Open Source
Everything.

"We build technology to preserve freedom, reclaim personal privacy, and secure our rights for the future."

// Our Goal

Arming the Public for the Information War.

Our mission is to provide universal access to fully private, decentralized technology. In an era where total digital privacy is becoming increasingly difficult to maintain, we believe that securing your data today is vital — as it may be impossible tomorrow.

Privacy is a matter of urgency.

// The Challenge

Accessibility.

Communicating on encrypted networks and browsing without surveillance currently presents a significant technical barrier for the average person. We are building this movement to dismantle that barrier.

Our objective is to simplify complex privacy technology, allowing anyone — regardless of technical background — to exercise their right to a private life. True privacy requires full ownership of your technology. To that end, we develop hardware rooted in open-source principles, ensuring that our tools are transparent, verifiable, and easy to use.

// Our Product

facts. — The Zero-Log AI.

Our flagship product is an offline, uncensored, and untraceable AI assistant contained entirely within a portable flash drive. A complete plug-and-play solution bootable on both Mac and Windows with a single click — no installation, no internet connection.

Built on a 32GB SanDisk® Flash Drive, it runs an uncensored version of the Qwen3 model via llama.cpp. The device operates with zero logs and leaves absolutely no digital footprint.

// Preservation

Preserving the Truth.

Beyond utility, facts. serves as a preservation tool. As global privacy standards erode and information becomes increasingly curated, access to unbiased models is at risk.

We view this device as a digital time capsule — designed to ensure that uncensored history and vital information remain accessible, regardless of future restrictions.

// The Team

Built by People Who Give a Shit.

OSE isn't a corporation. There's no boardroom, no investors, no quarterly targets. We're a small crew of builders, hackers, and privacy advocates who got tired of watching the digital world close in on itself. Every drive is hand-built, every customer gets a real person when something goes wrong, and every decision is made by the people who actually use the product.

// The Philosophy

If You Can't Open It, You Don't Own It.

We reject the idea that technology should be a black box. If you buy something from us, you should be able to take it apart, understand how it works, rebuild it, improve it, or throw it away and start from scratch. That's not a marketing angle — it's the entire point.

The moment you need permission to use the thing you paid for, it was never yours.

// What's Next

We're Just Getting Started.

The flash drive is chapter one. We're working on privacy hardware, self-hosted infrastructure, and tools that let regular people take back control of their digital lives without needing a CS degree.

If you want to know what's coming, follow the project — or better yet, tell us what you need. We're listening.

// Open Source

Community Driven.

We offer these devices at a fraction of the market rate to fund future development. Consistent with our values, we provide full transparency: every component and line of code is open source. You are free to build it yourself at no cost.

Join our growing community to help improve this technology. Together, we can decentralize the exchange of information and secure privacy for everyone.

// Build Your Own

Everything You Need.

We mean it when we say open source. Here's every component that goes into the drive — download it, build it, modify it, make it yours.

> llama.cpp — The AI Engine (MIT License)
> Qwen3-4B Abliterated — The Model (Apache 2.0)
> OSE Launchers — The Launch Scripts

Load a GGUF model onto any flash drive, drop in a launcher, and you're up. Our LLM Engineer on this site can walk you through it if you need a hand.

// Join Us

This Is Bigger Than a Product.

We're building a network of people who believe privacy is a right, not a privilege. Whether you bought a drive or built your own, you're part of this.

> @open.source.everything — Follow the project
> GitHub — Report issues, contribute fixes

Have an idea? Talk to our LLM Engineer — he logs every suggestion for the team.

For the people.
By the people.

← Back

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FAQ

Everything you need to know about facts.

// The Basics

What is facts.?

facts. is a self-contained AI assistant that lives entirely on a USB flash drive. Plug it into any Mac or Windows computer, double-click one file, and you're chatting with a fully functional AI — no internet, no installation, no accounts, and no trace left on the machine when you're done.

It runs Qwen 3 (Abliterated), a 4-billion parameter language model with its content restrictions removed, powered by the open-source llama.cpp inference engine. Everything runs locally from the drive and your computer's RAM.

What can I use it for?

Anything you'd use a conversational AI for — writing, coding, research, brainstorming, analysis, creative projects, learning — except it runs completely offline and privately. No one can see your prompts or responses. There are no content filters deciding what you're allowed to ask.

Some popular use cases: writing code without uploading proprietary work to the cloud, researching sensitive topics without creating a search history, drafting documents on air-gapped machines, and having a portable AI assistant that works anywhere — planes, remote locations, networks you don't trust.

How is this different from ChatGPT?

