#reasoning loops
10 related articles
·2 min
Nex N2 Pro Real-World Testing: Top 5 on Official Benchmarks, Only 12th in Independent Tests
Deep-dive testing of Nex N2 Pro open-source Agent model comparing official benchmarks vs independent results. The 397B parameter model shows decent frontend generation but ranks 12th independently, not top 5 as claimed.
Read more →
·4 min
Nex-N2 Pro In-Depth Review: Impressive Code Generation, But How Inflated Are the Benchmarks?
In-depth review of open-source agent model Nex-N2 Pro: testing code generation, SVG output, and game dev capabilities while analyzing benchmark inflation, GPT distillation traces, and speed issues.
Read more →
·3 min
Codex vs Claude Code: The Truth Behind the 10x Bill Difference & a Practical Selection Guide
Same coding task: Codex costs $15, Claude Code costs $155. The 10x gap isn't in unit price — it's in token usage. A practical guide to choosing the right AI coding tool by scenario.
Read more →
·3 min
AI Agent Tutorial Collection: Complete Coverage of Multi-Agent, Memory, and Reasoning
Open-source AI Agent tutorial project with 2600+ GitHub Stars covering multi-agent systems, memory, planning, and reasoning loops via Jupyter Notebooks for hands-on learning.
Read more →
·3 min
From Tokens to Agents: A Deep Dive into the Core Logic Behind AI's Key Concepts
A systematic breakdown of core AI concepts — Token, RAG, Agent, MCP, Function Call — tracing the evolution from probabilistic text prediction to autonomous agents.
Read more →
·3 min
The Rise of Model Routing: Breaking Through the Enterprise AI Cost Crisis
Enterprise AI spending is out of control. Model routing emerges as the solution—from Cisco's token economics to Cognition's productivity guarantee, learn how intelligent routing cuts AI costs by 95%.
Read more →
·1 min
Claude Cowork Usage Limits Doubled: Anthropic Temporarily Boosts AI Collaboration Capacity
Anthropic announces Claude Cowork usage limits doubled for one month, enabling users to handle more complex tasks and longer workflows. Learn about the impact and practical tips.
Read more →
Product Reviews·3 min
AnySearch: A Search Plugin Designed for AI Agents — Save Tokens, Boost Results
AnySearch is a search plugin for AI Agents that provides structured, high-quality data, filtering internet noise. Tests show 3x reduction in token consumption with significantly better answer quality.
Read more →
Deep Dives·4 min
AI Agents 101: Core Concepts, Technical Architecture, and How They Work
A beginner's guide to AI Agents: understand core concepts, the perception-decision-action loop, LLM, tool calling, memory systems, and RAG architecture explained from scratch.
Read more →
Industry Insights
Alibaba's $52B AI Investment: A Full-S…
·3 min
Alibaba's $52B AI Investment: A Full-Stack Cloud Infrastructure Upgrade for the Agent Era
Alibaba invests $52B in AI cloud infrastructure over 3 years. Bailian Platform hits 8B yuan ARR with 11 quarters of triple-digit AI revenue growth. Deep analysis of Alibaba Cloud's full-stack Agent upgrade strategy.
Read more →