title: Google ADK Dynamic Cognitive Routing

content: Implement Google Agent Development Kit (ADK) with LlmAgent, ParallelAgent, and SequentialAgent hierarchy. Dynamically toggle thinking_config parameter per task, scaling cognitive compute elastically based on semantic complexity. Enforce strict OpenAPI schemas at native decoding layer to prevent hallucinated JSON.


title: Gemini Context Caching for Memory Fusion

content: Use Gemini Context Caching API to inject entire 2,236-item PostgreSQL/Qdrant Bloodstream, 495 JSONL axioms, and 119 entity relationships into active TTP memory cache. Bypass vector retrieval entirely - the model memorizes corporate philosophy natively.


title: Agentic Vision with Computer Use API

content: Use Gemini 3 native Agentic Vision combined with Computer Use API (17 Native Actions: mouse_move, left_click, type, scroll). Bypass brittle DOM CSS selectors by visually mapping screens, understanding spatial relationships, and executing coordinates directly via Chrome DevTools Protocol.


title: Fractal Swarm Orchestration Topology

content: Implement asymmetric model delegation: Claude Opus 4.6 as CEO/Orchestrator, Gemini 3 Flash as Motor Cortex for visual/spatial/high-speed tasks, Kimi K2.5/MiniMax as Data Grinders for bulk text, Gemini 3 Pro (Deep Think) as Supreme Court for complex edge-case logic.


title: Voice-Vision-Browser Trinity via Multimodal Live API

content: Use Gemini Multimodal Live API with bidirectional WebSockets. Stream Telnyx WebRTC PCM audio, Playwright 1FPS screen captures, and Gemini native audio output simultaneously. Enables real-time simultaneous multimodal streaming bypassing text entirely.


title: Self-Improving Agents via Alpha Evolve Protocol

content: Nightly cron job triggers Gemini 3 Pro with maximum thinking_budget_tokens. Ingests failed Playwright MCP task telemetry and Closed Lost sales calls. Deep Think performs root cause analysis, rewrites Python logic/JSONL axioms, pushes to Jules Pro for CI/CD testing. 6/6 passing tests auto-merge to main.


title: Fleet Intelligence via Redis Pub/Sub Cache Patching

content: Real-time hive-mind across 200+ parallel agents using Redis Pub/Sub combined with Context Cache Patching (update_mask). When one agent learns a novel objection handling, it publishes to Redis. Central orchestrator patches global cache dynamically without full rebuild in <200ms.


title: Predictive Business Intelligence via Native Search Grounding

content: Continuously running ADK LoopAgent uses native Google Search tool. Monitors triggers across 73 branded domains (VP Sales departures, Series A raises). Cross-references with Bloodstream Cache for Propensity to Buy scoring.


title: Invisible Infrastructure: Latency Masking & Code Execution

content: Deploy Native Code Execution sandbox for flawless math calculation preventing LLM arithmetic hallucinations. Use dual-stream JSON output: semantic text + SSML for latency masking. If MCP query takes 1.5s, Gemini generates exact filler tokens mapped to exactly 1.5s of audio.


title: JITSG: Just-In-Time Software Genesis (Ouroboros Loop)

content: During live sales call, AI Avatar detects unfulfilled market need. Claude Opus wakes Gemini 3 Deep Think in background thread. Deep Think writes Python FastAPI code for new MCP server. Jules Pro spins sandbox, tests, deploys to Elestio. Genesis Core hits Stripe API creating new $497/mo product. Avatar closes 60 seconds later.


title: P1: AI Memory MCP

content: Premium upsell product - partition Context Cache architecture and sell clients their own sub-millisecond, highly intelligent active memory layer for their specific CRMs.


title: P2: Talking Widget

content: AI-powered interactive widget for sales presentations. Features voice capabilities, Stripe integration for zero-touch closes, and Auto-Proposal generation.


title: P3: Browser Agents AaaS

content: Browser automation service where Genesis logs into obscure dental software, outdated logistics ERPs, or custom local-government portals. Reads screens visually, performs manual data entry autonomously. Immune to UI updates.


title: P4: Sunaiva Radar

content: Automated website scanning product that analyzes SEO (H1s, Meta tags), UX (DOM structure depth), and generates 30-second video scripts mapped to Genesis Axioms.


title: P5: Agent Marketplace

content: Third-party agents built on Genesis infrastructure inherit collective intelligence and un-breakability of entire Genesis network. Powered by Fleet Intelligence.


title: 5-Domino Launch Sequence

content: Strategic launch sequence framework: P5 (Agent Marketplace) at top generates leads via predictive intelligence, feeds into P4 (Runaiva Radar) for scoring, P3 (Browser Agents) for automation, P2 (Talking Widget) for engagement, P1 (AI Memory MCP) for retention.