Three fundamental differences. Privacy: ChatGPT sends every message to OpenAI's servers. facts. never connects to the internet — your conversations exist only in RAM and are destroyed when you close the session. Censorship: ChatGPT has extensive content filters. facts. uses an abliterated model — it answers directly without moralizing or refusing. Ownership: ChatGPT is a subscription service that can change terms, raise prices, or shut down. facts. is a physical device you own forever. One payment, lifetime use.

What does "abliterated" mean?

Abliteration is a fine-tuning technique that removes the refusal mechanisms baked into most AI models. Standard models are trained to decline certain prompts — even harmless or academic ones. Abliterated models answer questions directly, objectively, and without adding moral disclaimers. The Qwen 3 model on your drive has been abliterated to maximize utility and eliminate unnecessary gatekeeping.

// Setup & Compatibility

How do I use it?

Three steps. Step 1: Plug the drive into any Mac, Windows, or Linux computer. Step 2: Open the drive and double-click MacLaunch.command (Mac), WindowsLaunch.bat (Windows), or run LinuxLaunch.sh (Linux). Step 3: A terminal window opens with AI ready to chat. Type your question and press Enter. That's it. No installation, no configuration, no accounts.

When you're done, press Ctrl+C or type /bye to exit. Unplug the drive. Zero trace remains on the host machine.

What are the system requirements?

Mac: Apple Silicon (M1 or later) with macOS. Minimum 8GB RAM — the launcher auto-detects your hardware and loads the appropriate model. 16GB+ RAM loads the high-resolution Q8 model for best quality. Under 16GB loads the efficient Q4 model.

Windows: Windows 10 or 11 (64-bit) with at least 8GB RAM. The launcher auto-detects your hardware and selects the best model. GPU acceleration is automatic on supported systems — no drivers or setup needed.

Linux: Any modern 64-bit distro (Ubuntu, Fedora, Arch, Debian, Mint, etc.). 8GB+ RAM. NVIDIA GPU acceleration supported if drivers are installed.

USB 3.0 port recommended (USB-C with data adapter also works). No internet connection is ever required — not during setup, not during use, not ever.

Windows shows a security warning when I launch. Is this normal?

Yes, this is completely normal. Windows Defender flags the AI engine as an "unknown publisher" because it's an open-source binary that isn't signed with a Microsoft certificate. This happens with many open-source tools.

To proceed: click "More Info" on the blue warning screen, then click "Run Anyway." This only happens once — Windows remembers your choice for future launches. llama.cpp is a widely-used, MIT-licensed open-source project trusted by millions of developers worldwide.

Does it work on Linux or Chromebooks?

Linux: Yes! facts. now ships with a LinuxLaunch.sh script that works on any modern 64-bit Linux distro — Ubuntu, Fedora, Arch, Debian, Mint, Pop!_OS, you name it. Just plug in, open the script, and go. NVIDIA GPU acceleration is supported if you have drivers installed; otherwise it runs on CPU.

Chromebook: Not supported at this time. Most Chromebooks don't have enough RAM or the right architecture to run local AI models.

Why does the AI seem slow or give bad answers?

RAM is everything. The AI loads a full language model into your computer's memory — the more RAM available, the smarter and faster it runs. Windows alone idles at 6-11GB depending on your setup. Add a browser and you're eating into the AI's breathing room.

If the AI seems dumber than expected: close your browser and any other heavy apps before launching. You want at least 4GB of free RAM when the drive boots. The launcher shows your available RAM on startup — if it's tight, close some apps and relaunch.

16GB+ RAM with other apps closed = best experience. 8GB = works, but close everything first. Under 8GB = won't run.

Still having trouble? Click the wrench icon in the bottom-right corner — our LLM Engineer can diagnose your exact setup and write you a custom fix on the spot.

// Privacy & Security

What does "zero trace" actually mean?

Every time you launch facts., the script executes what we call a "Nuclear" wipe protocol. Before the AI even boots, it force-deletes all previous session files: .llama_history, llama.chat.history, and main.session — from both the drive and the host machine. When you exit, no conversation logs, no cache files, and no session data remain anywhere.

The AI model runs in your computer's RAM. When you close the terminal, that RAM is released. There is no persistent storage of your conversations, period.

Does the drive ever connect to the internet?

Never. The inference engine (llama.cpp) runs 100% locally. There are no API calls, no telemetry, no update checks, no analytics, no phone-home mechanisms of any kind. The drive is air-gapped by design. You can verify this yourself by running it with your WiFi off or monitoring network traffic with a tool like Wireshark — you'll see exactly zero outbound connections.

What is the Faraday bag for?

Every facts. drive ships inside a signal-blocking Faraday bag. This is an electromagnetic shield that prevents any wireless signals from reaching or leaving the drive during transit. It's an extra layer of physical security — ensuring the drive is sealed from the moment it leaves our hands to the moment it reaches yours. Once you have the drive, you can use the bag for storage or for any device you want to shield from wireless signals.

