The Mind Palace for AI Agents - HIPAA-hardened Cognitive Architecture with on-device LLM (prism-coder:7b), Hebbian learning, ACT-R spreading activation, adversarial evaluation, persistent memory, multi-agent Hivemind and visual dashboard. Zero API keys required.
Your AI agent forgets everything between sessions. Prism fixes that โ then teaches it to think.
Prism v12.0.0 is a true Cognitive Architecture inspired by human brain mechanics. Beyond flat vector search, your agent now forms principles from experience, follows causal trains of thought, and possesses the self-awareness to know when it lacks information. Your agents don't just remember; they learn. With v12.0.0, the entire cognitive pipeline โ including ledger compaction, task routing, semantic search, and Agent Infrastructure Resilience โ runs 100% on-device or via secure clinical discovery (PubMed/ERIC), backed by prism-coder:7b, a HIPAA-hardened local LLM. No API keys for core features. No data leaves your machine.
npx -y prism-mcp-server
Works with Claude Desktop ยท Claude Code ยท Cursor ยท Windsurf ยท Cline ยท Gemini ยท Antigravity โ any MCP client.
Prism v11.6.0 introduces production-grade agent infrastructure for running multiple AI agents concurrently without resource exhaustion or deadlocks. The new resilience layer includes:
Serialized Execution Queue (agent_queue.sh v2.0) โ Cross-platform file locking via Python fcntl.flock (no GNU dependencies) ensures strict mutual exclusion when loading Ollama models, preventing OOM crashes from concurrent model loads.
Memory Guardian Daemon โ Background watchdog that proactively monitors RAM pressure and auto-evicts idle models before swap exhaustion occurs.
Queue Watchdog โ Detects and auto-drains hung queue entries (>10 min PID age) to prevent deadlocks in long-running pipelines.
Unified Status Dashboard (agent_status.sh) โ Color-coded CLI providing real-time visibility into queue depth, guardian health, and Ollama status with --json mode for programmatic consumption.
| Component | What It Prevents |
| :--- | :--- |
| Serialized Queue | OOM from concurrent model loading |
| Memory Guardian | Swap exhaustion under high memory pressure |
| Queue Watchdog | Deadlocks from zombie queue entries |
| Status Dashboard | Blind spots in infrastructure health |
๐งช Verified: 115/115 tests passing across unit, concurrent, shell integration, mock Ollama, and live stress test suites. v12.0.0 billing tests included.
๐ฌ v11.5.1 Deep Research Intelligence (Auto-Scholar)
Prism v11.5.1 transforms your AI agent from a "Coder" into a "Clinical Scientist." It features a Tavily-Enhanced Multi-Provider Discovery Pipeline that grounds Gemini 2.5 Flash's thinking in real-world empirical data.
๐ฅ The Global Benchmarks: Prism v11 vs. Standard RAG
| Feature | Standard AI Memory (Mem0/Zep) | Prism v12.0.0 (Elite Architecture) |
| :--- | :--- | :--- |
| Search Complexity | $O(N)$ or $O(\log N)$ (Scales with data) | **$O(1)$ Zero-Search (Constant time via HRR) ** |
| Discovery Logic | General Web Search (Snippets) | Parallel Academic Discovery (PubMed, ERIC, S2) |
| Reasoning Model | Flat List (Simple Similarity) | ACT-R Spreading Activation (Causal Graph) |
| Privacy Mode | Cloud-First (SaaS) | Local-First (HIPAA-Hardened / Air-Gapped) |
| Intelligence Floor | Generic GPT-4 Advice | Data-Driven Clinical Evidence (62% CI Warnings) |
โก Zero-Search Retrieval (HRR Architecture)
Prism features a cutting-edge Zero-Search Retrieval system for its cognitive memory, moving beyond traditional vector databases toward a mathematically direct, $O(1)$ retrieval model.
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.
