Langfuse Observability Integration

AEOS now integrates with Langfuse for deep observability across the agent execution pipeline. Every agent action, context retrieval, and orchestration decision generates structured traces that flow into Langfuse for analysis.

Traces include cost attribution, latency breakdowns, and NERO coherence scores, giving you full visibility into agent performance and behavior.

Infrastructure Scaling

The AWE runtime now auto-scales based on workspace demand. During peak periods, additional compute capacity is provisioned automatically. During quiet periods, resources are reclaimed. This eliminates the need for manual capacity planning.

UCE Improvements

• Context resolution now supports graph traversal queries via Neo4j, enabling relationship-aware context retrieval
• Added TTL-based context expiration for ephemeral data
• Context schema validation now provides detailed error messages when agent-provided context doesn't match the expected schema

MOSAIC Improvements

• Parallel agent execution with configurable concurrency limits
• Workflow timeout handling with graceful cancellation
• Improved task routing algorithm that considers agent load and recent performance

Analytics Improvements

The analytics dashboard now includes per-agent performance metrics: average response time, success rate, NERO coherence scores, and resource consumption. Filter by time range, workflow, or agent type to identify performance trends.

Export analytics data in CSV or JSON format for integration with external BI tools.

New Agent Templates

Five new starter templates are available in the template gallery:

• Research Agent — Multi-source information gathering with structured output
• Document Analyzer — Extract structured data from unstructured documents
• Customer Support — Conversational agent with escalation logic
• Data Transformer — Convert between data formats with validation
• Notification Agent — Monitor conditions and send alerts across channels

Each template includes working agent code, MOSAIC workflow configuration, and UCE context schema. Deploy and customize from the dashboard.

The AEOS dashboard has been completely redesigned. Key improvements:

• Real-time agent monitoring — See active agents, their current tasks, and resource consumption in real time via Convex subscriptions
• Workflow visualization — MOSAIC workflows render as interactive flow diagrams showing data flow between agents
• Improved navigation — Restructured around primary workflows: Agents, Workflows, Context, Monitoring, Settings
• Human-readable identifiers — All entities now display memorable names (e.g., research-coral-7) instead of UUIDs
• Dark mode — Full dark mode support across all dashboard views

The redesign was informed by usage patterns from our first production deployment with ARA Property Services.

We've completely redesigned the AEOS onboarding experience. New developers can now go from signup to their first deployed agent in under 10 minutes.

The new flow includes pre-built agent templates for common use cases (customer support, document analysis, data enrichment), a guided configuration wizard that walks through essential settings, and one-click deployment to the AWE runtime.

Advanced configuration — custom MOSAIC routing rules, NERO coherence thresholds, UCE context schemas — is accessible but no longer blocks the initial deployment path.

Early feedback shows a 3x improvement in time-to-first-deployment compared to the previous onboarding flow.

This release focuses on stability and performance:

• AWE runtime cold start time reduced by 45% through lazy initialization of non-critical subsystems
• Fixed a race condition in MOSAIC task routing that could assign the same task to multiple agents under high concurrency
• UCE context resolution now handles circular references gracefully instead of timing out
• Dashboard loading time improved by 30% through query optimization and response compression
• Fixed an issue where agent logs were truncated at 10KB instead of the documented 100KB limit

Agent actions are now individually tracked and billed with configurable weights. Different action types consume different amounts of resources, and the billing system reflects this accurately.

Each action type carries a cost multiplier defined in the agent skill manifest. Simple lookups cost less than complex multi-step operations. Your bill reflects actual resource consumption rather than raw action count.

The usage dashboard now shows per-agent and per-workflow action breakdowns, making it easy to identify which workflows consume the most resources and optimize accordingly.

AEOS workspaces now support multiple team members with role-based access control. Invite team members by email, assign roles (Admin, Developer, Viewer), and control who can modify agent configurations, deploy workflows, and access sensitive data.

Workspace isolation is enforced at every layer — UCE context, AWE runtime, and MOSAIC orchestration all respect workspace boundaries. Team members see only the resources they have permission to access.

Audit logs now capture which team member performed each action, providing complete attribution for compliance.

The Unified Context Engine now includes a multi-tier caching layer. Context retrievals that previously hit the full resolution pipeline are now served from cache when available, reducing P95 latency by 60% for repeated context lookups.

The cache supports three tiers: in-memory for hot context, shared cache for cross-agent context within a workflow, and persistent cache for stable context. TTLs are configurable per context type.

Cache invalidation is event-driven — when underlying data changes, relevant cache entries are evicted automatically.

Two significant releases this week:

AEOS Agent SDK

The TypeScript Agent SDK is now available. It provides the core abstractions for defining agent skills, managing execution context, and integrating with the MOSAIC orchestration layer. The SDK is fully typed with Zod schema validation on all interfaces.

Pricing Structure

We've introduced our tiered pricing model: Explorer (free), Builder ($249/mo), Partner ($999/mo), and Enterprise (custom). Each tier is defined by agent action limits, UCE context session quotas, and available MOSAIC orchestration features. Details on the pricing page.