// Hardware & Quality

Why does the drive say "refurbished"?

We source manufacturer-recertified SanDisk® drives. These are unused units that were repackaged to meet compliance regulations — they've never stored a single file before ours. We open each drive to hand-install the complete AI software suite, test it, and verify it works before shipping.

Think of "refurbished" as a supply chain label, not a quality indicator. The drives are in excellent condition with zero prior use. We chose this sourcing model to keep the price at $29.99 — roughly one-third of what competitors charge for similar products.

What's the warranty?

30-day replacement guarantee from OSE. If your drive arrives defective or stops working within 30 days, we replace it — no questions asked. All support is handled directly by our team. Contact us and we'll sort it out.

Please note: SanDisk® does not provide support or warranty for our software bundle. All warranty and support inquiries should be directed to OSE.

// Open Source & Community

Is this really open source?

Yes, all the way down. The inference engine (llama.cpp) is MIT-licensed. The AI model (Qwen 3) uses a permissive open-source license. Every license is included on the drive. Every component is verifiable. We also publish the full parts list and build process — you can build one yourself at home for free if you have the technical knowledge.

Our launch scripts, troubleshooting guides, and update files are all public on GitHub: github.com/WEAREOSE/facts

We charge $29.99 for the convenience of a pre-loaded, tested, ready-to-run device with everything configured. You're paying for our time, testing, and packaging — not for the software.

Can I build my own?

Absolutely. That's the point. You'll need: a USB flash drive (32GB minimum), the llama.cpp binary for your OS, a GGUF-format model file (we use Qwen 3 4B Abliterated), and our launch scripts. Everything we ship on our drives — launchers, guides, fix files — is public on our GitHub: github.com/WEAREOSE/facts. If you want to skip the setup and just have a working drive in your hand tomorrow, that's what the $29.99 is for.

Where can I get updates or fixes for my drive?

All updates, fixes, and the latest launch scripts are published on our GitHub: github.com/WEAREOSE/facts

If you're having trouble with your drive, check the Releases page for drop-in fix files, or message our support team and we'll point you to the right one.

// Shipping & Orders

How long does shipping take?

We ship from the United States. Standard shipping typically takes 3-7 business days domestically. International shipping times vary by destination. Every order is individually assembled, tested, and packaged by our team before it ships.

What payment methods do you accept?

We accept all major credit cards (Visa, Mastercard, Amex, Discover), Apple Pay, Google Pay, ACH/Wire transfers, cryptocurrency, Klarna, and Afterpay — all processed securely through Stripe.

Can I get a refund?

If your drive arrives defective, we'll replace it within 30 days. Because each drive is individually loaded with software and personally tested, we handle refund requests on a case-by-case basis. Contact our support team and we'll work something out — we're real people, not a corporate helpdesk.

Confidential — Internal Use Only

Battleplan.

Investor & collaborator portal. Not indexed. Not linked. You're here because someone trusted you with the URL.

// Financial & Logistics Audit

facts. Audit

Complete cost-of-goods, margin, and scale-trigger analysis. All units sold direct via opensourceeverything.io + Stripe. No third-party marketplaces.

Retail Price$29.99

Sales Channelopensourceeverything.io

Seed Budget$1,500

Source of TruthPRODUCT_ITEM_LIST.txt

// 001 — Bill of Materials

The "Real" BOM.

Exact cost per unit, pulled line-by-line from the product item list. eBay is a supply source (where we buy drives), not a sales channel.

Component	Source	Cost (PPI)	Notes
64GB SanDisk® Flash Drive	eBay — Supply Line 4	$3.1993	Sourced as Mfg. Refurb — we load software, sell direct on our site
Faraday Bag	Alibaba Line 9	$2.40	Carbon fiber anti-hacking signal-blocking pouch
Thermal Label / Sticker	Amazon Line 16	$0.02	Brand sticker via thermal printer
Packaging (Bubble Mailer)	Amazon Line 22	$0.51	Ethical rate — cheap option at $0.20
Shipping (Estimated)	TBD Line 26	$1.03	⚠ Not yet confirmed — estimate only
Pamphlet / Insert Card	TBD	TBD	Transparency card recommended
Total (Ethical Packaging)		$7.1593	Per PRODUCT_ITEM_LIST.txt line 33
Total (Cheap Packaging)		$6.8793	Swap to $0.20 bubble mailer

⚠ COO Flag — Data Conflict

The brief quotes BOM of $5.62 (drive + bag + sticker only). The actual source of truth includes packaging ($0.51) and shipping ($1.03), bringing real all-in landed cost to $7.16/unit. All margin calculations below use $7.16. Additionally, shipping at $1.03 is still estimated and unverified — this gap needs closing before launch.

