ARTIFICIAL INTELLIGENCE
Meet LARRY LLM
Frontier AI, built for companies
The proprietary engine behind every Positive feedback product.
Our Very Own AI Model Built From Scratch
LARRY is a proprietary artificial intelligence system built specifically for companies. Unlike generic software, LARRY learns your data patterns and runs the entire Positive feedback product line as one engine — three products, three core technologies:
PRODUCTS
- Invoice maps— automated invoice & work-order generation with interactive GIS mapping across hundreds of thousands of properties
- Agency MGMT— full app development: brand setup, fonts, media, color systems, and live app building
- Pace Shift— frontier video generation at 8K and 12K
TECHNOLOGY
- FROST Security— encrypts and protects every record from unauthorized access
- DA-M— content-addressed digital asset management for all media
- MTOK— the token-currency layer that meters every transaction
Tasks that would require a large staff a full day to complete, LARRY does in under 3 seconds with 100% accuracy. LARRY operates continuously, processes millions of records, and improves with every iteration.
Ranked 4th in Our Internal Intelligence Benchmark
We ran a benchmark test with LARRY fully loaded, connected in parallel with DeepSeek (full), Qwen (full), and the latest Claude API. The suite scores the platform's real production workloads — full-system rebuild from zero, million-record normalization, geospatial indexing, and live styling. The combined system scored 4th overall in our internal benchmark suite.
Not LARRY alone. The ensemble. Working together. Perfectly connected.
Internal methodology, not an independent leaderboard — ask us and we'll walk you through the task list and any full run.
A connected system is what makes us unique — and that's the whole point. We're not here to convince you to stop using the AI you already love. We're giving you additional firepower to do things you couldn't do before.
HADES is the system underworld — a permanent void that exists after every table, every color, and every font has been deleted. Unlike any other environment, HADES belongs to no account and no one owns it. It holds no live data and no user files.
When we kill LARRY, HADES is what remains. Then, from that absolute nothing, LARRY rebuilds himself — and in doing so, running connected with the other frontier models, that combined system is what reaches 4th in the benchmark above.
From zero lines of code, LARRY reconstructs:
- A fully normalized database with deterministic hash-based linking
- A complete brand identity, including custom fonts and perceptually uniform color systems
- A live dynamic styling layer that pushes real-time updates to all connected clients
- Automated connectors that reach out to public government data sources to rebuild geospatial indexes
The entire system grows to over 1,000,000 lines of production-ready Python, JavaScript, and SQL, generated by a factory of LARRY's own AI agents.
The Agentic Digital Workforce
Parallel agent orchestration — many minds, one objective.
SYSTEM (0)PF HADESUnderworld
AGENT (1)PF ECHOThinking
AGENT (2)PF PROMETHEUSTranslating
AGENT (3)PF HANZOStealth
AGENT (4)PF SEIÐRCreating
AGENT (5)PF BRILLIANCEExpressing
AGENT (6)PF MOIRÉComparing
AGENT (7)PF SCRUBCleaning
AGENT (8)PF CLONEReplicating
AGENT (9)PF THUMBNAILERMiniaturizing
AGENT (10)PF LIVEIndicating
AGENT (11)PF GEOMapping
LARRY lives by that rule. No other AI can die, reach out into the world for fresh data, and come back stronger. Connected with the other frontier models, that resilience is what puts the system at 4th.
The Cat with Two Heads. Why LARRY Beats Every Other AI
Look at our logo — a two-headed cat. Most people ask why. Here's the truth: every other AI system does one thing. It generates text. Or it recognizes images. Or it predicts a number. That is a single head looking in one direction. LARRY has two heads because he is perfectly connected — security, automation, mapping, invoices, live updates, self-destruction, and rebirth all running as one seamless intelligence.
But here is how he does it — and why no other system can copy him.
No joins. No foreign keys. No bridge tables.
LARRY's pipeline runs every record through a single AI factory workflow. When data enters — CSV, shapefile, manual form, or API — LARRY immediately derives a deterministic hash from the real-world identity (name + address). That hash is permanent, collision-resistant, and identical across every module: contacts, invoices, locations, operations.
He deposits that hash into the Hash Pool — a shared, unified memory space. Any module can withdraw any record without a single recall. The hash is the communication protocol. Machine-optimized. Constant-time comparison. Blindingly fast.
Then there is the Tag Pool — the analytical memory. Every module shares the same four tags (company, status, source, type). When you want to know “how many contacts came from CSV imports, grouped by company name and invoice status” — LARRY doesn't crawl through five different tables. He has already memorized the entire Tag Pool — streamed into living memory in real time over SSE — so the answer surfaces in milliseconds, keyed by identity hash. No schema coordination. No duct-taped LLMs.
Perfectly Connected
The result: One system. Two heads. Zero joins. Perfectly connected. That is not a feature — it is a new category of AI. And it is why companies that try LARRY never go back to fragmented software.
