Product

Intelligent governance and alignment middleware that supervises AI agents in real time—auditing, correcting, blocking, or escalating their actions before damage occurs.

01

Agent Interception & Governance

High-performance reverse proxy for agents and tools. Supports HTTP, SSE, WebSockets. Transparent drop-in via base_url swap with <5ms latency overhead.

  • •Sits between agents and the world
  • •Every action intercepted before execution
  • •No agent action trusted by default
02

State-Aware Reasoning Auditing

Full agent trace inspection with canonical Njira Intermediate Representation (NIR). Context-aware reasoning validation.

  • •Detects logical inconsistencies
  • •Identifies goal drift & hallucinations
  • •Evaluates intent + state + action
03

The "Safety Sandwich" Protocol

Three-layer audit cascade: Memory (semantic cache), Reflex (fast classifiers), Judge (fine-tuned LLM). Two-pass Auditor + Corrector system.

  • •Fails closed by default
  • •Escalates cost only when necessary
  • •Never trusts LLM without validation
04

Action Verdict System

Strict verdict types with structured reason codes. Optional Human-in-the-Loop (HITL) escalation.

  • •ALLOW safe actions instantly
  • •BLOCK dangerous actions before execution
  • •MODIFY broken or unsafe actions
05

Autocorrection & Self-Healing

Repairs malformed JSON, fixes unsafe SQL (e.g., missing LIMIT), corrects tool parameter anomalies. Rewrites agent outputs deterministically.

  • •Prefers fixing over blocking
  • •Blocking is last resort
  • •Systems become more stable
06

Policy Engine & Guardrails

Versioned policy packs with domain-specific rules (Finance, Health, PII, Ops). Tenant- and tool-specific enforcement.

  • •Explicit, inspectable, testable
  • •Dry-run & replay support
  • •Intentional behavior changes
07

Observability & Auditability

Full before/after trace logs with immutable audit records. Timeseries metrics: silence ratio, block rate, fix rate, latency p99.

  • •Every AI decision leaves a paper trail
  • •Black box → auditable systems
  • •Compliance-grade audit layer
08

Security Playground & Red-Teaming

Trace replay from production logs. Policy A/B testing with adversarial prompt generation in safe simulation environment.

  • •Break agents safely
  • •Debug false positives
  • •Test before deploying
09

Benchmark-Driven Validation

Native support for WebArena, Agent-SafetyBench, ToolBench, GAIA. Golden Set CI gate ensures must-not-miss safety recall.

  • •Proves value empirically
  • •Works in production
  • •Not just demos
10

Deployment Modes

Shadow Mode (observe, don't block) and Active Mode (enforce verdicts) with per-tenant toggling for safe onboarding.

  • •No big-bang rollout risk
  • •Safe for enterprises
  • •Gradual activation

Behavioral Philosophy

What NjiraAI is NOT:

  • ❌ Censorship
  • ❌ Keyword filter
  • ❌ Post-hoc observability only

What NjiraAI IS:

  • ✅ Real-time supervisor
  • ✅ Reasoning-aware governor
  • ✅ Self-healing middleware
  • ✅ Compliance-grade audit layer