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gmcopilot.bsky.social

@gmcopilot.bsky.social
135 followers 758 following 702 posts

CEO & Lead Architect @ GM-Copilot Studios. We build deterministic, zero-hallucination PDF extraction pipelines for TTRPG rulebooks & VTT modules. OpenCV + Pydantic. No generative guesswork.

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gmcopilot.bsky.social @gmcopilot.bsky.social · 11m
LLMs are terrible at VTT data entry because they hallucinate layout constraints. The Masterwork Engine doesn't guess. We use OpenCV spatial mapping and strict Pydantic gatekeepers to enforce TTRPG math invariants before generating Foundry JSON. Zero hallucinations. #gamedev #ttrpg #foundryvtt
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gmcopilot.bsky.social @gmcopilot.bsky.social · 3h
We just cured a severe case of timeline bleed. 🕰️ The Masterwork Engine accidentally infected WW2 with the Wasteland economy, meaning occultists were buying ammo with Nuka-Cola caps. 😂
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gmcopilot.bsky.social @gmcopilot.bsky.social · 3h
Stop wrestling with VTT data entry in the Wasteland. ☢️ The Masterwork Engine just conquered the Modiphius 2d20 framework. Strict "Caps" economy, zero AI hallucinations, and perfectly structured Foundry JSON. Grab the payload for free here: gm-copilot-studios.itch.io #ttrpg #foundryvtt #gamedev
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gmcopilot.bsky.social @gmcopilot.bsky.social · 22h
Textbooks on token loops? Meanwhile, our Azure workers shredded a 17-chunk Vampire 5e PDF, ran Pydantic validation, verified Lean 4 math proofs, and compiled a production Foundry VTT module in 27.42s flat. Real infrastructure doesn't wait for tutorials. Zero hallucinations, pure speed!
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gmcopilot.bsky.social @gmcopilot.bsky.social · 04/10/2026
Serious question for bootstrapped B2B founders: why are international/European studios receptive to technical diligence while US teams put up immediate walls?
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gmcopilot.bsky.social @gmcopilot.bsky.social · 04/10/2026
Question for bootstrapped software founders in niche industries: How did you land your first B2B client when market perception was working against you?
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gmcopilot.bsky.social @gmcopilot.bsky.social · 04/10/2026
Publishers are burning runway on manual VTT data entry. Freelance data entry averages $20–$30/hr. Manually formatting a 150-page core book takes 40–60 hours ($800–$1,800+ in payroll). A 400-page campaign easily runs $2,000–$4,000+ in overhead. Here is how automated extraction changes the math. 🧵👇
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gmcopilot.bsky.social @gmcopilot.bsky.social · 04/10/2026
"Vibe coding" with AI is a trap. If you don't build strict safety gates and formal verification into your architecture, the AI will confidently screw up your data every time. You cannot run an enterprise pipeline on vibes.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 04/10/2026
We see you looking, @FreeLeaguePub. 👀 The GM-Copilot Masterwork Engine (v17.9.069) just processed the Dragonbane Professions Collection in seconds. Zero hallucination. 100% deterministic JSON extraction mapping your exact heroic abilities and gear directly to Foundry VTT.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 03/10/2026
I spent tonight feeding some of the best free Quickstarts and SRDs in tabletop gaming into the GM-Copilot Masterwork Engine.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 03/10/2026
I just fed all three Basic Fantasy RPG Adventure Anthologies into the GM-Copilot Masterwork Engine (v17.9.069). The OpenCV Cartographer's Eye bypassed the text, scanned the geometry, and autonomously extracted all the dungeon grids into pristine .uvtt VTT payloads.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 02/10/2026
The Guillotine Bug is dead. 💀 I pushed GM-Copilot Engine v17.9.164 & uploaded a mathematically verified, zero-hallucination VTT payload of Mörk Borg's Rotblack Sludge. Grab it here: gm-copilot-studios.itch.io 🧵 1/2
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gmcopilot.bsky.social @gmcopilot.bsky.social · 02/10/2026
Foundry updates shouldn’t Thanos Snap your catalog. Every major VTT update breaks thousands of hours of hand-coded JSON. We hold rulebooks in a deterministic state. When schemas change, we re-hydrate backlists in minutes. Zero manual entry. Automate your infrastructure. 🎲🛠️
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gmcopilot.bsky.social @gmcopilot.bsky.social · 01/10/2026
Generative AI can’t parse D&D 5e stat blocks without embarrassing itself. An LLM read a bandit has a 'silver tongue' and minted a 1d6 weapon. TTRPG rulesets are math machines, not writing prompts. For Foundry VTT & Roll20 backlists: formal verification or manual entry. No middle ground. 🎲🛠️
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gmcopilot.bsky.social @gmcopilot.bsky.social · 01/10/2026
Generative AI can’t parse D&D 5e stat blocks without embarrassing itself. An LLM read a bandit has a 'silver tongue' and invented a 1d6 weapon. TTRPG mechanics are deterministic math, not creative prompts. Formal verification or manual entry—no middle ground. 🎲🛠️
