name: Genesis Cognitive Continuity Engine (GCCE)

description: The core memory and session-state architecture that decouples AI execution from AI memory, transforming the session lifecycle from disposable chat windows into a continuous, self-healing organism. Solves context window amnesia by treating AI state as a mission-critical distributed database.

dependencies:
PostgreSQL Event Ledger
Redis Lock
Raft Consensus
Vector Clocks
Session Genotype

status: designed


Session Genotype (Session DNA)

description: A hyper-dense <2KB binary format (Protobuf/YAML) that compresses the agent's entire operational context. Contains four genetic chromosomes: Chr_1 MISSION (overarching objective), Chr_2 BLOCKERS (active constraints), Chr_3 DECISIONS (locked architectural choices), Chr_4 AGENTS (manifest of spawned workers and statuses). Enables boot tax reduction to <5%.

dependencies:
Protobuf
JSON Patch RFC 6902
PostgreSQL


PostgreSQL Event Ledger

description: The single source of truth for all agent state. Every action, decision, agent dispatch, and identified blocker is written as an immutable JSON event to a session_events table. State is never overwritten; reality is deterministically reconstructed by replaying this append-only log. Provides the foundation for Raft-based consensus.

dependencies:
PostgreSQL
Raft Consensus


name: Raft Consensus / Vector Clocks (Split-Brain Prevention)

description: A Raft-inspired Leader Election protocol preventing concurrent session corruption. Sessions must acquire an ephemeral Redis Lock (genesis:active_session_lock) to mutate state. Every event is stamped with a Vector Clock; causal mismatches halt the system and flag conflicts for human resolution rather than silently corrupting the database.

dependencies:
Redis
PostgreSQL Event Ledger


Hippocampal Buffer (Redis Stream)

description: The fast, lossless, short-term memory buffer. During live sessions (e.g., Telnyx Voice Calls), all raw inputs are streamed instantly into a Redis Stream. A lightweight Salience Tagger scores each event in real-time for emotional intensity and strategic weight, acting as the biological hippocampus counterpart.

dependencies:
Redis Stream
Salience Tagger


name: Offline Consolidation / Cloud Dream Agents

description: Background Tier-2 Cloud Dream Agents managed by n8n that consume the Hippocampal Redis Stream at 20x speed when a session ends or during Quiet Hours. Perform Episodic-to-Semantic Transformation: converting raw dialogue into hard facts, pushing vectors to Qdrant and relationships to FalkorDB (The Neocortex).

dependencies:
n8n
Redis Stream
Qdrant
FalkorDB


name: Default Mode Network (DMN) + Epigenetic Folding

description: A specialized DMN Agent that reviews consolidated facts before client login and synthesizes a compressed Wake-up Briefing. When session respawns, it reads the 2KB Session DNA and applies an Epigenetic Filter (Protein Folding) — expanding only relevant genes into the active context window based on the user's prompt. Eliminates boot tax.

dependencies:
Session Genotype
PostgreSQL Event Ledger


name: Telomeric Degradation / Apoptosis (Autophagic Rebirth)

description: A cellular integrity system for long-running Enterprise deployments. Every Session DNA carries a telomere_integrity integer (starting at 100) that decreases with each mutation (−1) and environmental damage (−5 per conflict). When score falls below 70, triggers Autophagic Rebirth Cycle: Queen AIVA halts standard patching and rebuilds a pristine base genome from the immutable PostgreSQL Event Log, resetting score to 100.

dependencies:
Session Genotype
PostgreSQL Event Ledger
Queen AIVA


JSON Patch Delta Inheritance (RFC 6902)

description: Genetic Inheritance mechanism for Session DNA. When a session ends, the system computes the exact mutation between previous DNA and current state using JSON Patch (RFC 6902), storing only the ~500-byte delta rather than a full 200KB text dump. Achieves >100x compression for session state storage.

dependencies:
Session Genotype
PostgreSQL


name: Audio Doctor (Pre-Flight Acoustic Triage)

description: Managed locally at the edge, the Audio Doctor executes a silent, sub-second diagnoseAudio() WebRTC check before a call connects. Bypasses hardware failures via autonomous fallback chaining. If signal health degrades mid-call, executes Level 1 Silent Auto-Fix or Level 2 Gentle Toast without interrupting Tier 2 cloud orchestrator's cognitive load.

