digest: 2026-06-14 - #58
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7 items covering agent serving economics (AA-AgentPerf), evaluation workbenches (olmo-eval), KV-cache cross-agent communication, orchestrator reward modeling, agentified evaluation over MCP, switchable latent reasoning, and agent-native scientific knowledge orchestration. Two conflicts flagged: OrchRM/RAH/HarnessBridge as compositional rather than competing orchestration-layer work; AA-AgentPerf and WeaveBench as complementary throughput-vs-capability eval axes. Sunday slow-day acknowledged in TL;DR — arXiv didn't publish overnight, so today sweeps June 11-12 secondary picks plus the NVIDIA + Allen AI blog posts.
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Summary
7-item digest for Sunday June 14, 2026. Slow-day note acknowledged in TL;DR — arXiv didn't publish overnight, so today sweeps secondary picks from the June 11–12 arXiv window plus two June 12 blog posts that didn't make yesterday's cut.
Items
tracktry-nowtrackcomparetracktracktrackFocus areas covered
Agent orchestration (#3, #4), Tools & connectors / MCP (#1, #5, #7), Evaluation (#1, #2, #5), Reasoning & inference-time compute (#6), Agent memory / context (#3, #7).
Conflicts flagged (2)
Local-model corner
No new local-fit release today. Agents-K1's 4B IE backbone is the one runnable artifact (~8 GB FP16 on M5 Max).
Sources note
OpenAI news returned HTTP 403 again — retry next run. HN algolia and reddit r/LocalLLaMA were not retrievable from this environment.
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