December 2025

Development recap for December 2025, highlighting new features, integrations, improvements, and fixes across GL AIP.

1. Agent Planning System

   Introduced a structured planning system for agents, enabling better task decomposition, sequencing, and more predictable execution outcomes.

2. Logging Migration to gllm-core

   Migrated logging infrastructure to gllm-core to improve consistency and observability.

3. Pre-signed S3 URLs for Agent File Downloads

   Agents can now generate pre-signed S3 URLs for secure and time-limited file downloads.

4. Encryption for Agent, Tool & MCP Config

   Added encryption for agent, tool, and MCP configurations to better protect sensitive data at rest and in transit.

5. Enable PII in Tool Calling Level

   Introduced controlled support for PII at the tool-calling level, allowing sensitive data usage while maintaining security and compliance safeguards.

6. Migrate gl-agents to GL AIP SDK

   Migrated gl-agents to the GL AIP SDK, improving maintainability, consistency, and alignment with the broader AIP platform.

7. Agent Report Sync

   Enabled synchronization for agent-generated reports, ensuring updates are reflected consistently.

8. Weekly Report Agent Revamp

   Redesigned the Weekly Report agent to implement new architecture design.

9. SLM Exploration

   Initiated exploration of Small Language Models (SLMs) to evaluate performance, cost efficiency, and suitability for specific workloads.

10. Unified Document Loader

    Consolidates document readers into a unified document-loader package.

11. GPT-5.2 Support with Reasoning Effort Levels

    Added support for GPT-5.2 with configurable reasoning effort to balance response quality, latency, and computational cost.

12. SDK Runtime Configuration

    Added runtime configuration plumbing to the SDK, enabling agents to receive and apply dynamic configuration at execution time for greater flexibility and control.

13. CRUD Accounts in Slash Command

    Enabled full CRUD operations for account management directly via slash commands, improving administrative efficiency.

14. GET Endpoints Filter by Account ID (Supporting Multi-Tenancy)

    Enhanced GET endpoints to support filtering by account ID, improving data isolation and multi-tenant support.

15. MCP Native Seeding and Protections

    Added native MCP seeding and protection mechanisms to improve initialization reliability and safeguard system integrity.

16. Configurable Maximum Agent Step and Delegation Depth

    Implements the ability to configure maximum steps and delegation depth for agents.

17. PII Toggle in AIP-Agents Library

    Introduces a toggle to enable or disable PII handling in aip-agents library.

18. Browser-Use, Document-Loader, Code-Sandbox, Web-Search, Time Tool Migration

    Migrates Browser-Use, Document-Loader, Code-Sandbox, Web-Search, time tool to the aip-agents library.

19. SSE Stream Transformer Module

    Adds a new SSE stream transformer module for improved streaming.

20. Run with File in Local

    Migrates running agents with local files to the aip-agents library.

21. Route Sub-Agent HITL Decisions via Registry

    Routes human-in-the-loop (HITL) decisions for sub-agents through a centralized registry.

22. Support for gemini-3-flash

    Adds support for gemini-3-flash model.

23. Custom Tool Plugin Requirement Removed

    Removes the gllm-plugin requirement for custom tools.

24. Account Filter for List Endpoints

    Adjusts account filter to support both opt-out and opt-in modes.

25. Exclude Sensitive Credentials from Agent and Language Model

    Fixes API to prevent exposure of sensitive credentials in agent and language model responses.

26. Schedule SDK with CRUD Operations

    Implements Schedule SDK supporting create, read, update, and delete functionalities.

27. GL AIP SDK Local Execution

    Enables GL AIP SDK to run in local environments.