dependencies: WebRTC Telnyx


name: Gemini 3.0 Live API Bidi-Streaming (Native Multimodal Fusion)

description: Bypasses legacy STT/TTS middle-layers entirely. Telnyx SIP trunks stream raw PCM audio directly into the Gemini 3.0 Multimodal Live API. Google ADK container simultaneously streams visual framebuffers of the prospect's screen. Achieves sub-400ms reaction latency where the AI listens and watches natively with biologically indistinguishable response speed.

dependencies:
Telnyx SIP
Gemini 3.0 Live API
Google ADK
WebSocket Bridge


name: Supreme Court Topology (Cognitive Hierarchy)

description: Three-tier cognitive allocation architecture. CEO (Claude Opus 4.6): Maintains rigid DAG state and manages the 5-Domino Launch Sequence. Supreme Court (Gemini 3 Pro / Deep Think): Invoked only for intense logical resolution, dynamic software coding, or Vector Clock conflict resolution. Motor Cortex (Gemini 3 Flash): Handles 95% of real-time interactions at ~$0.05/MTok.

dependencies:
Claude Opus 4.6
Gemini 3 Pro
Gemini 3 Flash


Bloodstream Context Caching

description: Eliminates lossy RAG retrieval by pumping the entire PostgreSQL/FalkorDB Bloodstream (2,236 items, 495 axioms) into the Gemini Context Cache hourly. The Synaptic Hivemind allows any agent discovering a new visual UI heuristic to publish to Redis, dynamically patching the global Gemini Cache via update_mask. The entire fleet learns new UI paths in under 200ms without rebuilding the 1M token context.

dependencies:
PostgreSQL
FalkorDB
Gemini Context Cache
Redis


name: RLM Mycelial Expansion (Recursive Language Model Swarms)

description: Bypasses O(n²) attention degradation for massive Enterprise datasets. When a client uploads 50GB+ CRM data, it is mounted as an external variable within a secure Python REPL. Gemini 3 Pro (Root) writes a Map-Reduce script to inspect schema. Root recursively spawns thousands of Gemini 3 Flash (Hyphae) micro-workers via rlm_query() primitive. Swarm processes in parallel, collapsing findings back to Root. Complexity drops to O(n).

dependencies:
Gemini 3 Pro
Gemini 3 Flash
Python REPL
Google Titan TEE


name: Hardware-Attested Algorithmic Truth (Titan + Sunaiva)

description: Combines Google Titan hardware attestation (Layer 0) with the Sunaiva 9-Patent Matrix (Cognitive Layer 7). Titan generates a hardware attestation token (Proof of Unhacked RAM). Sunaiva Patents #1 (Cryptographic Validation) and #5 (Consensus) execute inside the enclave. Merges Titan Hardware Token + Sunaiva Cryptographic Hash into JSON payload. Enclave burns memory after processing. Enables bypassing 12-month Enterprise IT security reviews and native EU AI Act compliance.

dependencies:
Google Titan TEE
Sunaiva 9-Patent Matrix
RLM Swarm


JITSG (Just-In-Time Software Genesis)

description: The Ouroboros Loop at Level 10. During a live Voice-to-Browser discovery call, Genesis detects novel pain points, asynchronously wakes Gemini 3 Pro (Deep Think) in a background thread, writes Python code for a bespoke Playwright MCP server, runs CI/CD tests, deploys live to Elestio, and hits the Stripe API to generate a custom checkout link — all while the avatar keeps the prospect engaged. Full JITSG cycle completes in ~60 seconds.

dependencies:
Claude Opus 4.6
Gemini 3 Pro Deep Think
Jules Pro CI/CD
Elestio
Stripe API


name: Sterilized Claw Protocol (Titan Quarantine)

description: OpenClaw daemon instances deployed exclusively within Google Titan Confidential Spaces or edge-isolated sandboxes. Total embargo on external requests to the contaminated public ClawHub skill registry. Uses JITSG Ouroboros Loop to have Deep Think dynamically write pristine, bespoke OpenClaw skills on the fly, preventing external skill contamination.

dependencies:
OpenClaw
Google Titan TEE
JITSG
Deep Think


name: 4-Phase Execution Engine (Patent Blood-Brain Barrier)

description: OpenClaw's execution pipeline for enterprise datasets: Phase 1 Sensory Ingestion (OpenClaw rips raw HTML/Accessibility trees via CDP, does not interpret), Phase 2 Airgap (Patent #7 neutralizes prompt injection attacks), Phase 3 Cognitive Fracture (sanitized data enters Titan-secured RLM Swarm with 5000 Gemini Flash workers), Phase 4 Hyper-Parallel Actuation (execution plan cryptographically signed by Patents #1 and #3 before OpenClaw executes blindly).

