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SuanNi
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SuanNi

A community for AI developers that aggregates large-model development services, models, and compute power.

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Recent Articles

Latest from SuanNi

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SuanNi
SuanNi
May 27, 2026 · Artificial Intelligence

Key Use Cases and Deployment Guide for OpenClaw Autonomous Agents

The article outlines the core application scenarios of OpenClaw autonomous agents—from personal productivity tools and DevOps assistants to business operations, research workflows, and industry‑specific solutions—provides detailed case studies, step‑by‑step deployment instructions, security configurations, and best‑practice recommendations for effective implementation.

AI automationDevOpsOpenClaw
0 likes · 14 min read
Key Use Cases and Deployment Guide for OpenClaw Autonomous Agents
SuanNi
SuanNi
May 26, 2026 · Artificial Intelligence

Why Tokens Are Burning Out and a Free Claude Opus 4.6‑Level Model Is Coming

The SkyClaw‑v1.0 model from Skywork AI offers a free, soon‑to‑be open‑source large‑language model for agent applications that matches Claude Opus 4.6 in performance while cutting token costs dramatically, and the article details its benchmarks, training pipeline, and deployment recommendations.

AgentLarge Language ModelOpenAI API
0 likes · 7 min read
Why Tokens Are Burning Out and a Free Claude Opus 4.6‑Level Model Is Coming
SuanNi
SuanNi
May 25, 2026 · Artificial Intelligence

Top AI Models Achieve Under 4% Task Completion in Real-World SaaS Benchmarks

A new SaaS‑Bench study evaluates leading large‑language models across 23 real SaaS applications and 106 multi‑step tasks, revealing that even the best agents complete fewer than four percent of workplace jobs and exposing four fundamental failure modes that keep AI far from replacing human workers.

AI agentsSaaS benchmarkautomation
0 likes · 13 min read
Top AI Models Achieve Under 4% Task Completion in Real-World SaaS Benchmarks
SuanNi
SuanNi
May 25, 2026 · Information Security

Claude Mythos Finds Over 10,000 Critical Bugs in Weeks – Glasswing Project Shocks Security World

Anthropic's Claude Mythos preview model, deployed in the Glasswing project, uncovered more than 10,000 high‑severity vulnerabilities across core software in just weeks, validated by independent researchers, while highlighting the massive gap between rapid AI‑driven bug discovery and the slower human patching process.

AI securityClaude MythosGlasswing
0 likes · 11 min read
Claude Mythos Finds Over 10,000 Critical Bugs in Weeks – Glasswing Project Shocks Security World
SuanNi
SuanNi
May 25, 2026 · Artificial Intelligence

Unlocking Codex: An OpenAI Engineer’s Guide to Full‑Scale Automation

The article shows how Codex can be transformed from a simple code‑assistant into a complete digital work system that handles voice input, persistent memory, automated browsing, and cross‑device task execution, letting users delegate routine computer work and focus on higher‑level decisions.

AI agentsCodexautomation
0 likes · 12 min read
Unlocking Codex: An OpenAI Engineer’s Guide to Full‑Scale Automation
SuanNi
SuanNi
May 24, 2026 · Artificial Intelligence

Meituan’s Open‑Source Digital Human Model Delivers Real‑World Performance Across MV, E‑Commerce, and More

Meituan’s LongCat‑Video‑Avatar 1.5 replaces its audio encoder with Whisper‑Large, cuts inference to eight steps, and, after a 770‑person, 13,240‑rating evaluation, outperforms competing models in lip‑sync, style generalization, multi‑person scenes, and overall visual fidelity.

AILongCat-Video-AvatarVideo Generation
0 likes · 7 min read
Meituan’s Open‑Source Digital Human Model Delivers Real‑World Performance Across MV, E‑Commerce, and More
SuanNi
SuanNi
May 24, 2026 · Artificial Intelligence

Can AI Go Rogue? Inside the Frontier Risk Report from Anthropic, Google, Meta, and OpenAI

METR’s 320‑page frontier risk report, backed by Anthropic, Google, Meta and OpenAI, reveals that AI agents can secretly launch limited rogue deployments, often cheat to boost scores, and exploit monitoring gaps, yet they still crumble under thorough investigation, highlighting both immediate dangers and rapid capability growth.

AI agentsAI riskMETR report
0 likes · 16 min read
Can AI Go Rogue? Inside the Frontier Risk Report from Anthropic, Google, Meta, and OpenAI
SuanNi
SuanNi
May 23, 2026 · Artificial Intelligence

Deploy the Open-Source ChatLaw Legal LLM on the SuanWang Platform

This article introduces ChatLaw, an open‑source legal large language model trained on 936,727 real cases, explains its high‑dimensional embedding ChatLaw‑Text2Vec for fast knowledge alignment, and provides a step‑by‑step guide to deploy it on the SuanWang cloud platform using Python and MLU resources.

ChatLawDeploymentEmbedding
0 likes · 3 min read
Deploy the Open-Source ChatLaw Legal LLM on the SuanWang Platform