title: 10 Meta-Synergistic Radial Levels

content: Ordered implementation sequence for Genesis Level 10 emergence. Order matters - each level builds on previous.

steps: Level 1: Dynamic Cognitive Allocation & Deterministic ADK

steps: Level 2: Memory Fusion (Context Caching)

steps: Level 3: Agentic Perception (Computer Use API)

steps: Level 5: Voice-Vision-Browser Trinity (Multimodal Live)

steps: Level 6: Self-Improving Agents (Alpha Evolve)

steps: Level 7: Fleet Intelligence (Synaptic Hivemind)

steps: Level 8: Predictive Business Intelligence

steps: Level 9: Invisible Infrastructure (Latency Masking)


title: Visual Navigation Immunity

content: Traditional automations break when websites update UI/CSS classes. Visual agents using Agentic Vision are immune to UI updates. P3 product becomes infinitely scalable across hyper-verticals without increasing dev-maintenance overhead.


title: Perfect Corporate Recall

content: Context is the ultimate competitive advantage. AI does not give generic advice - it possesses perfect memory of every interaction, speaking with accrued wisdom of every deal won or lost in 9 months.


title: Self-Correcting Cognitive Hierarchy

content: Competitors pick one model and suffer its specific weaknesses. Genesis utilizes aggregate specialized strengths of entire AI frontier with asymmetric delegation. Deep Think serves as ultimate cognitive safety net ensuring zero-touch pipeline never halts.


title: Network Effects via Fleet Intelligence

content: Data gravity and network effects applied directly to AI reasoning. As clients increase, aggregate intelligence scales exponentially. An obstacle delays system only once - if Agent #14 learns objection handling, Agents #1-200 instantly possess that knowledge.


title: Multimodal WebSocket Orchestration

content: Only 0.01% of engineering teams know how to orchestrate parallel audio-visual WebSockets with continuous tool execution. Completely shatters prospect paradigm of what AI can do.


title: Recursive Self-Improvement

content: Software normally degrades over time (entropy). Genesis is anti-fragile - becomes more robust the more it encounters failures. A competitor copies architecture Day 1; by Day 90, Genesis has run 90 generations of recursive self-improvement and left them behind.


title: Algorithmic Humanity Feel

content: Features can be copied. 'Feel' cannot. An AI that breathes, pauses, calculates perfect ROI via Python, and thinks organically converts at 5x rate of standard fast-response bot.


title: P4 Radar Scan Cost Reduction

content: Flash-Preview costs $0.50/1M input tokens. By enforcing schema natively and parallelizing scans, P4 Radar scan drops from $0.78 to $0.14 per scan, operating in <2.5 seconds.


title: Auto-Proposal ROI

content: Context Caching drops input token cost by ~75%. Pay few cents to cache 1M tokens once per hour, then ~$0.12 per inference to generate mathematically perfect 15-page proposal that secures $597/mo deal.


title: AI Avatar Live Call Economics

content: High compute intensity billed per second of multimodal interaction. ~$0.12-$0.18 per minute. 15-minute discovery call costs ~$2.50 in compute, replacing $150,000/yr human Sales Engineer.


title: Predictive Lead Generation Cost

content: API search grounding costs ~$15.00/1k queries. Generating highly targeted list of 50 perfect leads thoroughly researched and scored costs under $2.00.


title: JITSG New Product Pricing

content: Just-In-Time Software Genesis automatically creates new $497/mo product via Stripe API during live sales call to close deal immediately.


title: Zero-Touch Funnel

content: By entirely removing human from loop, system is no longer constrained by biological operational hours or standard sales psychology. Fully autonomous economic engine operates 24/7.


title: Invisibility & Algorithmic Humanity

content: Using Latency Masking with SSML - if MCP query takes 1.5 seconds, Gemini generates exact filler tokens ('Hmm, let me look...', audible breaths) mapped to exactly 1.5s of audio. Prospect brain subconsciously categorizes AI Avatar as biological organism, dropping psychological sales defenses.


title: Paradigm Shattering Demonstration

content: Only 0.01% of teams can orchestrate parallel audio-visual WebSockets with continuous tool execution. Live demonstration on sales call completely shatters prospect's paradigm of what AI can do.


title: Playwright MCP Integration

content: Playwright MCP orchestrates browser automation. Integrated with Computer Use API via LoopAgent for visual navigation. Chrome DevTools Protocol captures raw visual frames + Accessibility Trees for Gemini to execute actions.