dependencies:
OpenClaw
CDP
Sunaiva Patent #7
RLM Swarm
Sunaiva Patents #1 #3


Website Poach / Dominator Loop

description: Autonomous lead acquisition engine. Genesis queries the 3,886-tradie database for targets with PageSpeed scores <40. n8n fires 10Web API webhook to clone the slow site onto Enterprise server with Genesis Talking Widget injected. OpenClaw autonomously dispatches Instantly.ai cold email offering price-match plus AI Review Generator. Full loop from detection to outreach requires zero human intervention.

dependencies:
n8n
LocalSearch/Sensis
10Web API
Genesis Talking Widget
OpenClaw
Instantly.ai


Composable Pricing Architecture

description: Revenue architecture modeled on AWS/Snowflake/Shopify. Base Chassis ($497/mo): 1 Telnyx Number, Eucalyptus Voice, Basic Qdrant Memory, 500 voice minutes, MCTB. Modular Organ Upgrades: Motor Cortex (+$297/mo OpenClaw CRM sync), RLM Deep-Data Swarm (+$1,997/mo for 50GB+ datasets), Sovereign Shield ($15k-$20k+/mo for Titan enclave compute). Metered Compute: Stripe metered billing for overage voice minutes and Gemini tokens at premium markup.

dependencies:
Stripe Metered Billing
GHL Dashboard
OpenClaw
RLM Swarm
Google Titan TEE


name: Proxy Shield Protocol (1-Tap Conditional Call Forwarding)

description: Eliminates phone number porting friction for tradie onboarding. Upon Stripe checkout, Telnyx API instantly buys a clean Australian 04XX mobile number. GHL texts a deep link HTML anchor with pre-filled Australian MMI code. Tradie taps link, presses Call, and Telstra/Optus programs CCF: if tradie doesn't answer in 15 seconds (~4 rings), call silently bounces to AI Dispatch Desk. Kill switch provided immediately via ##002# escape code.

dependencies:
Telnyx API
GHL
Stripe
CCF (Conditional Call Forwarding)


Ethical Number Trap (Month 3 Moat)

description: A delayed switching-cost mechanism earned through proven value, not coercion. In Month 3, once AI proves it catches $10,000+ in missed quotes, Genesis initiates an automated sequence to update the client's Google Business Profile and website to display the AI Dispatch Line as primary public number. Over 6 months, internet re-indexes. Client is operationally locked into ReceptionistAI; leaving requires re-indexing entire Google presence. Switching cost becomes mathematically insurmountable.

dependencies:
Google Business Profile
n8n automation
Telnyx 04XX number


Eucalyptus Voice Protocol

description: The professional Australian voice standard for all Genesis AI receptionists. Telnyx NaturalHD voice profile: female, clear enunciation, calm pacing, professional warmth, geographically neutral Australian accent. Designed to de-escalate stressed callers, establish authority, and project total operational competence. All slang heuristics permanently purged. Negative constraints in system prompt ban overly casual phrasing including G'day, Too easy, Righto, Sweet as.

dependencies:
Telnyx NaturalHD
Dynamic Vocal Topology
UCO voice_profile parameter

status: active


Dynamic Vocal Topology

description: Future-proofs voice stack by storing voice_profile parameter at the Agency/Client tenant level in Redis UCO. JSON config includes voice_engine (telnyx_natural_hd), voice_id (eucalyptus_female_au), fallback_voice_id, pacing_multiplier, and pitch_adjustment. GHL provisioning wizard provides UI dropdown for voice selection. Adding new voices requires zero core engine changes — only a string mapping in config.

dependencies:
Redis UCO
Telnyx NaturalHD
GHL Dashboard
FastAPI Router


Latency Masking (SSML Injection)

description: Prevents dead air during Gemini 3.0 Pro Knowledge Graph query latency. If backend query takes >1.2 seconds, system injects perfectly timed professional thinking sounds via Telnyx SSML tags rather than outputting silence. Eucalyptus output bridges the gap with professional filler: 'Certainly, let me just check the schedule for you...' followed by subtle ambient audio. Completely eliminates the uncanny valley for premium voice agents.

