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134 published insights · page 1 of 8

ANALYSIS
Analysis 94 trend Sources checked

Meta Muse Reality Check: Sentinel Controls Egress, but Spark 1.3’s 88.8% Terminal-Bench 2.1 Is Not a 4.0 Score

Meta's Muse ships a dedicated Secure VM and a Sentinel permission layer outside the main agent. Muse Spark 1.3 is fast and competitively priced, but Meta's 88.8% Terminal-Bench 2.1 result is...

Sep 11, 2026 Read →
ANALYSIS
Analysis 97 trend Sources checked

Claude Mythos 5.1 Reality Check: 60.9% Terminal-Bench 4.0 Is Vendor-Run, Access Is US-Vetted—and UK AISI Did Not Pre-Test This Release

Anthropic says Mythos 5.1 is the same underlying model as Fable 5.1 with reduced cyber/biology safeguards. We audit its US-only access, 60.9% vendor Terminal-Bench 4.0 score, missing SWE-ben...

Sep 11, 2026 Read →
ANALYSIS
Analysis 98 trend Sources checked

OpenAI Navier–Stokes Reality Check: 10,000 Agents, 130B Output Tokens and a Lean Proof—But Clay Still Lists It Unsolved

OpenAI says an unnamed internal model used roughly 10,000 agents, 2.7M messages and 130B output tokens to produce a Navier–Stokes proof with Lean formalization. We separate the public artifa...

Sep 11, 2026 Read →
ANALYSIS
Analysis Sources checked

Tencent Hy4 Preview Reality Check: SWE-bench Pro 65.7 and Terminal-Bench 2.1 85.4 Are Vendor-Run; the 214GiB Quant Is Still Heavy

Hy4 preview is a 770B/49B-active open MoE with strong Tencent-reported coding scores. We separate SWE-bench Pro from Verified, Terminal-Bench 2.1 from 4.0, and inspect the 213.66GiB mixed-bi...

Sep 11, 2026 Read →
ANALYSIS
Analysis Sources checked

Meta Muse Reality Check: Sentinel Gates Internet Actions, but End-to-End Reliability Is Still Unbenchmarked

Meta’s Muse adds a Secure VM, a separate Sentinel action gate and human approvals, but the full product has no reproducible end-to-end benchmark yet. We separate Muse from Muse Spark 1.3 and...

Sep 11, 2026 Read →
ANALYSIS
Analysis 92 trend Sources checked

GPT-Image-2.5 Reality Check: 50% Lower Latency, but API Token Rates Are 2× GPT-Image-2; No Independent 2.5 Leaderboard Yet

OpenAI’s new GPT-Image-2.5 Flare and Sunburst promise faster, more precise image generation and editing. We audit the 50% latency claim, doubled API token rates, safety-eval caveats and miss...

Sep 11, 2026 Read →
ANALYSIS
Analysis Sources checked

Meta Text-AB Reality Check: 3B Parameters, 480K Hours, 4.53/5 Human-Likeness—and No Public Checkpoint Yet

Meta’s Alignment-Free Text-Audiobox is a 3B speech-generation research system trained on 480,000 hours of monolingual audio. Its strongest results rely on internal datasets, human ratings an...

Sep 11, 2026 Read →
ANALYSIS
Analysis 87 trend Sources checked

LLaDA-Image Reality Check: 53.53 Qwen-Image-Bench, 4-Step Turbo, but Training Code Is Still Coming

inclusionAI's 6B LLaDA-Image leads the compared open models on Qwen-Image-Bench and has a 4-step Turbo variant, but the live repository still says training code is coming soon and no indepen...

Sep 11, 2026 Read →
ANALYSIS
Analysis 89 trend Sources checked

Claude Fable 5.1 Watermark Reality Check: Private Detector, No Public Claude-Specific ROC Yet

Fable 5.1 now watermarks generated text across supported platforms, but Anthropic's detector remains private and no public Claude-specific ROC or error-rate calibration was found.

