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Public story · 2026-02-24 · source-backed
Domain: agent-patterns | Difficulty: advanced | Source
K2.5 self-directs up to 100 sub-agents without predefined roles. $0.60/1M input ($0.10 cached), $3.00/1M output. The PARL training methodology prevents "serial collapse" (defaulting to sequential) and "fake parallelism" (spawning without reducing latency). Open-source implementation: pip3 install -U open-parl.
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Moonshot AI deprecates Kimi K2 / Shared entity: Kimi K2 / Same source domain / Shared topic / What happened next / Tension
Linked by a graph relationship (Moonshot AI deprecates Kimi K2); both cover Kimi K2; reported by the same outlet (kimi.com).
Shared entities / Same source / Shared topic / Earlier coverage
Both cover Kimi K2, Self; cite the same source (Source); overlapping topics (agent, kimi).
Shared entities / Shared topic / Earlier coverage
Both cover Difficulty, Domain, Self; overlapping topics (advanced, agent, difficulty); earlier Difficulty coverage from 2026-02-20.
Shared entities / Shared topic / What happened next / Tension
Both cover Difficulty, Domain; overlapping topics (advanced, agent, difficulty); picks up the Difficulty thread on 2026-02-26.
K2 Vendor Verifier benchmarked against Kimi K2 / Shared entity: Kimi K2 / Same source domain / What happened next / Tension
Linked by a graph relationship (K2 Vendor Verifier benchmarked against Kimi K2); both cover Kimi K2; reported by the same outlet (kimi.com).
Shared entities / Shared topic / What happened next / Tension
Both cover Difficulty, Domain; overlapping topics (advanced, difficulty); picks up the Difficulty thread on 2026-02-26.
Moonshot AI deprecates Kimi K2 / Shared entity: Self / Same source domain / What happened next
Linked by a graph relationship (Moonshot AI deprecates Kimi K2); both cover Self; reported by the same outlet (kimi.com).
Moonshot AI deprecates Kimi K2 / Shared entity: Kimi K2 / Shared topic / What happened next
Linked by a graph relationship (Moonshot AI deprecates Kimi K2); both cover Kimi K2; overlapping topics (agent, kimi).