for a PRD.

What Prodweave discovers for you:

Feature Map — 25+ components, 150+ features with full CRUD & use cases

Database Schema (ERD) — 32 tables with proper fields, types, and foreign key relationships

User Journeys — Realistic persona-based maps showing how real people use your product

I tested it with "Mini Mart POS System":

→ 25 components

→ 152 features

→ 32 database tables with 35 relationships

→ 3 user personas (Owner, Cashier, New Employee)

All in 90 seconds.

NEW: Smart Demo Mode — try the full Mini Mart POS analysis without any API key

NEW: Smart Refine — click any component, describe what's missing, AI deepens it

NEW: Export Mermaid/PlantUML code — paste into GitHub or Notion

$15 one-time. Your own Gemini API key. No subscription. No AI markup.

Try free demo: prodweave.vercel.app/app-v2.html?demo=true

Buy: whop.com/joined/imma-ghost/

#Prodweave #AITools #IndieHacker #BYOK

💡 Tip: Stop guessing your database schema
Hey Ghost fam,

Building something new this weekend? Run this quick experiment first.

Before you set up Supabase or write any Prisma schemas... run your idea through Prodweave.

Check the new Data Structure (ERD) tab.

9 times out of 10, Prodweave will uncover 2-3 tables you completely forgot you needed (like ActivityLogs, NotificationPreferences, or Dependency rules).

Export the Mermaid code, save it to your docs, and THEN start building. The time you save on database migrations later is insane.

Let me know what obscure tables it catches for your project! 👇

Hey Ghost fam! 🎉

Major update just landed. Prodweave v2.0 is live!

Here's everything new:

🗃️ DATABASE SCHEMA DISCOVERY

Drop in your idea → let AI uncover the complete database tables with fields, types, and relationships you'll need. Export as Mermaid or PlantUML code.

🚶 USER JOURNEY MAPS

AI creates realistic personas and maps their journey through your product. Catching happy paths + edge cases before you code.

✨ SMART REFINE MODE

Click any component → tell AI what's missing → get targeted additions without breaking other components.

✏️ MANUAL EDITING

Add your own features and fields to any component. AI suggests 80%, you customize the 20%.

📚 SMART HISTORY

Up to 10 projects saved locally. ERD and User Journeys cached — no re-generation needed.

📋 CODE EXPORT

Copy Mermaid/PlantUML code in one click. Direct links to live editors.

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To try: Open Prodweave → describe any product idea → check the new "Data Structure" and "User Journeys" tabs.

Your feedback shapes what I build next. Drop any suggestions below! 🛠️
#IndieHacker #BuildInPublic #AI