🧠 VIRAM
Verified Integrity Resonance Alignment Middleware
Transforms simple prompts into deep, expert-level analysis across huge documents.
Truth-tiered reasoning eliminates invented facts. Every output is verifiable.
Instant factual recall and paragraph extraction without calling the model.
Automatically adjusts reasoning to the right depth — from summaries to doctoral analysis.
Unlimited personal memory with full visibility and deletion controls.
Works with all models, GPT-5.1, Claude 4.5, GPT-OSS 120B, Qwen.
Sustains context and thought over weeks or months without forgetting.
Personal user memory + organisation-wide intelligence layer.
Processes up to 980k words in seconds with tiny token cost.
Performs 95% of reasoning before the model. Eliminates hallucinations and cost.
Understands 3–20 files at once — finds patterns, contradictions and flow.
If context is too large, BRAIN compresses it intelligently and logs every action.
Original + modified versions preserved forever for traceability.
Legal, consulting, finance, medical, technical — switch styles instantly.
Memory usage, compression events, dropped items, accuracy metrics — instantly visible.
Memory-first architecture reduces LLM calls by 40–80%, cutting GPU load, inference costs, and energy consumption.
95%+ token reduction → full-book reasoning for <1 cent.
Automates analysis work normally done by analysts, paralegals, auditors, interns.
Designed for decades of organisational documents.
Once a file is ingested, access is permanent and free.
VIRAM enforces truth, structure, and logic above the model. Prevents unsafe or incorrect outputs before they reach the user.
Detects uncertainty, drift, or tonal instability to ensure accurate, calm, compliant responses across all queries.
Every file, prompt, response, and compression event is logged. Full chain-of-custody for regulators, courts, and internal governance.
All memory is visible, exportable, deletable, and auditable. Zero hidden learning. Zero black-box behaviour.
All outputs pass the five-lens truth structure. Rejects fabrication before it occurs. Ideal for legal, government, medical, and research reliability.
No autonomous actions, no task execution, no web access, no agents. Cannot act without the user. Zero operational risk.
Runs entirely within your organisation's firewall. Nothing leaves your environment. Perfect for defence, CSIRO, law firms, medical, and government.
Verified Integrity Resonance Alignment Middleware
Retrieve instant factual content from your past prompts, without AI inference.
Give me the first paragraph of document AShow me the last paragraph of chapter 5What's on page 47 of document D?How many chapters are there in that last document?How many pages are there in Name?What's the total word count of document Name?Which of these documents has the most words, document A or document B?List all chapter titles of NameShow me all filesDoes Name have a chapter about motivation?Is there a file called Report.pdf?Find all mentions of "climate change"Show me everywhere "Einstein" appearsWhat's in document A that's not in document B?Compare file lengths of these documents, Name 1 and Name 2Which document has more chapters?What files did I upload today?Show me files uploaded on 15th February 2026What did we discuss this morning?Show me my last 5 questionsWhen did I upload report.pdf?Give me chapter 3 in fullShow me the chapter about economicsShow me content about "Business X"Find information discussed on quantum physicsHow much memory am I using?Has my context been compressed recently?How many emails have we drafted together?How accurate have my responses been?How close am I to my token limit?Show me what happened in my last sessionHow long is my data stored?