======================================================================== SUPERIOR AGI CORE COGNITIVE SYSTEM ======================================================================== [ USER INPUT / MATRIX.HTML WEB UI ] │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ INBOUND INGESTION LAYER │ │ 1. Token counter updates immediately via PHP │ │ 2. Vectorize prompt using tiny local embedding model │ └──────────────────────────────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ SENSORY / WORKING MEMORY (Redis Hot Path) │ │ - Key/String Storage (Raw prompt + immediate states) │ │ - INSTINCT LAYER: Semantic Cache Lookup │ │ ┌────────────────────────────────────────────────────────────────┐ │ │ │ Check Redis Vector Library VSS (NVIDIA cuVS / CAGRA Index) │ │ │ │ Is Vector Similarity > 95%? │ │ │ └───────────────────────────────┬────────────────────────────────┘ │ └───────────────────────────────────┼──────────────────────────────────┘ │ ┌─────────────────┴─────────────────┐ [ YES ] [ NO ] │ │ ▼ ▼ ┌─────────────────────────────┐ ┌─────────────────────────────────┐ │ RETURN INSTANT CACHED MATCH │ │ APPEND TO CONVERSATION BUFFER │ │ (Zero GPU Inference Cost) │ │ (Redis List / Stream: RPUSH) │ └─────────────────────────────┘ └────────────────┬────────────────┘ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ THE ASYNC "THOUGHTS" EVENT BUS │ │ - PHP pushes interaction package payload into: │ │ [ Redis Stream: agi_thought_stream ] │ └──────────────────────────────────────────────────────────────────────┐ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ PHP CLI BACKGROUND WORKERS │ │ (Managed by Supervisor / Persistent Loops) │ │ - Blocks PHP execution issues by decoupling into background workers │ └──────────────────────────────────────────────────────────────────────┘ │ │ ▼ ▼ ┌───────────────────────────────────────┐ ┌────────────────────────────┐ │ WORKER 1: COGNITION │ │ WORKER 2: EXECUTION │ │ - Pulls from agi_thought_stream │ │ - Reads generated plan │ │ - Calls Planning Model (Phi-4 / Local)│ │ - Invokes external tool │ │ - Queries Hot/Cold Episodic Memory │ │ APIs / System Commands │ │ - Writes dynamic execution plan │ │ - Submits results back │ └───────────────────────────────────────┘ └────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ "ENERGY" MANAGEMENT (GPU Queue & Rate Limiting) │ │ - Prevents GPU OOM crashes during concurrent browser hits │ │ ┌────────────────────────────────────────────────────────────────┐ │ │ │ [ Redis Priority Queue ] -> LPUSH / RPOPLPUSH │ │ │ │ Single-threaded GPU consumers process strict batch count of 1 │ │ │ └───────────────────────────────┬────────────────────────────────┘ │ └───────────────────────────────────┼──────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ HARDWARE INFERENCE SERVING │ │ - Runs local LLMs / VSS indexes via attached acceleration rigs │ │ - Powered by [ RedisAI ] / [ NVIDIA Triton Inference Server ] │ └──────────────────────────────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ HYBRID RETRIEVAL PIPELINE │ └──────────────────────────────────────────────────────────────────────┘ │ │ ▼ ▼ ┌───────────────────────────────────────┐ ┌────────────────────────────┐ │ LONG-TERM EPISODIC (Redis) │ │ SEMANTIC GRAPH (SSD) │ │ - Vector Search (VSS Query) │ │ - Minified, Dense Files │ │ - Hot, recent vector structures │ │ - Cross-referenced items │ └───────────────────────────────────────┘ └────────────────────────────┘ │ │ └────────────────┬────────────────┘ │ (Gathers 30-50 Raw Candidates) ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ COGNITIVE RE-RANKING & SELECTION ENGINE │ │ - Fast cross-encoder filtering (Drops bottom 80% fluff) │ │ - Top 5-8 highly critical candidates preserved │ └──────────────────────────────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ CONTEXT COMPRESSION & SYNTHESIS │ │ - Minified structural JSON key substitution to maximize context logs │ │ - Token count dramatically condensed using logic mapping │ └──────────────────────────────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ FRONTIER REASONING LOOP (Heavy Compute) │ │ - Dispatches dense payload packet to premium inference platforms │ │ [ Claude 3.7 Sonnet ] / [ DeepSeek-R1 ] / [ GPT-4o ] │ └──────────────────────────────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ BIOLOGICAL CONSOLIDATION ENGINE (Cron / Daemon) │ │ - Sweeps active episodic buffers out to physical drive layers │ │ - Prunes text narrative paths into atomic semantic facts: │ │ { "id": "e402", "ts": 1782052800, "fact": "..." } │ └──────────────────────────────────────────────────────────────────────┘ ======================================================================== SUPERIOR AGI CORE COGNITIVE SYSTEM ======================================================================== [ USER INPUT / MATRIX.HTML WEB UI ] │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ INBOUND INGESTION LAYER │ │ 1. Token counter updates immediately via PHP │ │ 2. Vectorize prompt using tiny local embedding model │ └──────────────────────────────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ SENSORY / WORKING MEMORY (Redis Hot Path) │ │ - Key/String Storage (Raw prompt + immediate states) │ │ - INSTINCT LAYER: Semantic Cache Lookup │ │ ┌────────────────────────────────────────────────────────────────┐ │ │ │ Check Redis Vector Library VSS (NVIDIA cuVS / CAGRA Index) │ │ │ │ Is Vector Similarity > 95%? │ │ │ └───────────────────────────────┬────────────────────────────────┘ │ └───────────────────────────────────┼──────────────────────────────────┘ │ ┌─────────────────┴─────────────────┐ [ YES ] [ NO ] │ │ ▼ ▼ ┌─────────────────────────────┐ ┌─────────────────────────────────┐ │ RETURN INSTANT CACHED MATCH │ │ APPEND TO CONVERSATION BUFFER │ │ (Zero GPU Inference Cost) │ │ (Redis List / Stream: RPUSH) │ └─────────────────────────────┘ └────────────────┬────────────────┘ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ THE ASYNC "THOUGHTS" EVENT BUS │ │ - PHP pushes interaction package payload into: │ │ [ Redis Stream: agi_thought_stream ] │ └──────────────────────────────────────────────────────────────────────┐ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ PHP CLI BACKGROUND WORKERS │ │ (Managed by Supervisor / Persistent Loops) │ │ - Blocks PHP execution issues by decoupling into background workers │ └──────────────────────────────────────────────────────────────────────┘ │ │ ▼ ▼ ┌───────────────────────────────────────┐ ┌────────────────────────────┐ │ WORKER 1: COGNITION │ │ WORKER 2: EXECUTION │ │ - Pulls from agi_thought_stream │ │ - Reads generated plan │ │ - Calls Planning Model (Phi-4 / Local)│ │ - Invokes external tool │ │ - Queries Hot/Cold Episodic Memory │ │ APIs / System Commands │ │ - Writes dynamic execution plan │ │ - Submits results back │ └───────────────────────────────────────┘ └────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ "ENERGY" MANAGEMENT (GPU Queue & Rate Limiting) │ │ - Prevents GPU OOM crashes during concurrent browser hits │ │ ┌────────────────────────────────────────────────────────────────┐ │ │ │ [ Redis Priority Queue ] -> LPUSH / RPOPLPUSH │ │ │ │ Single-threaded GPU consumers process strict batch count of 1 │ │ │ └───────────────────────────────┬────────────────────────────────┘ │ └───────────────────────────────────┼──────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ HARDWARE INFERENCE SERVING │ │ - Runs local LLMs / VSS indexes via attached acceleration rigs │ │ - Powered by [ RedisAI ] / [ NVIDIA Triton Inference Server ] │ └──────────────────────────────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ HYBRID RETRIEVAL PIPELINE │ └──────────────────────────────────────────────────────────────────────┘ │ │ ▼ ▼ ┌───────────────────────────────────────┐ ┌────────────────────────────┐ │ LONG-TERM EPISODIC (Redis) │ │ SEMANTIC GRAPH (SSD) │ │ - Vector Search (VSS Query) │ │ - Minified, Dense Files │ │ - Hot, recent vector structures │ │ - Cross-referenced items │ └───────────────────────────────────────┘ └────────────────────────────┘ │ │ └────────────────┬────────────────┘ │ (Gathers 30-50 Raw Candidates) ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ COGNITIVE RE-RANKING & SELECTION ENGINE │ │ - Fast cross-encoder filtering (Drops bottom 80% fluff) │ │ - Top 5-8 highly critical candidates preserved │ └──────────────────────────────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ CONTEXT COMPRESSION & SYNTHESIS │ │ - Minified structural JSON key substitution to maximize context logs │ │ - Token count dramatically condensed using logic mapping │ └──────────────────────────────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ FRONTIER REASONING LOOP (Heavy Compute) │ │ - Dispatches dense payload packet to premium inference platforms │ │ [ Claude 3.7 Sonnet ] / [ DeepSeek-R1 ] / [ GPT-4o ] │ └──────────────────────────────────────────────────────────────────────┘ │ ▼ ┌──────────────────────────────────────────────────────────────────────┐ │ BIOLOGICAL CONSOLIDATION ENGINE (Cron / Daemon) │ │ - Sweeps active episodic buffers out to physical drive layers │ │ - Prunes text narrative paths into atomic semantic facts: │ │ { "id": "e402", "ts": 1782052800, "fact": "..." } │ └──────────────────────────────────────────────────────────────────────┘ ## Key Architectural Highlights Mapped Above: * The Guardrail Instinct: Incoming traffic hits the Semantic Cache Layer instantly inside Redis Strings before checking or spinning up heavy matrix engines. * The Non-Blocking Decoupler: The application layer bypasses traditional PHP single-thread limitations by dumping interaction context into the Redis Stream Event Bus, shifting workloads safely into background daemon arrays. * The Safe Compute Bridge: Safe continuous pipeline flow to local infrastructure (Ollama/vLLM) is maintained via an isolated single-consumer Redis FIFO structural queue, protecting your GPU from crashing due to memory overload. * Pruned Ground-Truth Storage: Natural language narratives are banned during consolidation; the system actively strips away text patterns in favor of dense, shortened key structural signatures to prevent context inflation. Would you like me to generate the PHP source code for Worker 1 to show how it implements the Redis RPOPLPUSH single-threaded loop, or create the prompt templates for Microsoft Phi-4 to enforce the token-dense minified JSON structure?