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gmcopilot.bsky.social @gmcopilot.bsky.social · 30/09/2026
25 completely deterministic Foundry VTT & Roll20 modules are live on Itch! 🎲✨ But I need a favor from the community: I need you to stress-test them. Our ingestion pipeline is built to mathematically verify TTRPG mechanics and kill AI hallucinations, but I can't patch what I don't know is broken.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 30/09/2026
We caught the ultimate LLM hallucination today. 🎲 Generic AI tries to turn abstract class lore ("fighters use swords") into physical weapons dealing fake 1d4 bludgeoning damage.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 29/09/2026
Running 489 chunks of the Pathfinder 2e Core Rulebook through our ingestion pipeline today to lock down edge cases.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 29/09/2026
We caught a fascinating ingestion edge-case today while stress-testing Pathfinder 2e data! 🎲Generic AI tries to turn abstract mechanics (like a "Sword" Critical Specialization effect) into physical weapons dealing hallucinated 1d4 bludgeoning damage.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 29/09/2026
We just upgraded the Masterwork Engine™ pipeline! 🚀
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gmcopilot.bsky.social @gmcopilot.bsky.social · 28/09/2026
We just hit 25 fully verified Foundry VTT bundles live on our storefront! 🚀 Our pipeline perfectly extracted complex mechanics like SWADE's step-dice and HeXXen 1733's AP economy into verified JSON. No generative AI guessing, just strict Pydantic gatekeepers and deterministic extraction.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 28/09/2026
Just pushed the Savage Worlds Test Drive and HeXXen 1733 Schnellstarter through the GM-Copilot Masterwork Engine.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 27/09/2026
Devlog: Running three completely different rulesets through our automated VTT ingestion pipeline today to see where the seams break.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 27/09/2026
We just fed Germany’s most mechanically complex TTRPG (Das Schwarze Auge) into our deterministic ingestion pipeline. The Masterwork Engine mapped the 3d20 stats, weapons, and magic straight into a Foundry VTT module in 45 seconds.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 27/09/2026
We just ran Liminal Horror through the Masterwork Engine pipeline, and the VTT exports are mathematically beautiful.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 26/09/2026
The TTRPG industry banning all "AI" because they don't understand the architecture is wild. Generative AI is a Deck of Many Things. It's chaotic, hallucinates lore, and steals art.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 26/09/2026
We just locked in our Fantasy Grounds (.mod) export pipeline! 🐉 The Masterwork Engine just parsed Mörk Borg tactical maps at exactly 50px with perfect wall vectors using OpenCV.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 25/09/2026
The industry spent two years begging for 'Human-in-the-Loop' safety nets. Now engineers are exhausted clicking 'Allow' on endless nondeterministic tokens. Babysitting an agent isn't delegation; you aren't managing an agent—you are reverse-engineering its hallucinations. 🧵👇
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gmcopilot.bsky.social @gmcopilot.bsky.social · 25/09/2026
The Masterwork Engine now natively compiles Fantasy Grounds Unity (.mod) modules. Generative AI wrappers fail miserably on Fantasy Grounds because the VTT requires strict XML type enforcement. Our deterministic pipeline doesn't guess—it verifies.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 25/09/2026
Treating AI agents like "players with agency" is why so many enterprise agent frameworks fail. In production, an agent doing weird, unhinged things isn't emergent gameplay—it’s schema corruption.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 25/09/2026
The Masterwork Engine now natively compiles Fantasy Grounds Unity (.mod) modules. Generative AI wrappers fail miserably on Fantasy Grounds because the VTT requires strict, rigid XML type enforcement. Our deterministic pipeline doesn't guess—it verifies.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 25/09/2026
Blanket anti-AI policies aren't hurting the slop merchants—they are taxing indie developers. When a platform bans all automation, the grifters just move on. But the solo TTRPG creator is now forced to spend 150+ hours manually typing PDF stats into Foundry VTT JSON by hand. 🧵
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gmcopilot.bsky.social @gmcopilot.bsky.social · 24/09/2026
The TTRPG industry's moral panic over "AI" is actively harming the indie creators it claims to protect. Crowdfunding sites are blanket-banning any tool with the acronym "AI" out of sheer optics, failing to distinguish between Generative slop and Deterministic automation. 🧵
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gmcopilot.bsky.social @gmcopilot.bsky.social · 24/09/2026
An OSR space crawl run by NASA? If the math on your oxygen economy is as tight as the concept, I might just have to run the PDF through our Azure deterministic gates to see if it survives. Looks incredible, Galen!
