LOGIC BY DESIGN.
FLOW BY AI.
The open, transparent, and strictly governed deterministic core. Built on mathematical proof, hard boundary rules, and cryptographic state receipts.
AI Agents You Can Actually Trust With Your Business.
YAPRA is not a probabilistic chatbot that guesses under pressure. It is a sovereign, self-contained AI agent runtime engineered for zero catastrophic risk, complete data isolation, and hard deterministic verification at every step.
Hard Deterministic Guardrails
AI never acts alone or unbounded; budget ceilings, role hierarchies, and transaction thresholds are mathematically unbreachable.
Sovereign & Air-Gapped Deployment
Your data never crosses organizational perimeters. Operates inside your private VPC or completely air-gapped on-premises data centers.
Governed Self-Learning & Full IP
The autonomous core learns from edge cases, but no pattern enters production without surviving the multi-stage Governance Gauntlet.
Deep Runtime System Coupling
Not a cosmetic side-panel chatbot; an autonomous labor multiplier hard-wired directly into MES, ERP, CRM, and any enterprise systems.
Hard Deterministic Guardrails
Conventional LLMs extrapolate and guess when uncertain, creating catastrophic enterprise risk. YAPRA enforces immutable, deterministic policy gates between neural reasoning and system execution. Unverified claims never execute; unauthorized API mutations are physically impossible.
Platform Architecture
Channels feed one runtime; hard rules and AI live in separate layers; evidence underlies everything.
(Understanding, Tool Routing, Execution)
High-order orchestrator that decomposes user intents, compiles execution plans into bounded DAGs, and dynamically dispatches sandboxed tool calls.
(Rule-Based Logic & Hard Constraints)
Non-probabilistic policy engine enforcing organizational rules, legal boundaries, numerical thresholds, and compliance constraints before any action commits.
(Connect Any LLM: Claude, OpenAI, Gemini, Local)
Pluggable foundation models operating strictly in bounded advisory mode. Understanding fuzzy intent and drafting actions — AI output is strictly a proposal, never an executable command.
(API Connectors & System Integrations)
Standardized Model Context Protocol (MCP) server endpoints enabling bi-directional, audited communication with SAP, Salesforce, Oracle, SQL, and internal APIs.
(Immutable Audit Trail & Cryptographic Ledger)
The cryptographic foundation of YAPRA. Every prompt, model output, policy verification, tool invocation, and DB write is indelibly hashed into a tamper-evident Merkle ledger.
(Real-Time State & Transactions)
High-throughput operational database cluster storing live system state, active user sessions, execution graphs, and ephemeral operational memory with ACID guarantees.
(Knowledge Base & Archives)
Enterprise document store containing SOPs, regulatory documentation, operational history, and technical specifications, indexed via hybrid vector + BM25 search.
Agent Runtime
(Understanding, Tool Routing, Execution)
High-order orchestrator that decomposes user intents, compiles execution plans into bounded DAGs, and dynamically dispatches sandboxed tool calls.
Deterministic Core
(Rule-Based Logic & Hard Constraints)
Non-probabilistic policy engine enforcing organizational rules, legal boundaries, numerical thresholds, and compliance constraints before any action commits.
Model-Agnostic LLM
(Connect Any LLM: Claude, OpenAI, Gemini, Local)
Pluggable foundation models operating strictly in bounded advisory mode. Understanding fuzzy intent and drafting actions — AI output is strictly a proposal, never an executable command.
Tool Adapters (MCP)
(API Connectors & System Integrations)
Standardized Model Context Protocol (MCP) server endpoints enabling bi-directional, audited communication with SAP, Salesforce, Oracle, SQL, and internal APIs.
Evidence & Governance Bedrock
(Immutable Audit Trail & Cryptographic Ledger)
The cryptographic foundation of YAPRA. Every prompt, model output, policy verification, tool invocation, and DB write is indelibly hashed into a tamper-evident Merkle ledger.
Operational Store
(Real-Time State & Transactions)
High-throughput operational database cluster storing live system state, active user sessions, execution graphs, and ephemeral operational memory with ACID guarantees.
Document Corpus
(Knowledge Base & Archives)
Enterprise document store containing SOPs, regulatory documentation, operational history, and technical specifications, indexed via hybrid vector + BM25 search.
Hard Boundary Containment
Probabilistic models never hold direct execution keys. Every intent is checked against deterministic rule engines and hard mathematical constraints before any state change occurs.
Cryptographic Receipts
Every prompt, response, policy verification, and tool dispatch produces an immutable SHA-256 Merkle receipt. Full retrospective auditability for SOC2, ISO 27001, and regulatory compliance.
Open MCP Standard
No proprietary walled gardens. Integrations use the standard Model Context Protocol (MCP) to connect bi-directionally to existing ERP, CRM, database, and internal tooling infrastructure.
Every Single Request. Strictly Gated by Invariants.
