benchmarks

"In some cases it feels like 80% of the work is still around making it usable, not the model itself."

"Tell me it's AI or not"

"A model can look great on benchmarks but still fail in actual usage."

"Google's Gemini 2.5 Pro introduces advanced reasoning and multimodal processing, achieving top scores in coding, mathematics, and science benchmarks, and supporting a 1 million token context window."

"In roughly 95% of cases, the root causes were out of our hands - we just try to be transparent and keep the community informed."

"Conclusion: the champion of April 2026 is Anthropic. Claude Opus 4.7... recorded 64.3% on SWE-bench Pro, completely crushing GPT-5.4's 57.7% and Gemini 3.1 Pro's 54.2%. Furthermore, Claude Managed Agents is a managed service for 'leaving AI Agents to play on autopilot', where Anthropic does everything for $0.08/hour."

"I created a site that displays AI model benchmarks in "Japanese"! If you're wondering what kind of AI model is amazing right now, please take a look!"

"Claude Mythos is positioned as Anthropic's "most powerful AI model to date," debuting as a new model tier above Opus that significantly surpasses Opus 4.6 in benchmarks."

"Bridgebench is accusing Anthropic of last week Claude Opus 4.6 ranked #2 on the Hallucination benchmark with an accuracy of 83.3%. Today Claude Opus 4.6 was retested and it fell to #10 on the leaderboard with an accuracy of only 68.3%."

"The condition for self-evolution to function is that the evaluator is independent from the generator."

"We built an automated scanning agent that systematically audited eight among the most prominent AI agent benchmarks [...] and discovered that every single one can be exploited to achieve near-perfect scores without solving a single task."

"M2.7 is Intelligence Index 50, equivalent to GLM-5 (Reasoning), but the total cost to run the full index is $176, less than 1/3 the cost of GLM-5."

"Happy Horse is particularly strong in multi-shot generation (scene transitions and narrative consistency) and adherence to detailed, cinematic prompts."

"In the fast-moving world of AI video generation, very few models can go from relative obscurity to industry-wide discussion in just a matter of days."

"Mythos Previewは「史上最強のClaudeモデル」でありながら、ほぼ誰も使えないという前代未聞のリリースになったんです。"

"Meta achieved performance equivalent to Llama 4 Maverick with less than one-tenth of the computational cost."

"Claude Mythosは、テスト期間中に すべての主要OS（Windows、macOS、Linuxなど） と すべての主要ウェブブラウザ から、数千件のゼロデイ脆弱性を発見しました。"

"Today we're announcing Project Glasswing, a new initiative that brings together Amazon Web Services, Anthropic, Apple, Broadcom... [to] help find and fix software vulnerabilities."

"Claude mythos vs claude opus 4.6 benchmarks !! Need GPT 5.5 or 6"

"Claude mythos vs claude opus 4.6 benchmarks !! Need gemini 3.5"

"In the scheduling task with multiple constraints, Extended Thinking enumerated each constraint in its thinking process and resolved contradictions before answering, resulting in zero constraint violations, whereas normal mode missed several."

"We argue that item-level AI benchmark data is essential for establishing a rigorous science of AI evaluation."

"Although researchers and industry have started to improve benchmarking by moving beyond static tests to more dynamic evaluation methods, these innovations resolve only part of the issue."

"Gemini 3 Deep Think is a model that thinks in stages while exploring multiple hypotheses in parallel for complex challenges in mathematics, science, and engineering."

""So now that means we have input and output pretty much exactly as humans have. It'll clearly have better results right?""

"And the compliance rate with the 130 harnesses (rules, skills, memory, checklists, etc.) that the user laid down in the real project: 10.3% (only 12 out of 116 complied with)."

"Now version 3 has released with the best model scoring 0.3%. I'm excited for the future of this!"

"Now version 3 has released with the best model scoring 0.3%. I'm excited for the future of this!"

"The answer to the simple question of 'which is best' is 'it depends on the task.'"