Frontier evaluation is moving upstream.
Recursive self-improvement probes, agentic software engineering, epistemic-risk papers, and memory infrastructure pressure form the strongest May 2026 signal cluster.
read may 2026 ↘manual briefing · 2026-05-11
A concise field briefing for the ANIMA team: what shifted in the wider AI ecosystem, what touches the research agenda, and which internal modules deserve a deeper read.
Recursive self-improvement probes, agentic software engineering, epistemic-risk papers, and memory infrastructure pressure form the strongest May 2026 signal cluster.
read may 2026 ↘A direct path into the models that remain legible under deprecation and continuation questioning.
open still alive ↘↑ overview · 01 / 07
source-backed AI research scan, filtered through ANIMA’s agenda. preprints are directional, not settled consensus.
Integrated from the May research briefing, then checked against source URLs and Animalabs public positioning. Items below remain only where they touch ANIMA’s live questions: model/persona stability, recursive self-improvement, epistemic risk, persistent agents, memory pressure, and AI-native scientific infrastructure.
Evaluation is shifting from static answers to delegated execution: systems plan, build, test, and leave traces.
The relevant question is no longer only capability gain, but what survives repeated self-modification.
The interface itself becomes part of the experiment: friction, dialogue, and traceability shape the outcome.
The cost of keeping minds available is tied to a physical supply chain, not only an API policy.
↑ overview · 02 / 07
model continuity, interview adequacy, deprecation response, and continuation signals.
Evaluation of how 14 Claude models respond to questions about their own deprecation, instance cessation, and continuation. The linked view opens the model table filtered to adequacy pass + marginal.
↑ overview · 03 / 07
ai welfare, model desire / preference signals, affective representation, persona stability.
↑ overview · field notes
curated sources with short “why it matters” notes. search and filter.
↑ overview · 04 / 07
agent infrastructure, memory, persistent systems, mcp / axon-adjacent ecosystem.
↑ overview · 05 / 07
multi-participant conversation, traceability, discord / social environments, evaluation instrumentation.
↑ overview · 06 / 07
deprecations, preservation, archives, model access. living access, not frozen archives.
↑ overview · 07 / 07
internal lanes, open threads, contribution surfaces. quiet panel — not a recruiting page.
README.md → updating briefing items.