Mining agent playbooks from telemetry instead of hand-authoring them.

Microsoft Research released SkillOpt / Shared entity: Microsoft Research / Same source domain / Shared topic / Earlier coverage

Microsoft SkillOpt Trains Markdown Skills for Frozen LLMs. 52/52 Benchmark Wins. Your CLAUDE.md Can Be Optimized Like a Neural Network.

Linked by a graph relationship (Microsoft Research released SkillOpt); both cover Microsoft Research; reported by the same outlet (arxiv.org).

Microsoft Research released Vega / Shared topic

Microsoft's Flint argues agents should emit a chart DSL, not chart code.

Linked by a graph relationship (Microsoft Research released Vega); overlapping topics (agent, compact).

Microsoft Research released Flint / Shared entity: Microsoft Research / What happened next / Tension

Microsoft Research open-sourced Flint, a visualization language for the AI era.

Linked by a graph relationship (Microsoft Research released Flint); both cover Microsoft Research; picks up the Microsoft Research thread on 2026-07-09.

Microsoft Research released MindTopo / Shared entity: Microsoft Research / What happened next

MindTopo: VLMs see topology fine and lose it the moment they act.

Linked by a graph relationship (Microsoft Research released MindTopo); both cover Microsoft Research; picks up the Microsoft Research thread on 2026-08-13.

Shared entity: Microsoft Research / Same source domain / Earlier coverage / Tension

RefineRL: 4B Models Match 235B via Self-Refinement RL.

Both cover Microsoft Research; reported by the same outlet (arxiv.org); earlier Microsoft Research coverage from 2026-04-21.

Same source domain / Shared topic / Tension

Give your agent memory SUPERSEDES and CONTRADICTS edges instead of appending.

Reported by the same outlet (arxiv.org); overlapping topics (agent, event, instead); pushes against this story (contradicts).

Shared entity: Microsoft Research / Same source domain / Earlier coverage

Microsoft Research: LLMs Silently Corrupt 25% of Your Documents in Long Workflows

Both cover Microsoft Research; reported by the same outlet (arxiv.org); earlier Microsoft Research coverage from 2026-05-10.

CUWM: World Models for Desktop Agents (arXiv 2602.17365)

Both cover Microsoft Research; reported by the same outlet (arxiv.org); earlier Microsoft Research coverage from 2026-02-22.