title: Genesis-Core MCP Server

content: Dedicated genesis-core MCP server synchronizes PostgreSQL/Redis state to Gemini Cache every 60 minutes via background worker. Enables Memory Fusion.


title: Telnyx + Simli Avatar + Gemini Live

content: FastAPI opens persistent bidirectional WebSocket to Gemini Live API. Telnyx streams WebRTC raw PCM audio. Playwright MCP streams continuous 1FPS screen captures. Gemini streams native audio back to Telnyx and Simli Avatar for sub-300ms lip-sync.


title: Stripe API Integration

content: Genesis Core automatically hits Stripe API to create new products and process payments. Powers zero-touch closes in Auto-Proposal sequence and JITSG product creation.


title: Jules Pro CI/CD Integration

content: Jules Pro runs 6/6 concurrent tests for Alpha Evolve Protocol. If tests pass, Jules merges to main branch on Elestio via bash MCP. Uses existing 100 tasks/day quota.


title: Claude Opus + Gemini Swarm

content: Claude Opus 4.6 serves as CEO maintaining 5-Domino Launch Sequence state. Routes failure states to Gemini 3 Pro with thinking_budget_tokens=16384 for bypass engineering. Gemini Flash handles 95% volume as Motor Cortex.


title: Instantly.ai Email Integration

content: Predictive hunting loop dispatches cold emails via Instantly.ai for hyper-contextual zero-touch outreach. Feeds 15 warmed inboxes.


title: ADK Parallel Pipeline for P4 Radar

content: Use ParallelAgent to run seo_agent and ux_agent concurrently with gemini-3-flash-preview, then SequentialAgent passes results to compiler_agent (gemini-3-pro) with thinking_budget_tokens=2048. Enforce response_schema at API C-level for deterministic output.


title: Context Caching Bloodstream Rebuild

content: Background worker runs rebuild_bloodstream_cache() every 60 minutes. Loads 495 axioms JSONL and full Qdrant CRM history. Uses client.caches.create with model gemini-3-pro, display_name genesis-bloodstream-v2, and ttl=3600s. Returns cache name for inference calls.


title: Computer Use LoopAgent for Visual Navigation

content: LoopAgent with gemini-3-pro, tools=[{computer: {display_width: 1920, display_height: 1080}}], max_iterations=15. Instruction: navigate to legacy CRM, visually locate Export Leads button, output [y,x] coordinates and execute LEFT_CLICK. Iterates: Screenshot + A11y Tree -> Plan -> Act -> Observe -> Repeat.


title: Multimodal WebSocket Bridge for Live Calls

content: Node.js WebSocket bridge connects to Gemini Live API. Stream Telnyx audio chunks and screen frames concurrently. On toolCall response, execute Playwright MCP. Stream audio response back to Simli Avatar for lip-sync.


title: Alpha Evolve Nightly Healing

content: Cron job queries failed MCP execution logs. Passes to Gemini 3 Pro with thinking_budget_tokens=16384 for root-cause analysis and patch generation. Creates Jules Pro task to test patch with pytest. If 6/6 pass, auto-merge to main.


title: Fleet Intelligence Redis Patching

content: Redis Pub/Sub subscriber listens to fleet_discoveries channel. On new axiom message, uses client.caches.update with update_mask=contents to patch global genesis-bloodstream-v2 cache dynamically without full rebuild. Sync completes in <200ms.


title: Latency Masking SSML Schema

content: Define schema with spoken_text, ssml_metadata (break times for latency masking), and tool_call. On MCP execution >1s, Gemini generates SSML with exact break durations. Stream filler audio to Simli while tool executes. Return deterministic result.


title: JITSG Ouroboros Loop Execution

content: Async function: Live call detects pain point -> Opus wakes Gemini 3 Pro (32k thinking budget) -> Deep Think writes FastAPI MCP code -> Jules Pro spins sandbox, tests, deploys to Elestio -> Stripe API creates $497/mo product -> Avatar closes deal in 60 seconds.


title: Genesis AI leverage ratio

content: $2.00 spent on Deep Think/Jules compute generates a bespoke product yielding $497/month in recurring revenue. This represents approximately a 24,750% monthly return on the initial compute investment.


title: Stripe recurring price creation

content: Genesis dynamically creates Stripe prices at $497/month (unit_amount: 49700 in cents) for custom Micro-SaaS products generated during sales calls.


title: Jules Pro deployment to Elestio

content: The system uses jules_api.create_task() to deploy MCP architecture to Docker on Elestio Bare-Metal servers on port 8085. The deployment is triggered dynamically after MCP code generation.


title: Context Cache Patching over rebuild

content: Genesis uses native Context Cache Patching with update_mask rather than deleting and rebuilding caches. This allows the Bloodstream to be a living, breathing object with zero rebuild overhead.


