#LLM valuation
1540 related articles
·3 min
TraeHarness Open-Sourced: 18 AI Agents Form a Virtual Development Team
TraeHarness is an open-source multi-agent framework with 18 specialized AI Agents simulating a real software team, covering requirements, architecture, development, testing, and deployment.
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·4 min
Deep Dive into Pi Coding Agent: Why One Developer Abandoned Mainstream AI Tools to Build from Scratch
Veteran developer Mario Zechner dissects flaws in Cloud Code, OpenCode, and Cursor, then builds Pi — a minimalist coding Agent with just four tools and deep extensibility.
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·4 min
From Vibe Coding to AI-Engineered Programming: A Practical Guide to Three Levels of Mastery
A deep dive into three levels of AI programming: Vibe Coding for rapid prototyping, Plan Mode for structured development, and AI-engineered programming for enterprise-grade projects with SDD and Claude Code SuperPower.
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·3 min
Token Doomsday: The Industry Truth Behind AI Coding's Spiraling Costs
GitHub Copilot shifts from flat-rate to per-token billing, sending dev costs from $29/mo to $1,000+. Uber burns its annual AI budget in months. A deep dive into Token Doomsday.
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·2 min
Doubao AI Coding Debugger in Action: Efficiently Hunting Down Hidden Bugs in API Integration
Hands-on test of Doubao AI for debugging hidden integration bugs: parameter casing mismatches, JSON structure misalignment, and more — paste raw logs and code to get precise root cause analysis and fixes.
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·3 min
Codex and Claude Code Dual-Engine: A Practical Guide to AI-Powered Engineering
A deep dive into AI engineering with Codex and Claude Code: Vibe Coding limitations, Chinese LLM rankings, Skill-driven development, and enterprise project practices.
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·2 min
Elastic Acquires Deductive AI for $85M, Accelerating the AI-Powered Debugging Market
Elastic acquires AI debugging startup Deductive AI for up to $85M, boosting its observability and security platform. Analysis of the deal's strategy, competitive landscape, and industry impact.
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·2 min
Baseten Raises $1.5 Billion: Why AI Inference Infrastructure Has Become a Capital Darling
AI inference startup Baseten is raising $1.5B at a $130B valuation. We analyze why inference infrastructure is booming, the competitive landscape, and what this mega-round signals.
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·3 min
Cursor Composer 2.5: The Secret Behind an Open-Source Model's Reinforcement Training to a Top-3 Coding Benchmark Ranking
Cursor built Composer 2.5 on Kimi K2 open-source model, ranking 3rd on coding benchmarks and surpassing K2.6. Deep dive into Cursor's data flywheel, product architecture, and pricing.
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·3 min
Stop Writing Prompts by Hand: Let AI Agents Prompt Themselves
Deep dive into the AI coding paradigm shift: from hand-crafted prompts to self-prompting agent loops. Learn how agent self-review and proactive context fetching enable scalable, high-quality AI coding.
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·3 min
Andrew Ng's Advanced AI Prompting Guide: Core Methods for Going from Beginner to Expert
Based on Andrew Ng's latest AI prompting tutorial, learn the core gaps between beginners and experts: providing context, overcoming sycophancy, iterative workflows, and four key principles.
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·2 min
AI Progress Demands a More Nuanced Examination: A Rational Framework Beyond Hype and Panic
Current AI discourse is trapped in polarization. This article explores how to rationally assess AI's real progress, analyzes the gap between benchmarks and actual capabilities, and offers a pragmatic evaluation framework.
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·3 min
Codex + Claude Code in Practice: From Vibe Coding to Enterprise-Grade AI Engineering
A deep dive into Codex and Claude Code for real-world AI programming—from Vibe Coding prototypes to Plan mode and SuperPAL engineering, with LLM selection strategies and enterprise workflows.
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·4 min
HAMAS Multi-Agent Framework in Practice: A Guide to Building 5 AI Personas Working in Harmony
Learn how to build a multi-Agent AI team with the HAMAS framework: 5 role configurations, Skill mechanisms, gradient model scheduling, and solutions for AI hallucination and deception.
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·3 min
Xiaomi Open-Sources MiMo Code: Cross-Session Memory System Tackles AI Coding's Amnesia Problem
Xiaomi open-sources MiMo Code with SQLite FTS5-powered cross-session memory, solving AI coding assistants' context loss. Supports multi-Agent collaboration, million-line codebases, and OpenAI-compatible APIs.
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·2 min
Cursor Receives Investment from SpaceX and xAI — AI Coding Tools Enter a New Era of Computing Power
Anysphere, the company behind AI coding tool Cursor, secures investment from SpaceX and xAI, gaining world-class computing resources to reshape the AI coding landscape.
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·2 min
Claude Code Workflow in Practice: Hundreds of Agents Automatically Migrating PHP to Golang
Deep dive into Claude Code Workflow's multi-Agent auto-orchestration: a real-world PHP to Golang migration running 14 hours with 100+ Agents, covering planning, execution, and Token cost analysis.
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·4 min
Spring AI vs LangChain4j: How to Choose a Java AI Framework
In-depth comparison of Spring AI and LangChain4j — two major Java AI frameworks — covering core features, completeness, ecosystem support, and usability to help Java developers make the right choice.
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·3 min
Enterprise-Grade RAG Full-Pipeline Optimization: Multi-Turn Conversations, Retrieval Tuning, and Production Engineering in Practice
A deep dive into full-pipeline optimization for enterprise RAG systems, covering multi-turn query rewriting, retrieval tuning, and quality evaluation to take RAG from demo to production.
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·3 min
Five Bombshell AI Stories in a Single Day: GLM-5.2 Goes Open Source, DeepSeek V4 Gray Release, Cursor Acquired
Five major AI events on June 17, 2025: Zhipu GLM-5.2 goes open source, DeepSeek gray-tests V4 with $7B+ funding, OpenAI loses $38.5B, SpaceX acquires Cursor for $60B, and Anthropic's Claude 5 saga.
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