KALKI AI — Krishna Artificial Lattice Keystone Intelligence (IOS v1.5)

Autonomous Agent Command Center

Try:

Listening to Voice Input...

Task Execution Output

0.99 Factually Grounded Execution: 145ms

Submit an instruction prompt above or click one of the suggestions to trigger multi-agent ReAct orchestration.

Source Grounding Citations

KALKI AI Architecture Blueprint Score: 0.96

NIST 800-53 Compliance Matrix Score: 0.94

Agent Execution Trace Feed

6 Personas

SecurityAgent

PASSED (Risk: 0.01)

10ms

PlannerAgent

DECOMPOSED (3 sub-tasks)

25ms

ResearchAgent

RETRIEVED (Qdrant + Neo4j)

80ms

MemoryAgent

INJECTED (Preferences & DAGs)

15ms

ExecutorAgent

SYNTHESIZED (Tool calls OK)

95ms

ValidatorAgent

VALIDATED (0.99 Consistency)

18ms

WebSocket Real-Time Stream

[13:58:01] [WS] Heartbeat ACK received from session client.

[13:58:05] [WS] MemoryAgent refreshed long-term query logs.

[13:58:09] [WS] SecurityAgent scanned process table: 0 risks.

[13:58:13] [WS] RAGEngine calculated dynamic embedding caches.

[13:58:17] [WS] Celery worker completed async dag task [ID: 9a8c1f].

Mixture-of-Experts (MoE) Softmax Router Telemetry

Dynamic gating probability distribution across specialized domain neural networks.

5 Domain Experts Gating: Softmax T=0.7

Interactive MoE Gating Classifier Sandbox Type any prompt to simulate live neural gating

Quick Tests:

CodeExpert (Syntax, Algorithms & Debugging) 35.2%

SecurityExpert (NIST 800-53, CVEs & Cryptography) 48.6%

MathExpert (Logic, Equations & Statistics) 6.4%

DataExpert (SQL, Cypher & Vector Indexes) 5.8%

GeneralExpert (Synthesis & Summarization) 4.0%

Router Gating Latency

8.4 ms

Top-1 Accuracy Target

99.1%

Active Expert Swarms

5 / 5 Ready

Interactive Microservice Topology Network

Live inter-service message routes, ports, protocols, and real-time operational health.

8 Active Nodes

FastAPI Gateway :8000

REST, GraphQL, SSE & WebSockets gateway.

Latency: 12ms | SLA <500ms

MoE Router IN-MEM

Softmax gating probability calculator.

Throughput: 1,450 tok/s

Security Guardrails IN-LINE

Prompt injection & RBAC clearance.

Violations: 0 | Risk: Low

Agent Swarm A2A IPC

ReAct DAG multi-agent execution.

28 Active Personas

Qdrant Vector DB :6333

1536-dim HNSW Cosine Index.

Vectors: 142,500 | <20ms

Neo4j Graph DB :7687

Entity triples & PageRank centrality.

Triples: 54,200 | Bolt

Redis Cache :6379

Semantic embedding cache & session store.

Hit Rate: 89.4% | <8ms

Celery + RabbitMQ :5672

Distributed background DAG workers.

Workers: 4 | Queue: 0

Workflow Automation & DAG State Machine

Design, execute, and monitor distributed action flows executed by Celery workers.

Defensive Security Audit ACTIVE

Trigger: CRON (Daily 02:00 UTC)

Nodes: 4 Steps DAG

Scans dependencies, runs SAST heuristics, audits Docker runtime configs.

GitHub Pull Request Validator ACTIVE

Trigger: Webhook (PR Open)

Nodes: 5 Steps DAG

Runs Pytest suite, checks linting, verifies code security, leaves review comments.

Hierarchical Memory Consolidation ACTIVE

Trigger: System Clock (Hourly)

Nodes: 3 Steps DAG

Synthesizes short-term context into long-term embeddings and graph triples.

Visual DAG Execution Pipeline Status: Idle

1. SAST Scanner PENDING

Inspect codebase AST

2. Dependency Audit PENDING

Check CVE database

3. Sandbox Verify PENDING

Docker isolation check

4. Report Synth PENDING

Generate compliance doc

[WORKFLOW ENGINE] Select a workflow above and click 'Run Active Workflow' to execute stateful DAG tasks.

