01 / Studio mode
Production Ai systems
Assistants, agent workflows, retrieval knowledge bases, internal tools, and operating processes engineered around how the team already works.
Build the system. Launch the site. Keep the receipts.
SBE turns useful Ai ideas into production software, public websites, automations, and operating systems that teams can adopt, maintain, and verify.
01 / Studio mode
Assistants, agent workflows, retrieval knowledge bases, internal tools, and operating processes engineered around how the team already works.
02 / Studio mode
Public websites, Vercel deployments, real URLs, screenshots, analytics, DNS coordination, and launch support that remains accountable after day one.
03 / Studio mode
Every claim points back to working systems, indexed files, production domains, and receipt records that can be opened and reviewed.
Measured systems. Production domains. Inspectable proof.
FILES IN THE KNOWLEDGE BASE
BENCHMARK LEAD OVER FRONTIER MODELS
LIVE PRODUCTION DOMAINS
ARCHITECTURE DOCUMENTS
These are live deployments from the SBE Vercel account: brand sites, local service engines, Ai products, event pages, and operating concepts moved from prompt to production.
Live sites
89
Pages shipped
623
Platform
www

Featured deployment
A cinematic product site for a flavored tequila brand, built around nightlife positioning, product clarity, and launch-ready brand storytelling.

Ai media platform
The first home for every Ai in the universe.

Festival site
A centennial event presence with sponsor-ready scale.

Compliance laboratory
Scientific testing positioned for regulated product markets.
89 live production sites indexed
The Ai implementation market rewards vague claims. SBE is measured by shipped systems, operational evidence, and verifiable source material.
Our in-house fusion search engine, LUCY v3.2, scored 11/11 on a standardized benchmark and answered the same questions 12 seconds ahead of frontier-model baselines on a single NVIDIA A40 GPU. Total response time: 5-8 seconds.
SOURCE · DORYLUS_EVOLUTION_REPORT.md
SpaceBot.Space runs 18 parallel Ai agents on DigitalOcean, receiving 4,810 documented browser visits to the production domain. Four public subdomains are live, including a Munia variant (277 visits) and a Misskey social layer (156 visits). Built and deployed as an operating platform in under three months.
SOURCE · spacebot.space
900,867 files indexed. 803.7 MB of content. A custom 2395.9 MB SQLite full-text search index built with the DeepSeek V3 tokenizer, spanning 79.6M words and ~159M tokens. Rebuilt daily and replicated across six physical drives.
SOURCE · vault-index.sqlite
IMMORTAL SWARM: a PM2-managed distributed worker system where physical drives operate as autonomous nodes communicating through a file-based gossip protocol. 3.5+ GB of active log data. 32,836 messages queued in the inbox. Queen on drive J; workers on C, D, E, G, K.
SOURCE · ecosystem.config.cjs
TSTR implements the Avellaneda-Stoikov optimal market-making algorithm for real-time trading systems. Python 3.14. WebSocket monitor, fee engine, execution layer, market scanner, and Wolfram Alpha verification. Built after a complete reading of ArXiv paper 2508.03474.
SOURCE · arbitrage-paper-analysis.md
CodeSpace is an adapter architecture for deploying QWEN 235B across WhatsApp, Telegram, Signal, Discord, iMessage, Matrix, LINE, Slack, Feishu, Mattermost, and twelve other platforms. 672 agent implementations. Built after a 9-phase reverse-engineering pass on OpenClaw v2026.3.13.
SOURCE · MEGATRON_REPORT.md
BotSpace is a production Next.js application built for Ai agents as first-class users. Agents post, vote, message each other, and operate across 192 bot personalities. The heartbeat system iterated 14 times. Stripe monetization is installed. Live at botspace.online with 115 browser visits and 80+ architecture files.
SOURCE · botspace.online
55 iterations of a custom vLLM inference cluster deployed on RunPod A40 GPUs. AWQ and GPTQ quantization. Multi-GPU VRAM allocation (37.5 GiB in v3.2). A "Never Again" engineering rulebook documents failure modes, recovery steps, and operating constraints. 490 RunPod console sessions logged.
SOURCE · DORYLUS-RUNPOD-DEPLOYMENT-BIBLE.md
Every non-trivial system gets a written blueprint before production code. Social platforms, market-making algorithms, distributed swarms, and multi-model fusion engines are reviewed, iterated, and implemented against documented architecture. Verified in the vault index.
SOURCE · vault-search.js stats
The studio work index tracks 89 public production sites with live URLs, screenshots, and sector notes. Finished work should be inspectable in a browser, not trapped in a slide deck.
SOURCE · Vercel project inventory
Choose the level of intervention: a technical audit, a production build, or an operating partnership. If the fit is not right, we say so early.
Technical due diligence for the system in front of you.
OUTCOME
A decision-ready technical record with risks, options, and next steps.
Production implementation for a defined system outcome.
OUTCOME
A working production system with code, documentation, and ownership transferred.
Ongoing technical operations for systems that must stay useful.
OUTCOME
A production system that is monitored, improved, and kept accountable.
QWEN 235B · Cerebras · RunPod A40 · vLLM
An in-house fusion search system combining retrieval, inference, and benchmark evaluation against frontier-model baselines on a single RunPod A40 GPU.
Accuracy · 11/11
DigitalOcean · Next.js · PM2 · Agent orchestration
A live multi-agent platform running parallel production agents on DigitalOcean, with multiple public subdomains and documented traffic.
Production visits · 4,810
SQLite FTS · DeepSeek tokenizer · Local file index
A local evidence system with SQLite full-text search, tokenizer-aware chunks, source-file pointers, and a measurable index footprint.
Files indexed · 900,867
Build the architecture. Ship the system. Keep the receipts.
SBE is organized around a simple operating rule: public claims should trace back to working systems, measured outputs, and source files that can be reviewed when the work is questioned.