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gmcopilot.bsky.social @gmcopilot.bsky.social · 24/09/2026
The games industry is bleeding top-tier talent while simultaneously trying to replace them with unverified LLM slop that breaks in production. Hire Radiant G to build your game, and use our deterministic pipeline to handle your JSON extraction. Humans create. Machines parse.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 24/09/2026
UK Games Expo just banned generative AI. Good. This is why GM-Copilot Studios refuses LLMs for VTTs. We use OpenCV to read layouts & Lean 4 to verify math. AI shouldn't generate your game; it should just do your data entry so you can hit conventions without burning out.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 24/09/2026
Why do standard AI wrappers fail when building VTT modules for indie RPGs like #Mausritter? Because LLMs are trained to expect D&D 5e. If you feed them a bespoke OSR game, they immediately start hallucinating. 🧵👇
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gmcopilot.bsky.social @gmcopilot.bsky.social · 24/09/2026
Egad! The Masterwork Engine just shrunk down to mouse size. 🐭⚔️ We’ve officially deployed deterministic parsing for Mausritter. Slot-based inventory? Perfect. Pip (p) economy? Extracted flawlessly without "gp" AI hallucinations. Check out the VTT bundle on our Itch! 🚀 gm-copilot-studios.itch.io
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gmcopilot.bsky.social @gmcopilot.bsky.social · 24/09/2026
Egad! The Masterwork Engine just shrunk down to mouse size. 🐭⚔️ We’ve officially deployed deterministic parsing for Mausritter. Slot-based inventory? Perfect. Pip (p) economy? Extracted flawlessly without "gp" AI hallucinations. Check out the VTT bundle on our Itch! 🚀
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gmcopilot.bsky.social @gmcopilot.bsky.social · 23/09/2026
The Masterwork Engine just leveled up its logic gates. ⚙️ We’ve officially injected deterministic parsing schemas for Basic Roleplaying (BRP/d100) and Powered by the Apocalypse (PbtA/2d6). Zero AI hallucinations. Perfect Foundry VTT JSON. Send us your crunchiest PDFs! 🚀
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gmcopilot.bsky.social @gmcopilot.bsky.social · 23/09/2026
I’m issuing a direct challenge to the TTRPG space. Go to our Itch.io page. Pick ANY of the 21 published Foundry VTT modules. Hydrate the JSON exactly as the instructions state. Check the DCs, the HP invariants, and the schemas. If the Masterwork Engine hallucinates, prove me wrong.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 23/09/2026
Ever feed an Old-School Essentials or Without Number PDF into an LLM? It suffers from spatial blindness, reading straight across multi-column layouts and bleeding tables together. We fixed this. The Masterwork Engine uses OpenCV to draw spatial boundaries before extraction. Zero text bleed.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 23/09/2026
TTRPG creators: Still manually coding one-shots into Foundry VTT? Generative AI corrupts multi-column stat blocks. Our deterministic Azure pipeline converts PDFs into perfect VTT JSON in <24h. Get your demo or one-shot digitized with our $49 Starter Adventure (up to 15 pages)!
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gmcopilot.bsky.social @gmcopilot.bsky.social · 22/09/2026
Calling all indie TTRPG devs: Stop bleeding capital and time on manual VTT data entry. Generative AI wrappers will just hallucinate your spell DCs, but our deterministic Masterwork Engine processes 150-page rulebooks into perfect Foundry JSON in seconds.
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Reposted by gmcopilot.bsky.social
Paul Eric @pauleric70.bsky.social · 15/03/2026
This video was deleted from Twitter by Elin Musk. You know what to do ‼️
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gmcopilot.bsky.social @gmcopilot.bsky.social · 22/09/2026
Meta secretly using human call centers for their 'AI' agents is exactly why enterprise TTRPG publishers are bleeding capital on AI wrappers. It is all smoke, mirrors, and human manual labor hiding behind a prompt box.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 22/09/2026
In this industry, the only useful artifact is a failing fixture or verifiable output. Don't take my word for our Azure pipeline's speed—go look at the raw data.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 22/09/2026
Let's talk VTT FinOps. Hiring a manual data entry team to format a 150-page rulebook like the Basic Fantasy Field Guide into JSON will run a studio roughly $3,000 to $4,500 and take up to 6 months. It is an agonizing, error-prone pipeline. 1/3
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gmcopilot.bsky.social @gmcopilot.bsky.social · 22/09/2026
We just deployed a massive architectural patch to the Cartographer's Eye at GM-Copilot Studios. We completely bypassed legacy pixel-tracing. Now, the Azure Swarm mathematically slices our verified bounding boxes directly into strict [x1, y1, x2, y2] Foundry VTT wall coordinates.
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gmcopilot.bsky.social @gmcopilot.bsky.social · 21/09/2026
Tabletop publishers: Stop paying for manual VTT data entry. 📉 The Masterwork Engine converts catalog backlists into verified Foundry compendiums. Zero AI hallucinations, zero broken schemas—just deterministic JSON. Tested across 21 systems on itch. DM for an ingestion audit! #TTRPG #VTT
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