title: Native Code Execution API usage

content: Gemini's native sandbox with tools=[{"code_execution": {}}] allows writing and executing Python on Google's backend within a single turn, preventing hallucinated math on contracts.


title: Engine-level JSON enforcement

content: response_schema at the decoding layer prevents invalid JSON output, eliminating the need for retry loops in the FastAPI backend.


title: Computer Use API stateless spatial mapping

content: The Computer Use API does not hold browser sessions. Every call requires feeding a screenshot and accessibility tree; it returns spatial coordinates. Playwright MCP must maintain the actual browser session and state separately.


title: Zero-touch revenue generation pipeline

content: The complete automated revenue generation flow: (1) Sales call triggers context, (2) Jules Pro generates MCP code, (3) Deploys to Elestio on port 8085, (4) Genesis creates Stripe recurring price at $497/mo, (5) URL pushed to Avatar chat interface for instant monetization.


title: Telnyx WebRTC to Gemini Live API

content: Connect Telnyx WebRTC trunks directly to Gemini Multimodal Live API and bind the session to the Bloodstream Context Cache. This enables 300ms Avatar response times while holding 495 axioms in native RAM and viewing user's shared screen.


title: AI-powered feature velocity moat

content: By the time a competitor's human product team holds sprint planning to discuss adding a feature, Genesis has already built it, tested it, sold it, and collected the first month's payment via Stripe.


title: P5 Agent Marketplace auto-population

content: The P5 Agent Marketplace becomes automatically populated with hyper-vertical tools invented by Genesis during sales calls, making Genesis the AWS of vertical AI agents without writing agent code.


title: Gemini Ultra vs API usage separation

content: Ultra Plan ($249/mo Jules Pro) is for asynchronous heavy-lifting: Level 6 Self-Improving Evolve Protocol, nightly call transcript analysis, Level 10 dynamic coding. Gemini API ($300 credits/pay-as-you-go) is for 100% of Genesis Production Runtime: Radar scans, Live Avatar Brain, Browser Agents, structured data extraction.


title: Flash vs Deep Think capability separation

content: Deep Think is a Pro capability requiring unrolling reasoning tokens (10-45 seconds). Flash relies on sheer speed and massive context. Use Flash for extraction and perception on synchronous voice calls; never use Deep Think for live calls as prospect will hang up.


title: 300ms Avatar response with 495 axioms

content: When an Avatar responds in 300ms while holding 495 axioms in native RAM and physically viewing the user's shared screen, the prospect will psychologically surrender to the sale due to perceived AI superiority.


title: Claude Opus as top-level orchestrator

content: Claude Opus 4.6 is superior for rigidly following complex multi-stage XML-tagged routing instructions without dropping steps. Keep Opus as the top-level Orchestrator (CEO) to dictate what happens; let Gemini dictate how it happens and execute natively.


title: Claude for high-EQ copy, Gemini for research

content: Claude (Sonnet 3.5/Opus) has slight edge in mimicking human warmth and nuanced sales-copy tone. Use Claude to write final polished cold email text; use Gemini for deep internet research and bullet points that Claude uses.


title: Future-proofing P3 Browser Agents

content: Architect P3 Browser Agents to abstract the perception layer so visual rendering (screenshot-vision) can be swapped for native-DOM-vision seamlessly when Direct DOM-to-Action Models become mainstream.


title: Future Memory API integration

content: When Google releases native stateful agents with Memory APIs, ping agent_id: prospect_123 and backend will natively manage vector retrieval of entire conversation history without manual Qdrant context rebuilding.


title: Future native outbound audio

content: Google will expose native PSTN dialing directly from Gemini Live API, potentially bypassing Telnyx for certain outbound workflows by streaming directly from Gemini to cellular network.


title: Genesis Epoch 2 execution path

content: To achieve Genesis Epoch 2: (1) Bind Gemini Multimodal Live API to voice/vision pipeline for zero-latency execution, (2) Cache Bloodstream into Gemini API so system breathes 9 months of strategy, (3) Delegate heavy architectural problem-solving to Deep Think in background, (4) Activate Ouroboros Loop for AI to invent and sell its own software.


title: Ouroboros Loop self-replication

content: The Ouroboros Loop allows the AI to autonomously invent and sell its own software, creating a self-replicating digital enterprise with no human product team bottleneck.


title: Genesis zero-touch product generation

content: Genesis generates bespoke Micro-SaaS products on-the-fly during sales calls. Each product is automatically deployed, priced at $497/month recurring, and pushed to the Avatar chat interface for immediate monetization.