AI reliability can't come from "self-reflection" alone. Welcome to the era where a separate agent audits the answer before you get it 🔬 Title: Apodex-1.0: A Verification-Centric Agent Team for Discoverative Intelligence URL: 🔬 Overview A system that shifts from a single-agent reasoning loop to a verification-centric distributed agent team. In heavy-duty mode it becomes an asynchronous team that specializes, cross-checks, and audits its own evidence before answering. ❓ Challenges Solved Reliability on hard, open-ended problems can't come from a model's parametric memory alone. The premise: the hardest research problems are bounded not by model capacity but by what the model is allowed to interact with. 💡 Methodology & Proposed Approach ・A main agent asynchronously spawns specialized sub-agents with independent contexts and tools ・A shared report pool aggregates parallel findings without blocking on slower tasks ・A verification agent team handles conflict resolution, fact-checking, and draft review ・The core idea is verification as external audit: the reasoning agent and auditing agent are separated, and the verifier is free to disagree ・It coordinates up to 150 sub-agents over 15,000+ steps in a single task 📊 Experimental Results ・BrowseComp 90.3 / DeepSearchQA 94.4 / BrowseComp-ZH 84.1 ・FrontierScience-Research 46.7 (+8 vs competitors) / SuperChem 74.2 (+12 over next-best) ・Heavy-duty mode lifts the base by +14.8 on BrowseComp and +18.4 on FrontierScience-Research ・The open-source 4B-SFT beats every 30B-class open-source model on BrowseComp #AIAgents# #DeepResearch#

Grok 4.1 Fast excels at real-time info retrieval and deep research. Paired with native X integration, code execution, and advanced web browsing, Grok 4.1 Fast + Agent Tools API tops agentic search benchmarks.

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$391B trading volume. 605 global assets. 40M+ on-chain transactions. Gate's May 2026 Transparency Report highlights accelerating growth across trading, wealth management, AI, prediction markets, and blockchain infrastructure. Simple Earn subscriptions reached $1.915B, @GateLayer surpassed 40M transactions, and Gate AI introduced image analysis, deep research, and document interpretation capabilities. As digital assets and traditional finance move closer together, Gate continues building one gateway to global opportunities. Learn more:

53M users. 4,600+ assets. One expanding multi-asset ecosystem. Gate’s April 2026 Transparency Report is here. The momentum keeps building. 🔹 430+ TradFi CFD assets + 70+ tokenized stocks listed 🔹 Unified account connecting spot, derivatives, and RWA products 🔹 AI architecture upgraded to V3 with Deep Research & intelligent push features 🔹 $GT cumulative burn value reached $1.382B 🔹 ETF trading volume approached $20B with active traders up 10%+ MoM 🔹 Celebrated Gate’s 13th anniversary with Racing the Future, Blue Carpet Ceremony & Gate Gala The future of finance is multi-asset, on-chain, and AI-driven — and Gate is building it at scale. Learn more: