#throughput
680 related articles
Tutorials·3 min
Deep Agents: Enterprise-Grade Agent Engineering and Deep Research Implementation Guide
Learn how the Deep Agents framework solves enterprise AI Agent challenges like tool sprawl and context pollution, with a complete Deep Research implementation guide covering task decomposition, multi-source integration, and structured report generation.
Read more →
Product Reviews·3 min
Local Deployment of Qwen 3.6 27B on 4×3080Ti: Real-World Coding Test with OpenCode
Real-world test of Qwen 3.6 27B FP8 deployed on 4×3080Ti 16GB modded GPUs with OpenCode for system tool development. Covers hardware setup, inference speed, context management, and productivity gains.
Read more →
Tutorials·3 min
Decoding LLM Naming Conventions: Parameter Counts, Quantization Formats & VRAM Requirements Quick Reference
Decode LLM naming conventions, understand 32B parameters & AWQ/GGUF quantization formats, with 4-bit VRAM estimation formulas, MOE model pitfalls, and model selection by GPU tier.
Read more →
Product Reviews·2 min
AI Coding Appliance vs Cloud LLMs: Can ¥480K in Annual Fees Buy 4 Local Deployment Solutions?
A deep cost comparison between AI coding appliances and cloud LLM APIs. A 20-person team spending ¥480K/year on tokens can deploy 4 local OnePanel units at ¥99K each, breaking even in 2.5 months.
Read more →
Industry Insights·2 min
NVIDIA Blackwell Sets New STAC-AI Records for Financial LLM Inference
NVIDIA Blackwell GPU sets new LLM inference records in STAC-AI financial benchmark. Explore Blackwell architecture advantages, TensorRT-LLM co-optimization, and LLM applications in trading and risk management.
Read more →
Tutorials·3 min
Enterprise AI Agent Four-Layer Architecture Design and PDCA Continuous Optimization Practical Guide
Deep dive into enterprise AI Agent four-layer architecture design (User, Gateway, Agent Service, Capability layers) with PDCA optimization methodology and dual manual+automated evaluation for production-grade Agent systems.
Read more →
Tutorials·3 min
Still Copy-Pasting with AI Coding? A Guide from Craft Workshop to Automated Engineering
Most developers still copy-paste with AI coding tools. This guide covers the evolution from Copilot to Claude Code, detailing CLAUDE.md, Skills, and MCP to achieve Non-Interactive automated workflows.
Read more →
Tech Frontiers·1 min
Google Anti-Gravity 2.0 Explained: The Multi-Agent Development Platform Replacing Gemini CLI
Google Anti-Gravity 2.0 officially replaces Gemini CLI with a desktop app, CLI terminal, and SDK. Powered by Gemini 3.5 Flash, it supports multi-Agent parallel collaboration and one-click Managed Agents deployment.
Read more →
Product Reviews·1 min
NVIDIA CompileIQ: Auto-Tuning Compiler Options to Squeeze Every Drop of GPU Kernel Performance
Deep dive into NVIDIA CompileIQ auto-tuning tool that intelligently searches compiler option combinations to find optimal build parameters for CUDA kernels.
Read more →
Tutorials·1 min
NVIDIA CUDA Tile: A Detailed Look at the New Tile-Based GPU Programming Paradigm
In-depth analysis of NVIDIA's new CUDA Tile programming model: how tile-based GPU kernel development integrates with C++, optimizes data locality, and accelerates Tensor Core computation for HPC, deep learning, and AI inference.
Read more →
Tech Frontiers·2 min
AI-Powered Development in Practice: A Complete Retrospective on Turning an Idea into a Multi-Platform Product in 3 Days
A developer used AI coding tools to take a Basic English concept from web app to Android launch in 3 days. A breakdown of FastAPI architecture and AI-assisted dev workflows.
Read more →
Tutorials·1 min
One API Deployment Guide: An Open-Source API Gateway for Managing 30+ LLMs in One Place
A detailed guide to One API, the open-source LLM gateway. Unify 30+ models (OpenAI, Claude, Gemini, DeepSeek) into one OpenAI-compatible format with load balancing and usage tracking.
Read more →
Product Reviews·2 min
Sub2API Open Source Project: A Unified Proxy and Subscription-Sharing Solution for Multi-Platform AI Services
Sub2API is a trending GitHub project (18,000+ Stars) built in Go that unifies AI subscriptions from Claude, OpenAI, Gemini and more into a single API with cost-sharing support.
Read more →
Product Reviews·2 min
GLM 5.1 Flagship Model Tested at 400 TPS — From Sketch to Complete App in Two Minutes
Testing Zhipu's GLM 5.1 High Speed API: a full-power flagship model at 400 Token/s. From sketch restoration to generating a complete puzzle game, verifying speed and capability combined.
Read more →
Tech Frontiers·2 min
Anthropic's Compute Expansion Explained: How More Chips Make Claude Stronger and Faster
Anthropic announces a massive compute expansion with "More chips, more Claude." This article analyzes the impact on user experience, service capacity, response speed, and next-gen models.
Read more →
Tech Frontiers·1 min
ONES Performance v1.0.6 Released: A Performance Testing Automation Tool for GitHub Actions
GitHub Action ONES Performance updated to v1.0.6, a CI/CD performance monitoring tool integrated with GitHub Actions to automate benchmark testing and catch performance regressions early.
Read more →
Industry Insights·1 min
Restructuring Processes for AI-Native Teams: What Happens When Coding Is No Longer the Bottleneck
Anthropic's Claude Code team lead shares how AI-native teams restructure planning, code review, and org design when coding is no longer the bottleneck.
Read more →
Tutorials·2 min
Getting Started with Django: Why This 20-Year-Old Framework Is Still Worth Learning
Julia Evans shares Django insights: less magic than Rails, built-in Admin, ORM auto-migrations, SQLite over Postgres — why Django's explicit design suits personal projects.
Read more →
Product Reviews·2 min
Sendly Review: The First AI-Native SMS Platform with 5-Minute Integration
Sendly is an AI-native SMS platform designed for AI Agents with 5-minute integration. This review analyzes its positioning, technical features, advantages over Twilio, and market outlook.
Read more →
Product Reviews·1 min
CometChat AI Contextual Moderation: A Zero-Code Smart Chat Content Safety Solution
CometChat launches AI-driven contextual chat moderation with context-aware filtering, media controls, malware scanning, and human review workflows — all deployable with zero code.
Read more →