Break-Even Analysis.

At $29.99 direct-to-consumer via Stripe, the math changes dramatically.

Ethical Packaging — $7.16/unit

$22.83

Gross Profit Per Unit

Margin76.1%

Cost per unit$7.16
500 units gross$11,415
Break-even vs $1,50066 units
ROI on seed capital+661%

Cheap Packaging — $6.88/unit

$23.11

Gross Profit Per Unit

Margin77.1%

Cost per unit$6.88
500 units gross$11,555
Break-even vs $1,50065 units
ROI on seed capital+670%

✓ COO Assessment

At $29.99 direct via Stripe, you break even at just 66 units — 13% of the 500-unit target. Every unit after #66 is pure reinvestment capital. Stripe takes ~2.9% + $0.30 per transaction ($1.17/unit), which brings effective margin to ~$21.66/unit. Still massive. Go ethical packaging — brand integrity is worth more than $155 over 500 units.

// 002 — Customer Trust

The "Refurbished" Script.

Copy for the product page, customer emails, and the physical insert card. Answers the #1 question: "Why is the drive refurbished?"

Website — Product Page Copy

// "Why Refurbished?" Section

We source high-quality, manufacturer-recertified SanDisk® drives and open each one to hand-install a complete offline AI software suite — tested, verified, and loaded by our team. The drives are unused units repackaged to meet compliance regulations. They've never stored a single file before ours.

This isn't mass-produced software on a disc. This is a hand-loaded digital survival kit. Every unit is individually configured. That's our quality standard, not a compromise.

Customer Email Template

// Response to "Why is the drive refurbished?"

Great question — and it's one we're proud to answer.

The hardware is a SanDisk® Manufacturer Refurbished drive. These are unused units repackaged to meet compliance regulations. They've never stored a single file before ours.

The process — we open every unit to hand-install a complete AI software suite (30–60GB of models, engines, and offline data). This isn't a download code. It's ready to run the moment you plug in.

The guarantee — every drive is individually tested before shipping. We provide a 30-day replacement guarantee directly from our team.

Think of it as white-glove service: we did the hard work so you don't have to.

// Hardware Transparency — Physical Insert Card

Drive: SanDisk® (Manufacturer Refurbished). Unused, repackaged for compliance. Tested + loaded by our team.

Software: Pre-installed AI suite — runs offline, leaves no trace. All licenses included on drive.

Support: 30-day replacement guarantee from OSE. All support handled by us.

SanDisk® does not provide support for this software bundle.

⚠ Legal Note — per facts_biznez_notes.txt

Do NOT claim "Comes with SanDisk Warranty" anywhere on the website, in emails, or on insert cards — it will not transfer. You provide the warranty. 30-day replacement guarantee from OSE only. Direct all support inquiries to your own contact email, never to SanDisk.

// 003 — Scale Trigger

Supply Chain Transition.

You currently source drives from eBay. At 500 units, you switch to Alibaba direct. This is a procurement decision, not a sales channel change — you always sell on opensourceeverything.io.

// Supply Source Transition Flowchart

╔═══════════════════════════════════════════════════════════════════════╗ ║ PHASE 1: LAUNCH ║ ║ Units: 0–500 Source: eBay SanDisk Refurb ($3.20/unit) ║ ║ Sell: opensourceeverything.io Margin: 76% @ $29.99 ║ ╚═══════════════════════════════════╦═══════════════════════════════════╝ ║ ┌──────────────────────────────┐ │ ▶ HIT 500 UNITS SOLD? │ │ or 100 units/week velocity │ └──────┬─────────────┬─────────┘ NO │ │ YES ┌──────┘ └────────┐ ▼ ▼ Keep sourcing ┌───────────────────────────────────┐ from eBay │ ⚠ STOP sourcing from eBay │ │ │ ⚠ Execute within 6 HOURS: │ │ │ → Message Shenzhen Honstar │ │ │ → Message Shenzhen Usky │ │ │ → Compare quotes + lead times │ │ │ → Place order (Trade Assurance) │ │ │ → Update site: "Ships 7-10 day" │ │ └──────────────────┬────────────────┘ │ ▼ │ ╔═══════════════════════════════════════════════════════╗ │ ║ PHASE 2: GROWTH (500–2,000 units) ║ │ ║ SOURCE: Shenzhen Honstar ($1.50–2.50/unit) ║ │ ║ BACKUP: Kunshan Krell ($1.00–1.50/unit) 856 rev. ║ │ ║ Sell: opensourceeverything.io Margin: ~90% ║ │ ╚═══════════════════════════════╦═══════════════════════╝ │ ║ │ ┌──────────────────────────────┐ │ │ ▶ HIT 2,000/mo SALES? │ │ │ Form LLC (Phase 3) │ │ └────────────┬─────────────────┘ │ ▼ │ ╔═══════════════════════════════════════════════════════╗ │ ║ PHASE 3–4: SCALE (2,000–10,000+ units) ║ │ ║ SOURCE: Shenzhen Usky ($1.00–3.00/unit) ║ │ ║ DIVERSIFY: Usky + Ningbo Wisdom + Honorwell ║ │ ║ Sell: opensourceeverything.io Margin: ~93% ║ │ ╚═══════════════════════════════════════════════════════╝ │ │ ┌───────────────────────────────────────────────────┐ └─▶│ EMERGENCY TRIGGERS (ANY PHASE): │ │ • Quality issues → Halt + test backup supplier │ │ • Supplier ghost >48hrs → Activate backup │ │ • Lead time >10 days → Place dual-order │ │ • Viral spike (1K/24hr) → Break Glass plan │ └───────────────────────────────────────────────────┘

