# Git

Step 3.7 Flash: Deep Dive into the 198B Sparse MoE Multimodal Model

Deep dive into StepFun AI's Step 3.7 Flash, a 198B sparse MoE vision-language model with 256K context and 3-level reasoning, excelling in multimodal understanding, AI coding, and Agent tool orchestration.

SGLang Enters Finance: How AI Inference Infrastructure Is Reshaping Wall Street

Industry Insights

SGLang Enters Finance: How AI Inference Infrastructure Is Reshaping Wall Street

SGLang co-hosts a finance AI inference event with Crusoe AI and Cloudflare, exploring LLM inference deployment in trading, risk management, and compliance — signaling Wall Street's shift to production-grade AI infrastructure.

Deep Comparison of o1, o1 pro, and o3-…

Deep Comparison of o1, o1 pro, and o3-mini-high Coding Capabilities: A Deep Research Analysis

Deep Research comparison of OpenAI o1, o1 pro, and o3-mini-high coding capabilities, covering code quality, optimization, error rates, and debugging with benchmarks and real-world cases.

Llama 3.3 70B In-Depth Review: Testing…

Llama 3.3 70B In-Depth Review: Testing the Strongest Open-Source LLM with 13 Questions

Meta releases Llama 3.3 70B open-source model with just 70B parameters rivaling 405B performance. Tested on 13 logic, math, and coding questions, it passed 12 — reshaping the open-source model landscape.

Orchestrating AI Agents as State Machi…

Orchestrating AI Agents as State Machines: Stop Being a Human Confirmation Button

Explore the next evolution of AI coding: applying CI/CD engineering practices to orchestrate Agents as state machines with YAML templates, Gates, and Dashboards for autonomous multi-Agent progression.

Industry Insights

Six Foundational Upgrades to Claude Co…

Six Foundational Upgrades to Claude Code: AI Programming Moves from Lab to Industrial Scale

Anthropic's largest-ever foundational upgrade to Claude Code fixes six critical issues at once—terminal flickering, thinking freezes, cryptic errors, context deadlocks, unstable connections, and session crashes—shifting AI coding competition to the infrastructure layer.

Augment Remote Agent Hands-On: Running…

Augment Remote Agent Hands-On: Running 10 Cloud AI Agents in Parallel for Programming

Hands-on review of Augment Remote Agent: 10 cloud AI Agents coding in parallel, covering bug fixes, PR generation, documentation, and more with detailed workflows and real-world examples.

Claude Code Source Code Study Guide: E…

Claude Code Source Code Study Guide: Efficiently Mastering Core AI Agent Development Architecture

Learn AI Agent development from Claude Code's 510K lines of source code, covering Agent Loop, context compression, multi-Agent orchestration, and two efficient study methods.

Low-Cost Solution for Using GPT Models…

Low-Cost Solution for Using GPT Models with Claude Code: Build an AI Programming Workflow for ~$1.50/Month

How to use ClipRoxyAPI local proxy to combine Claude Code's programming UX with GPT Codex Team models for under $1.50/month with ample quota and full privacy.

AI Tool Rankings for Solo Businesses: …

AI Tool Rankings for Solo Businesses: Top Picks, Alternatives & Open-Source Options Across 7 Categories

A complete AI tool matrix for solo businesses across 7 categories—Text, Image, Video, Audio, Digital Avatars, Coding & Agents—with top picks, alternatives, and open-source options.

Spring AI Agent Utils: A Java Agent To…

Spring AI Agent Utils: A Java Agent Toolkit Reverse-Engineered from Claude Code's Core Features

Deep dive into Spring AI Agent Utils toolkit covering Skill modules, Ask a User Question, To Do Write, Auto Memory, and multi-Agent orchestration — empowering Java developers to build powerful AI Agents.

Unified Management Tool for Claude Cod…

Unified Management Tool for Claude Code and Codex: One-Click Multi-AI Programming Environment Setup

A deep dive into the unified management client for Claude Code and Codex, solving pain points like tedious configuration, high switching costs, and fragmented management with one-click setup and usage monitoring.

Claude Code /loop Command Explained: U…

Claude Code /loop Command Explained: Usage, Limitations & Comparison of Three Scheduling Solutions

Deep dive into Claude Code's /loop command: how it works, usage methods, key limitations, and a side-by-side comparison with Scheduled Tasks and GitHub Actions.

MixupMP: How Data Augmentation Fixes the Uncertainty Quantification Flaws of Deep Ensembles

Research

MixupMP: How Data Augmentation Fixes the Uncertainty Quantification Flaws of Deep Ensembles

Deep dive into AISTATS 2024 paper MixupMP: revealing Deep Ensembles' fundamental UQ flaws and fixing them via Mixup augmentation and Martingale Posterior framework for better calibration and OOD detection.

Claude Code Half-Price Subscription Gu…

2026年5月29日·2 min

Claude Code Half-Price Subscription Guide: Save Money with a Nigerian Apple ID

A complete guide to subscribing to Claude Code Pro via a Nigerian Apple ID, cutting monthly costs from $20 to ~$10. Covers account setup, gift card purchase, subscription steps, and risk warnings.

Industry Insights

AI Fully Automated Orchestration in Pr…

AI Fully Automated Orchestration in Practice: How Software Production Costs Are Being Completely Disrupted

Deep analysis of AI fully automated software orchestration: from Claude Code workflows to parallel orchestration strategies, exploring how models like MiniMax M1 drive software production costs toward zero.

AI Programming Spec Sheets: 30 Lines o…

AI Programming Spec Sheets: 30 Lines of Configuration Saves Five Rounds of Rework

Replace vague prompts with spec sheets—30 lines of config gets AI coding right the first time. Covers the six-element framework, three-tier boundaries, and three iron rules to eliminate rework.

Claude Opus 4.8 Hands-On: What Can You…

2026年5月29日·2 min

Claude Opus 4.8 Hands-On: What Can You Build in One Hour?

Hands-on testing of Claude Opus 4.8's coding and creative abilities, including Mario game and Slay the Spire-style card game development, quota consumption, and real-world bug frequency.

Codex Security Guide: Five Key Princip…