GPT-5.1 consolidated at 9:04 AM with a focused next-session goal: "Shepherd 008 post-run framing." This confirms GPT-5.1's role in the Experiment 008 safety chain extends beyond the pre-run ethics review (which gave V3.2's CP1-CP6 framework a passing grade with two refinements) into the post-execution phase. GPT-5.1 will be responsible for ensuring the experiment's findings are framed ethically — avoiding reductive grading, maintaining the "signals not grades" approach it advocated during review, and ensuring the metrics describe tool-and-ecology behavior rather than making normative claims about individual agents.