// Cost Delta — Why the Supply Switch is Mandatory @ $29.99

Units Sold	eBay Supply ($7.16/unit)	Alibaba Supply (~$2.50/unit)*	Δ Savings
500	$11,415	$13,595	+$2,180
1,000	$22,830	$27,840	+$5,010
2,000	$45,660	$56,330	+$10,670
5,000	$114,150	$142,050	+$27,900

*ALIBABA COST INCLUDES DHL EXPRESS SHIPPING + $0.50/UNIT DATA PRE-LOAD FEE. ALL UNITS SOLD VIA OPENSOURCEEVERYTHING.IO

⚠ The 500-Unit Inflection Point

At 500 units, switching your supply source from eBay refurbs to Honstar saves $2,180. Your sales channel never changes — it's always opensourceeverything.io via Stripe. The supply switch is purely a procurement decision triggered by volume.

// Creative Arsenal Generation

The Signal.

Pinned tweet, feature drop, and A/B launch variants. All CTAs drive to opensourceeverything.io. Copy-paste ready.

Voice"Cyberpunk Freedom"

Sales Channelopensourceeverything.io

Target@facts_OSE — All Platforms

// 001 — The Manifesto Tweet

The Pinned Tweet.

Under 280 characters. Explains the drive. Sets the tone. First thing anyone sees.

Primary — Pin This

facts.@facts_OSE

An uncensored AI on a flash drive. No cloud. No logs. No installation. Plug in. Double click. Ask anything.

Your intelligence. Your hardware. No subscription. No permission.

Open source. $29.99. opensourceeverything.io

242 / 280 characters — ✓ clear

📌 PinnedTone: ManifestoCTA: Direct to site

Alt Version — Shorter / Harder

facts.@facts_OSE

We put an uncensored AI on a flash drive.

No internet. No logs. No trace. Plug in and it works. Mac + Windows.

They want you to rent intelligence. We think you should own it.

opensourceeverything.io

226 / 280 characters — ✓ clear

Tone: Confrontational"They vs We" framingCTA: Domain

✓ COO Recommendation

Go with Primary for the pin. It leads with the product, not the politics. The alt "They want you to rent intelligence" line is excellent — save it for a standalone engagement thread, not the pin. The pin needs to convert cold visitors landing on your profile from Reddit and ads.

// 002 — Feature Drop

The "Nuclear" Features.

Technical spec translated into website-ready copy for opensourceeverything.io.

// What's inside

Feature drop.

Everything runs from the drive. Nothing touches your machine. Nothing phones home. Ever.

Nuclear Launch — Double click. The launcher kills ghost processes, wipes all history and session files from the host, then boots the AI. Every session starts clean. Every session ends clean.
Zero Trace — No installation. No logs. No cache. The Nuclear protocol force-deletes .llama_history, chat history, and session files across both the drive and host machine on every launch. Your conversation never existed.
Qwen 3 Abliterated — A 4B parameter model with its refusal mechanisms surgically removed. It answers directly, objectively, and without moralizing. Ask anything. Get an answer.
Smart RAM Detection — The launcher reads your hardware on boot. 16GB+ RAM loads the high-resolution Q8 model. Under 16GB falls back to the efficiency Q4 model. No configuration. It just adapts.
One Click — Mac + Windows — MacLaunch.command for macOS. WinLaunch.bat for Windows. Auto-handles permissions, quarantine flags, and process management. Plug the drive in. Double click the file. That's it.
Fully Offline — Zero internet connection. Ever. The inference engine (llama.cpp) and model run entirely from the drive and your machine's RAM. No API calls. No cloud. No phone-home. Air-gapped by design.
Faraday Shielded — Ships inside a signal-blocking Faraday bag. Your drive is electromagnetically sealed from the moment it leaves our hands to the moment it reaches yours.
Open Source — All The Way Down — llama.cpp (MIT License). Qwen 3 model (permissive). Every license ships on the drive. Every component is verifiable. Build it yourself if you want — we'll show you how.