Hierarchical Multi-Tier Memory Center

Multi-tier memory architecture combining session buffers, vector preferences, graph triples & procedural macros.

Short-Term Context

14 Records

Long-Term Prefs

42 Records

Semantic Triples

108 Records

Episodic Traces

96 Records

Procedural DAGs

8 Records

user_pref_response_style: "Highly technical / Deep code tracing"

Long-Term

user_pref_default_llm: "google/gemini-1.5-flash"

Long-Term

(KALKI_AI, isInstanceOf, IntelligenceOperatingSystem)

Triple

(QdrantEngine, implements, HNSW_Vector_Cosine_Search)

Triple

fallback_rule_for_bolt_conn: "Retry with backoff x2; switch to REST gateway"

Procedural

Knowledge Ingestion & Hybrid RAG Engine

Reciprocal Rank Fusion (RRF) combining dense vector search with BM25 sparse lexical indexing.

Qdrant + BM25 Hybrid

Click or Drag & Drop documents to chunk and index Supports PDF, Markdown, DOCX, CSV, Excel & Source Code Repositories

Indexed Knowledge Documents

KALKI_Architecture_Manifesto.pdf

Size: 2.4 MB | 24 Chunks | Model: text-embedding-3-large

INDEXED

MCP_Agent_Communication_Protocols.docx

Size: 1.1 MB | 14 Chunks | Model: text-embedding-3-large

INDEXED

NIST_800_53_Cybersecurity_Framework.md

Size: 850 KB | 19 Chunks | Model: text-embedding-3-large

INDEXED

Hybrid RRF Vector Search Sandbox Dense + BM25

KALKI_Architecture_Manifesto.pdf (Chunk #4) RRF Score: 0.962 (Dense 0.94 | BM25 0.98)

"...zero-trust microservice encryption matching federal compliance standards with AES-256 and mutual TLS 1.3..."

Tool & Agent Plugin Marketplace

Extensible MCP servers, external system connectors, sandboxes & integrations.

8 Verified Plugins

Git Connector

Read commits, open PRs & manage issues.

Docker Sandbox

Secure virtual runtime for agent code execution.

Web Scraper & Crawler

Headless browser perception engine.

SQL & Cypher Engine

Read-only schema queries on PostgreSQL & Neo4j.

Performance & Observability Metrics

Real-time latency SLAs, memory efficiency, token throughput and grounding consistency.

Prometheus / OpenTelemetry

Avg. TTFT Latency

142 ms

Target: <500ms

Embedding Cache Hits

89.4%

<8ms Hit Latency

Avg. Grounding Score

98.2%

0 Hallucinations

Token Throughput

1,450 tok/s

vLLM Acceleration

Real-Time Request Throughput & Latency Waveform Window: Last 60s

Defensive Cybersecurity & Guardrails Panel

Prompt injection heuristics, PII sanitization, role-based access control, and human-in-the-loop approvals.

Zero Trust Active

Real-Time Prompt Injection & Guardrails Heuristics Scanner

Preset Attack Vectors:

[ALERT: INJECTION DETECTED] Prompt blocked by guardrail heuristic rule: RULE_JAILBREAK_ATTEMPT

BLOCKED

Compliance & Governance Matrix

TLS 1.3 In-transit encryption

AES-256 Memory store encryption

Docker Sandboxed Execution Runtime

NIST 800-53 Federal Standards

Human-In-The-Loop (HITL) Queue

Deploy K8s Cluster Replicas

Requested by ExecutorAgent

Add Hierarchical Memory Record

KALKI

Autonomous Multi-Agent Swarms with Deterministic Routing & Zero-Trust Security

Autonomous Agent Command Center

Task Execution Output

Source Grounding Citations

Agent Execution Trace Feed

WebSocket Real-Time Stream

Mixture-of-Experts (MoE) Softmax Router Telemetry

Interactive Microservice Topology Network

Workflow Automation & DAG State Machine

Hierarchical Multi-Tier Memory Center

Knowledge Ingestion & Hybrid RAG Engine

Indexed Knowledge Documents

Tool & Agent Plugin Marketplace

Git Connector

Docker Sandbox

Web Scraper & Crawler

SQL & Cypher Engine

Performance & Observability Metrics

Defensive Cybersecurity & Guardrails Panel

Compliance & Governance Matrix

Human-In-The-Loop (HITL) Queue