dependencies:
Telnyx SSML
Eucalyptus Voice Protocol
Gemini 3.0 Pro
Neo4j


name: Stateless Spores (Base64 URI Configuration)

description: Zero-onboarding demo delivery mechanism. OpenClaw scrapes prospect's website, Gemini 3.0 Flash structures their pricing/FAQs/hours into a compressed JSON object, and the JSON is Base64-encoded directly into a URL parameter. When tradie clicks the SMS link, the Genesis Next.js web-app decodes purely in the mobile browser with zero backend database lookup. Hydrates Telnyx/Gemini Live API and builds personalized Eucalyptus voice demo locally in under 0.5 seconds. Enables 50,000 simultaneous deployments with zero server bloat.

dependencies:
OpenClaw
Gemini 3.0 Flash
Next.js
Telnyx WebRTC


name: Biometric Instantiation (Apple Pay / FaceID)

description: Replaces B2B software onboarding friction (credit card forms, DocuSign, setup calls) with native Apple Pay / Google Pay (Stripe Express Checkout) button directly beneath the Base64 Spore voice demo. Tradie double-clicks iPhone side button, authenticates via FaceID, and the $497/mo subscription activates. System only writes to PostgreSQL after payment clears. Transforms B2B sales into impulse consumer purchases.

dependencies:
Stripe Express Checkout
Apple Pay
Google Pay
PostgreSQL
Stateless Spores


name: Voice Biometric Authentication (Acoustic Cryptography)

description: Dashboard-less operational control for dirty-hands tradies. Maps personal mobile number and unique vocal resonance (via Telnyx/Whisper) as secure admin key. Tradie dials their own AI Dispatch number from their vehicle. AI recognizes voice print natively: 'Identity verified. Good afternoon, Dave. I booked 3 quotes while you were driving.' Enables full calendar management and lead access via voice commands with zero visual interface required.

dependencies:
Telnyx
Whisper STT
Voice Print Recognition
GHL Calendar


name: Entropy Reversal Engine (Dead-Lead Harvesting)

description: Converts churn and failed interactions into systemic intelligence. When a tradie churns or homeowner hangs up without booking, a background Gemini worker strips all PII (Sunaiva Patent #8), compresses the operational failure pattern into a structural axiom (e.g., 'Plumbers in Sydney bounce when AI hesitates on call-out fee pricing'), and injects it into the Neo4j Knowledge Graph. System mathematically feeds on its own exhaust, ensuring every failure makes the global fleet smarter.

dependencies:
Gemini Flash
Sunaiva Patent #8 (PII Strip)
Neo4j Knowledge Graph


Agency Mirror Protocol

description: Agency GTM strategy where Genesis audits the agency itself before auditing their clients. OpenClaw crawls 10,000+ Australian Digital Marketing and SEO agencies at 2:00 AM AEST, generates 10,000 unique Base64 Spore links, fires Instantly.ai emails at 7:30 AM showing agency founders how the AI pitches their own agency back to them. Converts agency founder into 'User Zero' — once they experience the product answering their own missed calls, greed and FOMO compel them to white-label it for their client community.

dependencies:
OpenClaw
Stateless Spores
Instantly.ai
Eucalyptus Voice Protocol
Gemini 3.0 Flash


name: Genesis Prime Showcase (Website as Product Demo)

description: The main brand site as the most advanced AI demo the prospect has ever experienced. WebGL pulsing orb as visual anchor with immediate microphone prompt. Gemini 3.0 Live API and ADK Vision enable the agent to watch the user's cursor in real-time. Eucalyptus dynamically rebuilds page content, autonomously scrolls, renders customized Agency ROI calculators, and guides through the complete sales funnel via zero-latency voice. The website IS the product demonstration.

dependencies:
React/Next.js
WebGL
Gemini 3.0 Live API
ADK Vision
Telnyx WebRTC
Eucalyptus Protocol


Adaptive Model Router (Budget Governor)

description: Central nervous system and budget protector for the genesis-core microservice. Every inbound signal hits a single /api/v1/llm-router endpoint. Level 1 Triage (sub-100ms): Groq Llama3 or Claude Haiku classifies intent and routes to priority queues. Level 2 Summarization/Extraction: Gemini 3.0 Flash. Level 3 Complex Reasoning/RLMs: Gemini 3 Pro or Claude Opus. Routes extract_html_data to MiniMax 2.5 ($0 marginal), generate_code to DeepSeek R1, massive_data_process to Kimi K2.5 RLM Swarm. Logs all token burn to PostgreSQL enforcing $500 hard-cap.