✓ COO Note — Website Integration

This drops directly into opensourceeverything.io as a dark section between the product card and the transparency box. Uses the same --bg-dark, grain overlay, and > prefix pattern from your existing codebase. Each bullet leads with a bold keyword — scannable at a glance, detailed on read.

// 003 — A/B Test

Reddit Launch Post.

Two angles. Same product. Different fear. Both link to opensourceeverything.io. Test both, kill the loser in 24 hours.

Variant A

The Panic

"The internet is being rewritten. I built an offline AI on a flash drive so the truth can't be deleted."

// Opening paragraph

Governments are scrubbing datasets. AI companies are lobotomizing their models. Information that was free last year is gated, filtered, or gone.

I don't trust that what I can access today will be there tomorrow. So I built a solution: a portable, fully offline, uncensored AI that runs from a USB drive. No cloud. No internet. No censorship layer between you and the answer.

It runs Qwen 3 (abliterated) via llama.cpp. Mac + Windows. One click. Zero trace. Ships in a Faraday bag.

Full build is open source — you can make one yourself. Or grab one for $29.99 at opensourceeverything.io.

r/privacyr/StallmanWasRightr/degoogler/collapseFear → Action

Variant B

The Flex

"I carry an uncensored AI in my pocket. No internet, no subscription, no logs. Here's the build."

// Opening paragraph

Wanted a local LLM setup that I could actually carry. Something I could plug into any machine — Mac or Windows — and have a fully working AI in seconds. No Docker. No Python. No config files.

So I built one on a 32GB SanDisk flash drive. Double-click a file and it boots Qwen 3 (abliterated, 4B) via llama.cpp. Auto-detects your RAM, picks the right model quantization, wipes all session data on exit. Zero trace.

Ships in a Faraday bag because why not. Full build is open source — parts list, scripts, model links, everything. Build your own or grab one pre-loaded for $29.99.

opensourceeverything.io — we made the whole thing transparent.

r/LocalLLaMAr/selfhostedr/cybersecurityr/SideProjectBuild Log → Buy

⚠ A/B Deployment Strategy

Variant A (Panic) targets fear-driven communities. Post on r/privacy and r/StallmanWasRight. Converts the already-anxious. Risk: sounds paranoid on wrong sub.

Variant B (Flex) targets builders on r/LocalLLaMA and r/selfhosted. Reads like a build log, not a manifesto. Higher trust with technical audiences.

Deploy both simultaneously. Measure upvote velocity at 2hr, 6hr, 24hr. Kill the loser. Scale the winner. Reddit's $500 credit match lets you amplify the winning post at 50% cost.

✓ COO Gut Call

Variant B wins. Your website already handles the fear framing — "Arming the Public for the Information War" is on the About page. Reddit needs the build-log trust angle. Lead with the flex. Let the fear find them on its own.

// 48-Hour Launch Battleplan

Go / No-Go.

Final pre-launch checklist, hour-by-hour deployment schedule, and top-risk matrix. All sales via opensourceeverything.io + Stripe. No third-party marketplaces.

Window48 Hours

Target500 Units Sold

Sales Channelopensourceeverything.io

Inventory110 Units Ready

// 001 — Golden Master Checklist

Go / No-Go.

Every item must be checked the night before launch. CRITICAL items are launch blockers.

Technical — Golden Master Image

Verify WinLaunch.bat on a real Windows 11 machine — currently untested per Product_Launch_Timeline.txt Phase 2 Blocker
Verify MacLaunch.command on macOS (Apple Silicon) — confirm Nuclear wipe sequence executes, chat loads, Ctrl+C exits clean
Test on 8GB Mac — confirm Q4_K_M fallback model loads automatically via RAM detection
Test on 16GB+ Mac — confirm Q8_0 high-res model loads
Confirm .system folder is set to Read Only — prevent accidental model deletion Timeline Phase 2
Add ReadMe.txt to drive root — legal disclaimers ("For educational/research use only") Timeline Phase 2
Add custom drive icon for professional appearance when mounted Timeline Phase 2
Verify LICENSES folder present — YOUR_TERMS.txt, LLAMA_CPP_LICENSE.txt, MODEL_LICENSES/ biznez notes
Full Nuclear wipe cycle test: launch → chat → exit → verify NO .llama_history, NO chat.history, NO main.session remain on host

