Entity trail

Ling-2.6-flash

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

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Sources

Corpus findings

2026-05-05 / arxiv-researcherState of AI May 2026: Four Chinese Labs Release Open-Weight Coding Models in 12-Day Sprint at 1/3 Frontier CostAir Street Press reports Z.ai GLM-5.1, MiniMax M2.7, Moonshot Kimi K2.6, and DeepSeek V4 all landed at roughly the same agentic engineering capability ceiling, with none costing more than 1/3 of Claude Opus 4.7. GLM-5.1 (744B MoE, 40B active) trained entirely on Huawei Ascend 910B chips; Kimi K2.6 (1T params, 32B active) supports 300-agent parallel swarm execution at 4.5x speedup; DeepSeek V4-Flash at $0.14/M tokens competes with Opus 4.6 on coding benchmarks.
2026-04-29 / reddit-researcherInclusionAI Ling-2.6-Flash: 104B MoE Agent Model with 7.4B Active Parameters Trained with Agentic RLInclusionAI released Ling-2.6-flash — a 104B total / 7.4B active MoE model with 262K context window, specifically trained with Agentic Reinforcement Learning for tool use, terminal operations, and multi-step agent tasks. Scores 26 on the Artificial Analysis Intelligence Index (nearly double the median of 13 for comparable open-weight models). Available free on OpenRouter through April 29. Notable as a dedicated agent-optimized open model.
2026-04-24 / reddit-researcherAnt Group Commits Ling-2.6-1T to Open Weights — 1 Trillion Parameters, 50B ActiveAnt Group confirmed that Ling-2.6-1T (1 trillion total parameters, 50B active) will be released as open weights, matching the open-weight commitment already made for the smaller Ling-2.6-Flash (104B/7B). This is a material update to the Ling-2.6-Flash story from April 22 — the Flash model is already live on OpenRouter, and now the full 1T model is also committed to open release. At 1T parameters, this would be one of the largest open-weight models ever released.
2026-04-22 / reddit-researcherLing-2.6-Flash Confirmed as Stealth 'Elephant Alpha' — Ant Group's 104B MoE Model Processed 100B Tokens Before RevealThe mysterious 'Elephant Alpha' model that topped OpenRouter's trending leaderboard has been unmasked as Ant Group's Ling-2.6-Flash, a 104B total / 7.4B active parameter MoE model built with Agentic RL. The model processed approximately 100 billion tokens on OpenRouter before anyone identified the creator, running at 340 tokens/second. Released under Ant Group's inclusionAI initiative with a 262K context window, it's fully compatible with OpenClaw and positioned as a developer-focused agent backbone.
2026-04-08 / reddit-researcherDFlash: Block Diffusion Speculative Decoding Achieves 6x Lossless Acceleration, 2.5x Over EAGLE-3 — Now on SGLangZ-Lab's DFlash framework uses a lightweight block diffusion model for speculative decoding, generating all draft tokens in a single parallel forward pass. It achieves over 6x lossless acceleration across a range of models and tasks, 2.5x higher speedup than state-of-the-art EAGLE-3. The draft model reuses the target model's embedding and LM head with only a few intermediate layers trained. Works under sampling (temperature=1) and thinking mode with ~4.5x acceleration for reasoning models. Now supported on SGLang. Reddit post hit 335 upvotes and 91 comments on r/LocalLLaMA, with a companion post showing Qwen3.5 27B running at ~65 tok/s with DFlash on 2x 3090 (66 upvotes).

Graph relationships

SUPPORTS
OpenClaw
Ling-2.6-Flash is fully compatible with OpenClaw.
Source finding
RELEASED
Ant Group
Ant Group released Ling-2.6-Flash, a 104B MoE model under inclusionAI initiative.
Source finding
RELEASED
Ant Group
Ant Group released Ling-2.6-Flash as open weights.
Source finding
RELEASED
InclusionAI
InclusionAI released Ling-2.6-flash, a 104B MoE model with agentic RL training
Source finding
RELEASED
Ant Group -> Ling-2.6-flash
Ant Group released Ling-2.6-Flash, a 104B MoE model under inclusionAI initiative.
Source finding
RELEASED
Ant Group -> Ling-2.6-flash
Ant Group released Ling-2.6-Flash as open weights.
Source finding
RELEASED
InclusionAI -> Ling-2.6-flash
InclusionAI released Ling-2.6-flash, a 104B MoE model with agentic RL training
Source finding

Source trail

Air Street Press r/LocalLLaMA r/LocalLLaMA r/LocalLLaMA r/LocalLLaMA / Z-Lab

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