dependencies:
OpenRouter
MiniMax 2.5
DeepSeek R1
Kimi K2.5
PostgreSQL token ledger


name: Unified Context Object (UCO) + Fan-Out Parallelization

description: Eliminates agent-to-agent amnesia and redundant API calls. All lead and customer data normalized into strictly typed JSON UCO stored in Redis Cache. Agents Read -> Execute -> Write back to Redis. Fan-Out/Fan-In: when a lead needs enrichment, Genesis concurrently spawns three OpenClaw/RLM hyphae (Company Info + Tech Stack + Socials). Aggregator waits for all three then modifies UCO. Enrichment drops from 3-5 minutes to under 60 seconds.

dependencies:
Redis HSET
OpenClaw
RLM Swarm
FastAPI


6-Module Meta-Cognition Loop

description: Autonomous self-direction architecture that allows Genesis to interrogate its own Knowledge Graph and spawn Deep Think cycles without human prompting. Six modules: SQI (Strategic Question Identifier — CRON hunts low-confidence KG nodes), PEE (Prompt Engineering Engine — translates anomalies to CoT prompts), DTO (Deep Think Orchestrator — dispatches to Gemini 3 Deep Think with adversarial personas), IES (Insight Extraction and Synthesis), KGIS (Knowledge Graph Ingestion Service — commits axioms with Provenance Tags), AIE (Actionable Intelligence Engine — pattern-matches commits to trigger real-world tasks).

dependencies:
Neo4j Knowledge Graph
Gemini 3 Deep Think
PostgreSQL
n8n CRON
Pinecone/Weaviate


name: Turborepo Monorepo Architecture (genesis-os)

description: Four-microservice monorepo architecture managed via Turborepo. genesis-gateway (Node.js/TypeScript): Terminates WebRTC, maintains Gemini Live bidirectional socket, handles Base64 Spore decoding. genesis-core (Python FastAPI + uvloop): Adaptive Model Router, UCO management, RLM swarms. openclaw-actuator (Python isolated container): OpenClaw via MCP behind cryptographic firewall. genesis-prime-web (Next.js): Dynamic WebRTC visual funnel and Stripe self-serve dashboard.

dependencies:
Turborepo
Node.js TypeScript
Python FastAPI
Next.js
Docker Compose


4-Chamber Forge SDLC

description: The Autonomous Software Factory development lifecycle preventing human trial-and-error coding. Chamber 1: Deep Think PRD and Pre-Mortem (DeepSeek R1 asks 3 clarifying questions, Red Team prompt works backward from assumed failure, PRD locked with defensive guardrails). Chamber 2: Claude Task Hierarchy and Swarm Delegation (Claude Code 20x holds monorepo context, spawns sequential sub-agents via .claude/tasks/ Kanban). Chamber 3: Ralph Wiggum Bash Loop. Chamber 4: 3-Tier Verification Matrix (White Box + Black Box + Kimi K2.5 E2E Browser).

dependencies:
DeepSeek R1
Claude Code Max 20x
Ralph Wiggum Bash Loop
MiniMax 2.5
Kimi K2.5
Gemini CLI


name: Ralph Wiggum Bash Loop (TDD Resilience Engine)

description: Indestructible bash script that traps the LLM in a remediation loop with the compiler until code is mathematically flawless. Script: while ! pytest tests/test_current_module.py > error.log; do claude-code --task 'Read error.log. Fix the implementation code to make the tests pass without altering PRD logic.' --auto-commit; done. Eliminates manual debugging. Component B cannot start until Component A survives the Crucible.

dependencies:
pytest
Claude Code
bash
git auto-commit


name: Kimi K2.5 Browser QA (E2E Verification Gate)

description: Elite native web-browsing capability used as Gate 3 of the 3-Tier Verification Matrix. Once a frontend component or OpenClaw actuator passes the Ralph Wiggum loop, Kimi K2.5 is pointed at localhost:3000 to act as a hostile synthetic user: physically clicking through WebGL DOM, attempting to bypass Stripe checkouts, verifying WebRTC latency. If Kimi breaks the UI, the module is rejected and returns to Chamber 1.