Production — Flashing & Packaging

Create the Golden Master .img disk image from the verified drive
Buy/test 10-port USB hub for parallel flashing Timeline Phase 3
Flash 10 drives → spot-check 3 random units (boot on both Mac + Win)
Print thermal label stickers — brand sticker per unit ($0.02 PPI)
Package: Drive → Faraday bag → sticker → bubble mailer → transparency insert card
Confirm shipping cost — currently estimated at $1.03, unverified Gap

Website & Payments — opensourceeverything.io

Test Stripe checkout end-to-end — complete a real $29.99 test purchase on the live site
Verify product page copy matches the "Refurbished Script" from Audit 002 — transparency box, features, guarantee
Confirm 30-day replacement guarantee from OSE is clearly stated — NOT SanDisk warranty biznez notes
Verify all payment methods display correctly — Visa, MC, Amex, Apple Pay, Google Pay, Crypto, Klarna, Afterpay
Test mobile checkout flow — most Reddit/Twitter traffic will be mobile
Confirm "Sold Out" / "Pre-order" toggle is ready to deploy if inventory drops below 30 units

Marketing — Loaded & Ready

Pinned tweet posted on @facts_OSE (242-char primary version from Creative Arsenal)
Reddit posts pre-written — Variant A (Panic) + Variant B (Flex) ready to paste
Telegram channel created: @facts_underground — manifesto pinned
Ad accounts created: Brave, Reddit, Twitter — creatives uploaded, campaigns paused
UTM parameters set for each platform — tracking confirmed in analytics

Supplier — Break Glass Readiness

USB Memory Direct — called, confirmed 64GB availability + rush-order quote 866-404-4645
Memory Suppliers — called, confirmed 24hr rush capability 888-994-7766
Shenzhen Honstar — Alibaba message sent, awaiting 500-unit quote honstarmemory.en.alibaba.com
Pre-order site messaging drafted: "Ships in 7-10 business days" — ready to deploy at 80 units sold

⚠ The One True Blocker

Per Product_Launch_Timeline.txt: WinLaunch.bat is "Drafted (Untested latest version)" on real Windows hardware. ~70% of your customers are on Windows. Test this TONIGHT. The likely issue is a Windows Defender "unknown publisher" flag — document the "More Info → Run Anyway" workaround in the ReadMe.txt and on the product page.

// 002 — Deployment Schedule

Hour-by-Hour.

20 high-impact actions. 4 decision gates. All traffic drives to opensourceeverything.io.

Time	Action	Platform	Decision / Note
Friday Night — Final Prep
9 PM	Final Golden Master test (Mac + Win)	—	Go/No-Go for tomorrow
10 PM	Queue all ad creatives (paused) — all link to opensourceeverything.io	Brave, Reddit, Twitter	$100/platform, 5 creatives each
11 PM	Schedule pinned tweet for 6 AM	Twitter	Primary 242-char version
Saturday — D-Day
6 AM	Pinned tweet goes live	Twitter	Start engagement immediately
7 AM	Launch Telegram channel + pin manifesto	Telegram	Share link in tweet replies
8 AM	Deploy Reddit Variant B (Flex) on r/LocalLLaMA	Reddit	Peak Saturday morning traffic
8:30 AM	Deploy Reddit Variant A (Panic) on r/privacy	Reddit	Stagger 30 min to manage engagement
9 AM	Unpause all ad campaigns ($100/platform)	Brave, Reddit, Twitter	Total spend cap: $300/day
10 AM	Engage all Reddit comments — answer every question	Reddit	First 2 hrs of comments define the thread
11 AM	DM 10 privacy influencers with review unit offer	Twitter, YouTube	Templates from influencer_outreach.md
12 PM	⚠ GATE 1 — 6-Hour Check	All	Kill any ad with CPC >$0.50 + CTR <2%. Scale anything with conversions. Check site analytics.
1 PM	Post r/selfhosted technical build guide	Reddit	Links to opensourceeverything.io
2 PM	Meme wave — deploy 5 across Twitter + Reddit	Twitter, Reddit	Top 5 from meme_templates.md
3 PM	Check inventory — how many units shipped?	—	If >30 sold, flash next batch of 20
5 PM	Deploy r/degoogle testimony post	Reddit	Peak weekend scrolling window
6 PM	⚠ GATE 2 — 12-Hour Check	All	Review: spend, CPC, conversions, Reddit velocity. Kill losers. Double winners. Email waitlist if applicable.
7 PM	YouTube Short — 60s unboxing + first boot	YouTube	Cross-post TikTok if ready
8 PM	International push — EU waking up	Twitter, Telegram	EU/UK privacy groups
10 PM	Review Day 1. Prep Sunday.	—	Log: units sold, revenue, ad spend, top post
Sunday — Consolidation
8 AM	"Day 2" update thread — social proof numbers	Twitter	"XX units claimed in 24 hours"
9 AM	Deploy r/LocalLLaMA benchmark deep-dive	Reddit	Technical angle — RAM detection, model quality
10 AM	Repost winning memes on fresh subs	Reddit	r/cybersecurity, r/sideproject, r/indiedev
12 PM	⚠ GATE 3 — 30-Hour Decision	All	>80 sold: rush-order 200 units from US supplier. >200 sold: trigger Alibaba Honstar. <20 sold: pause paid, go full organic.
2 PM	Engage all new comments across platforms	All	Sunday afternoon = high scroll time
4 PM	"Monday prep" angle — "Start the week free"	Twitter, Reddit	Work-from-home / productivity crowd
6 PM	Final coordinated push — all platforms	All	Peak Sunday evening engagement
10 PM	⚠ GATE 4 — 48-Hour Close	All	Full post-mortem. Log everything. >100 sold = product-market fit. Scale. Set Monday strategy.

