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Squad AI

Platform Updates

Track changes, new features, and improvements to the Squad platform.

Early Access · April 2026

The initial early-access release of the Squad platform, available to selected partners.

AIM Reasoning Engine

  • Active Inference Model with 15-node LangGraph pipeline: classify, retrieve, plan, execute, review, and recover
  • Dual-process execution: fast template matching (System 1) and full deliberative reasoning (System 2)
  • Multi-turn disambiguation via Expected Information Gain
  • Structured recovery through the Explorer node (exploit, explore, clarify, identify gaps)

Workflows & Query Curation

  • Workflow storage as Workflow → Step → Tool graphs in procedural memory
  • Query approval lifecycle: pending, approved, rejected with full CRUD management
  • Tune page for administrators to review, approve, and revoke query templates and workflows
  • Tool registry with automatic availability to workflows upon approval

Document Ingestion (USEP)

  • Universal Semantic Encoding Pipeline with Discovery and Ontology-Fed modes
  • Format-agnostic ingestion: PDF, DOCX, PPTX, Markdown, CSV, Excel, HTML, plain text
  • Co-occurrence concept network with Leiden community detection
  • Three-layer storage model: Episodes, Mentions, and Entities
  • Budget-controlled iterative deepening for retrieval

Real-Time Streaming

  • Server-Sent Events (SSE) with per-node granularity during AIM processing
  • Live event stream and historical event trace endpoints
  • Redis-backed event distribution with correlation ID tracing

Security & Access Control

  • OAuth2/OIDC authentication with Keycloak (bundled) or federated IdP
  • Role-based access control with API-level and tool-level permissions
  • High-risk query filtering: automatic decline for unmatched high-risk queries
  • Immutable, append-only audit trail

Memory Architecture

  • Four orthogonal memory systems: episodic, semantic, procedural, and working memory
  • Knowledge graph backed by Neo4j with HNSW vector indexes
  • Entity resolution with progressive consolidation and soft merges

Get in touch to discuss early access.