Rio Tintos data science team saw an opportunity to preserve institutional knowledge and improve developer productivity by modernizing a legacy codebase. Rather than attempting a full system overhaul, the team focused first on adding generative AI capabilities to their critical legacy application. By using the proven, open, and trusted data foundation of AWS, the company laid the groundwork for incremental modernization without disrupting core operations. Learn about model fine tuning against legacy codebases, Amazon Nova, SageMaker Jumpstart and AgentCore in this deep dive with AWS & Rio Tinto
What this session is about
Live updates related to this session LIVE
Sourced via Parallel AI Monitor — continuous web watch on 21 topical streams. Updated .
- atlan.com high confidence Decision lineage & audit trails for agents
Decision Traces: Essential AI Infrastructure for Enterprise Scale
Core idea: The Context Graph resource guide defines context graphs as a 'living record of decision traces' used for execution validation and temporal reasoning. It distinguishes them from knowledge graphs (static entities) and vector databases (semantic similarity) by their nativ
- anyway.sh high confidence AI workers / Results-as-a-Service / outcome pricing
About Us
Anyway introduced an outcome-based agentic payment platform that allows AI agent developers to charge based on actual value delivered rather than subscriptions or token usage. Operationally, it integrates agent payment rails with LLM-powered optimization to lower model costs and
- fast.io high confidence Decision lineage & audit trails for agents
AI Agent Audit Trail: Complete Guide for 2026 | Fastio
Core idea: Atlan defines 'Decision Traces' as structured records of how and why organizational decisions were made (capturing reasoning paths, policies, and precedents) rather than just data movement. It positions decision traces as a key layer of a 'Context Graph' (alongside kno
- insights.reinventing.ai high confidence Open-source agent infrastructure
Open-Source AI Agent Infrastructure Reaches Production Maturity
Galileo released Agent Control, an open-source (Apache 2.0) control plane designed for the centralized governance, real-time policy enforcement, and safety of AI agents. It allows developers to integrate governance hooks using a @control() decorator, decoupling policy management
- pypi.org high confidence Decision lineage & audit trails for agents
agent-audit-trail · PyPI
Core idea: Atlan defines 'Decision Traces' as structured records of how and why organizational decisions were made (capturing reasoning paths, policies, and precedents) rather than just data movement. It positions decision traces as a key layer of a 'Context Graph' (alongside kno
External links matched to this session via topic relevance. The KB does not endorse third-party content; verify before citing.