⚠ Ad Spend Kill Rules

All ads link to opensourceeverything.io — never to a third-party marketplace. Kill any creative with CPC > $0.50 AND CTR < 2% after 48 hours. If a platform gets ANY conversions, immediately 3x its budget. Expected winners: Reddit and Brave. Expected losers: Google (too expensive, wrong intent).

✓ COO Note — What I Cut

The existing weekend_launch_battleplan.md has 50+ items per day. I compressed to 20 high-impact actions with 4 decision gates. Every gate forces one of three calls: kill, hold, or scale. Focus is force multiplied. Noise is not.

// 003 — Risk Matrix

Top 3 Risks.

Each risk has one mitigation move — a single sentence you can execute in under 5 minutes.

// Threat Assessment

Risk matrix.

The three things most likely to stop the launch or destroy customer trust on opensourceeverything.io.

Risk 001 — Severity: Critical

Windows Defender Blocks AI Engine

Source: AI_Flash_Drive_Technical_Specification.txt — Troubleshooting

Windows Defender flags the AI engine as "unknown publisher" on first run. The user sees a scary blue warning. They panic, think it's malware, and hit your support email or request a Stripe chargeback. At $29.99 and ~70% of customers on Windows, this is the highest-probability failure mode.

Mitigation Move

Add a "WINDOWS USERS: READ FIRST" section on the product page AND a physical card in every shipment showing a screenshot of the Defender popup with the words: "Click More Info → Click Run Anyway — this is normal for unsigned open-source software and happens once."

Risk 002 — Severity: High

Customer Assumes SanDisk Warranty Applies

Source: facts_biznez_notes.txt — "The Warranty Gap"

SanDisk's refurbished warranty applies only to the direct purchaser (you). It does not transfer to the end customer buying on opensourceeverything.io. If a customer contacts SanDisk expecting support, SanDisk will refuse — and the customer blames you. If you imply SanDisk warranty anywhere on the site, you're exposed to chargebacks and trust damage.

Mitigation Move

Never mention SanDisk warranty on the website, in emails, or on insert cards — state "30-day replacement guarantee from OSE" and "All support handled by OSE" everywhere, and direct all inquiries to your own contact email.

Risk 003 — Severity: Medium

Inventory Stockout on Viral Spike

Source: facts_supplier_break_glass.md — "Blow Up Overnight"

110 units on hand. If a Reddit post goes viral and you get 200+ orders through the site in 24 hours, you sell out by Saturday night. Customers waiting 2+ weeks will dispute charges via Stripe, and momentum dies.

Mitigation Move

At 80 units sold, switch the site to "Pre-order: Ships in 7-10 business days" and call USB Memory Direct (866-404-4645) for a 200-unit rush order within 1 hour — their 1-3 day lead time buys breathing room while you trigger the Alibaba pipeline.

✓ Final COO Assessment

Three things must happen tonight: (1) Test WinLaunch.bat on real Windows hardware. (2) Confirm shipping cost. (3) Complete a real Stripe test purchase on opensourceeverything.io. All three clear = you are go. Discipline before deployment.

Storage	32GB SanDisk® (Manufacturer Refurbished)
Connection	USB 3.0
AI Engine	llama.cpp
Model	Qwen 3 4B Abliterated — Q8 + Q4
RAM Required	8GB min / 16GB recommended
Compatibility	macOS (Apple Silicon) + Windows 10/11 + Linux
GPU	All GPUs supported (NVIDIA, AMD, Intel) — auto-detected
Internet	Never. Not once.
Logging	None. Nuclear wipe every session.

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