BestHub
Sign in
SuanNi
Author

SuanNi

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

270
Articles
0
Likes
1.5k
Views
0
Comments
Recent Articles

Latest from SuanNi

100 recent articles max
SuanNi
SuanNi
May 28, 2026 · Artificial Intelligence

OpenClaw Agents: Market Trends, Standards, and Future Outlook

This whitepaper analyzes the evolving market for OpenClaw‑type autonomous agents, examines emerging standards and security protocols, highlights open research challenges such as safe self‑evolution and multi‑agent collaboration, and forecasts technical directions like hierarchical memory, multimodal capabilities, and embodied AI through 2030.

AI AgentsAI safetyOpenClaw
0 likes · 13 min read
OpenClaw Agents: Market Trends, Standards, and Future Outlook
SuanNi
SuanNi
May 27, 2026 · Artificial Intelligence

Can Agent Skills Be Trained Like Neural Networks? SkillOpt Demonstrates Success

SkillOpt treats an agent’s Skill document as a trainable external state, applying classic deep‑learning tools such as epochs, batch size, learning rate and validation gating, and in experiments across 52 benchmark units it lifts GPT‑5.5 performance by an average of 23.5 points while enabling cross‑model and cross‑environment transfer with no additional inference cost.

Agent SkillBenchmark EvaluationDeep Learning Optimization
0 likes · 11 min read
Can Agent Skills Be Trained Like Neural Networks? SkillOpt Demonstrates Success
SuanNi
SuanNi
May 27, 2026 · Artificial Intelligence

Inside Grok-5 and MiniMax-M3: Massive Model Upscale and New Sparse Attention Gains

The article reveals that xAI’s upcoming Grok-5 (Grok V9-Medium) will feature a 1.5-trillion-parameter model trained with extensive Cursor programming data, while MiniMax-M3 introduces a new sparse-attention architecture that boosts pre-fill speed by 9.7× and decode speed by 15.6×, highlighting a strategic partnership between SpaceX, Cursor, and xAI.

AI modelsCursorGrok-5
0 likes · 5 min read
Inside Grok-5 and MiniMax-M3: Massive Model Upscale and New Sparse Attention Gains
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 automationDevOpsKnowledge Management
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 AgentsAutomationSaaS benchmark
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 AgentsAutomationCodex
0 likes · 12 min read
Unlocking Codex: An OpenAI Engineer’s Guide to Full‑Scale Automation