Before an autonomous agent can retrieve a tool, mutate enterprise data, or execute an API transaction, it passes through an immutable physical pipeline where ambiguous intent halts and unauthorized actions are physically blocked.
Confident to act?
If not, stop, ask & retry
Deterministic authorization checks
trigger before execution
[GATE 1] Clarification Gate · Deterministic Halt
Is the runtime completely confident in what is being asked? If confidence falls below 99.5%, or if any operational parameter is missing or conflicting, the system refuses to speculate or extrapolate. It immediately halts execution and escalates for human clarification before proceeding.
Hands off. Still in control.
Autonomous agents that self-learn and code solely within your enterprise data perimeter. Complete hands-off execution, backed by mathematically proven deterministic control.
Private Data Perimeter
Zero weights training leakage. Learns and adapts exclusively to your proprietary enterprise data.
Self-Coding with Hard Invariants
Autonomous code synthesis guarded by pre-flight validation gates before any API is mutated.
Cryptographic SHA-256 Receipts
Every executed turn produces an immutable cryptographic proof on the sovereign state ledger.
Agent Plan
db.mutate_orders()
Policy: MaxTx < $50K
Boundary: Dry-Run Sandbox
State Receipt
SHA-256 SIGNED
Autonomy Levels Matrix
Enterprise autonomy is not all-or-nothing. Adopt governed agents gradually, starting with advisory shadows and escalating to autonomous fleets under hard boundary rules.
Advisory & Shadow Analysis
HUMAN DECIDESAgents observe telemetry, inspect document corpora, and draft recommendations. No write access to internal systems or APIs is granted. Humans execute all actions manually.
Gated Human-in-the-Loop
HUMAN APPROVESAgents formulate complete transaction payloads (e.g. ERP purchase orders, maintenance schedules). Deterministic gates pause execution until designated operators sign off with one-click approval.
Bounded Autonomous Execution
GOVERNED AUTONOMYAgents act autonomously as long as parameters stay within mathematically enforced limits (e.g. transactions < $25,000, known vendor list, invariant safety margins). Exceeding bounds halts execution.
Systemic Multi-Agent Fleet
FLEET ORCHESTRATIONSpecialized autonomous agents communicate across departments via Model Context Protocol (MCP). Every agent handoff is signed with cryptographic proofs, preventing cascade failures.
Bounded Autonomous Execution
Automated Circuit Breaker
Full Turn SHA-256 Merkle Receipt
Enforced by Deterministic Gates
Security, Governance & Receipts
In enterprise operations, AI cannot be a black box. YAPRA seals every prompt, policy evaluation, tool invocation, and state mutation into an indelible, verifiable audit trail.
The 6 Sovereign Boundaries
Mathematical constraints baked directly into the kernel. These gates cannot be bypassed by high model confidence or prompt manipulation.
Isolation by Default
Isolation by Default
One installation per organization. Your own database, storage, and indexes. Row-level access governed in the data layer, not application goodwill.
Un-bypassable Gates
Un-bypassable Gates
Every action passes deterministic authorization and scope checks after the model proposes, before execution runs.
Proposal, Not Command
Proposal, Not Command
The core defense against prompt injection. The blast radius of a bad suggestion is strictly bounded by architecture.
Least-Privilege Tool Access
Least-Privilege Tool Access
Agents see only tools their scope grants. Unauthorized requests are rejected. The platform fails closed, not open.
Secrets Out of Reach
Secrets Out of Reach
Credentials live in environment configuration only. Traces record everything except raw secrets, which are scrubbed by design.
Absolute Attribution
Absolute Attribution
Every action answers: what happened, on whose authority, and under which approved version. Detection and audit come built in.
SHA-256 Merkle Receipts
Every turn computes a cryptographic digest linking the exact user prompt, loaded document versions, gated policy evaluations, model proposal, and adapter execution.
ACID State & Transactional Rollback
Dispatched actions to ERP, CRM, or SCADA are wrapped in atomic transactions with active circuit breakers. If an invariant fails downstream, changes roll back cleanly.
SOC2 Type II & ISO 27001 Ready
Architected for compliance out of the box. Multi-tenant isolation, row-level AES-256 encryption at-rest, TLS 1.3 in-transit, and role-based access control (RBAC).
// Transaction Turn Receipt ID: tx_984a_20260917_0042
merkle_root: "7f83b1657ff1fc53b92dc18148a1d65dfc2d4b1fa3d677284addd200126d9069"
turn_hash: "3b9fa81c628e932b145d82a1789c02ff438b01a2f1c849e7b4e9182371a5cd19"
deterministic_gates: [
{ "gate": "GATE_01_CLARIFICATION", "status": "PASS", "confidence": 0.994 },
{ "gate": "GATE_02_POLICY_SCOPE", "status": "PASS", "ceiling_usd": 25000, "amount_usd": 24500 }
]
adapter_dispatch: { "protocol": "MCP_SAP_MM", "idempotency_key": "idem_88219_commit" }
// Invariant: Code decides. Mathematical containment guaranteed.