Sep 11, 2026 Read →
ANALYSIS
Analysis 86 trend Sources checked

Gemini Agentic Video Reality Check: Google Claims 88% Fewer Tokens; a Small Matched Test Found Static 23% Cheaper

Google says Gemini agentic video can cut tokens by up to 88% and cost by up to 66%. A small matched public test found better targeted retrieval but lower cost and latency with static process...

Sep 11, 2026 Read →
ANALYSIS
Analysis 91 trend Sources checked

MiniCPM5-2B Reality Check: 46.4 SWE-bench Verified Is Vendor-Reproduced; Current AA Index Is 13, and Sampling Can Matter

OpenBMB's 2.5B dense model is unusually strong for its size, but its 46.4 SWE-bench Verified and 14.4 SWE-bench Pro scores are vendor-reproduced. We separate current AA v4.3 evidence from la...

Sep 9, 2026 Read →
ANALYSIS
Analysis 93 trend Sources checked

Grok 4.7 Reality Check: Musk Targets About September 12, but xAI Has No Model ID, Price or Benchmark Yet

Elon Musk says Grok 4.7 is due in about 10 days from September 2, but xAI still has no official 4.7 model page, API ID, pricing or benchmark table. We separate founder claims from shipped ev...

Sep 9, 2026 Read →
ANALYSIS
Analysis 88 trend Sources checked

AIM Enterprise Reality Check: 69 Tasks Put Opus 5, GPT-6 Astra, Fable 5.1 and Grok 4.6 Within 2.9 Points—but Judges Disagree 32.7% of the Time

AIM Enterprise tests 16 models across 69 business tasks. Its top four are within 2.9 points, while two LLM judges disagree sharply on 32.7% of individual scores. We audit harness, cost and b...

Sep 9, 2026 Read →
ANALYSIS
Analysis 76 trend Sources checked

Blue Machines Aurora Reality Check: 1.51% Semantic WER and 2,400 Streams/H100 Are Internal Tests, Not a Public Benchmark

Blue Machines reports 1.51% English Semantic WER, 4.23% BFSI entity error and up to 2,400 streams/H100 for Aurora. We audit why those launch numbers remain internal and are not directly comp...

Sep 9, 2026 Read →
ANALYSIS
Analysis 90 trend Sources checked

GPT-6 Astra Portal Reality Check: 23h43m, 434.8M Tokens, Paused-Game MCP—and Why It Is Not a Benchmark

A public GPT-6 Astra/Codex run reached Portal's credits in about 23h43m with 434.8M reported tokens. The artifacts are unusually strong, but the paused-game MCP, exact telemetry, n=1 sample...

Sep 9, 2026 Read →
ANALYSIS
Analysis 91 trend Sources checked

Quasar 438B Reality Check: It Is a Compressed GLM-5.2 Specialist; AA Index 43→27 Is a Version Change

Quasar 438B is now explicitly disclosed as a compressed GLM-5.2 specialist. Its launch AA Index 43 was v4.1.1; the current profile is 27 on v4.3, and Terminal-Bench 69.3 belongs to legacy v2...

Sep 8, 2026 Read →
ANALYSIS
Analysis 88 trend Sources checked

MiniCPM5-2B Reality Check: 23→15→14 Is an Index Revision; SWE-bench Verified 46.4 and Pro 14.4 Are Vendor-Run

OpenBMB's 2.52B MiniCPM5-2B is unusually strong for its size, but launch scores mix benchmark versions and evaluators. SWE-bench Verified 46.4 and Pro 14.4 are vendor-run, Terminal-Bench 2.1...

Sep 8, 2026 Read →
ANALYSIS
Analysis 88 trend Sources checked

Claude Fermat Reality Check: The Lean Proof Checks, but the 11-Day Run Used an Internal Fable-5.1-Class Model

Anthropic's 13-million-line Fermat formalization is publicly checkable and Kevin Buzzard independently compiled it, but the 11-day generation run used an unreleased internal model only descr...

Sep 8, 2026 Read →
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