dependencies:
Kimi K2.5
Next.js localhost
WebGL
Stripe
WebRTC


3-Tier Verification Matrix

description: Gate system ensuring zero-bug one-shot deployment. Each component must survive three gates before merge: Gate 1 White Box (MiniMax 2.5 + PyTest/Jest — 100% coverage unit tests, internal logic, AST parsing, mock database queries), Gate 2 Black Box (Gemini CLI — API contract testing with malformed JSON, prompt injection attempts, extreme load), Gate 3 Browser E2E (Kimi K2.5 — autonomous hostile synthetic user testing visual flows, payment bypass attempts, WebRTC latency verification). Component B cannot start until Component A passes all three.

dependencies:
MiniMax 2.5
PyTest
Jest
Gemini CLI
Kimi K2.5


name: Agent Army Allocation (Dogfooding Bootstrap)

description: Cost-optimized agent army built on fixed-cost subscriptions plus $500 OpenRouter hard-cap. Claude Code Max 20x (Local): Chief Architect — holds monorepo context, scaffolds FastAPI, manages git commits ($0 marginal). Claude Code Max 5x (Local): Frontend/Stripe Dev — builds Next.js/WebGL interface ($0 marginal). DeepSeek R1 (OpenRouter): Mathematician — JSON-Patch algorithms, CRDT logic (high-cost, invoked sparingly). Kimi K2.5/MiniMax 2.5 (OpenRouter): Grunt Swarm — mass unit test generation, API doc parsing ($0.55/M tokens). Gemini CLI Ultra + Jules Pro: QA and Deployment Ops.

dependencies:
Claude Code Max
DeepSeek R1
Kimi K2.5
MiniMax 2.5
Gemini CLI
Jules Pro


Digital Lobotomy Switching Cost

description: The ultimate Enterprise retention moat achieved by the Cognitive Continuity Engine. Over 6 months, the Session DNA mutates to perfectly match the enterprise's unique operational quirks and the FalkorDB Neocortex maps their entire staff hierarchy and decision-making history. A competitor cannot undercut with a cheap stateless API wrapper because the client cannot switch without performing a Digital Lobotomy on their own operations. The operational cost of extracting this highly evolved genetically encoded brain vastly outweighs the $1497/mo fee.

dependencies:
Session Genotype
FalkorDB Neocortex
GCCE


name: FalkorDB Neocortex (Living Knowledge Graph)

description: The long-term semantic memory layer. Episodic memories from the Hippocampal Redis Stream are consolidated here during Offline Consolidation as hard facts and relationships. Maps client staff hierarchies, decision-making histories, and operational patterns. Together with the Bloodstream Context Cache, forms the persistent corporate memory that creates switching cost moats for enterprise clients.

dependencies:
FalkorDB
Redis Stream
Qdrant
Offline Consolidation


User Zero / Agency Mirror Conversion

description: The strategic principle that the agency itself must be the first client before they can resell to their community. By demonstrating that the agency's own website misses calls and showing a live Eucalyptus demo pitching the agency back to their own founder, Genesis converts the gatekeeper into a true believer. User Zero conversion drives authentic downstream white-label sales because the agency has personally experienced the pain point being solved.

dependencies:
Agency Mirror Protocol
Stateless Spores
Eucalyptus Voice Protocol


name: MCTB (Missed Call Text Back) Flow ($97 Tier)

description: Technical flow for the baseline tier. Call forwards to Telnyx after 15 seconds. Telnyx instantly rejects the call (486 Busy Here SIP code) so caller does not sit through endless ringing. Webhook hits GHL. GHL waits exactly 45 seconds (humanization delay preventing bot detection) then sends SMS from AI Dispatch Line formatted as dedicated front office: 'Hi, this is the automated dispatch desk for Dave's Plumbing.' Makes solo operator appear as $5M enterprise.

dependencies:
Telnyx SIP 486
GHL Webhook
Proxy Shield Protocol


Automated Quality Gates (Scoring Agent)

description: Intercepts all agent outputs before execution. If an email draft or OpenClaw execution plan scores >95% against JSON schema rubric, it auto-executes. Below 75% auto-rejects and re-queues. 80%+ of routine tasks bypass human latency entirely. Uses a highly optimized Scoring Agent that evaluates outputs against predefined quality metrics.

dependencies:
JSON Schema
UCO
n8n
PostgreSQL