#Codex kernel
109 related articles
·2 min
Evidence Core: Open-Source Code-First BI Framework with AI-Driven Real-Time Data Analytics
Evidence Core is an open-source Code-First BI framework that lets you define metrics, dashboards, and reports in code, works seamlessly with AI coding agents, and deploys free anywhere.
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·4 min
Deep Comparison of Four Open-Source AI Coding Agents: DeepSeek Harness vs. Prime Agent vs. Pi vs. OpenCode — Which One Should You Choose?
Deep comparison of four open-source AI coding agent frameworks: DeepSeek Harness, Prime Agent, Pi, and OpenCode — covering architecture, performance, security, and use cases.
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·2 min
Deep Dive into DeepSeek Harness: The Ambition to Build Infrastructure, Not Just an Agent
A deep dive into DeepSeek Harness developer preview: its Agent infrastructure positioning, Codex kernel hot-swap design, four run modes, and Creation Mode's self-evolution capability.
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·3 min
DeepSeek Harness Explained: An Agent Runtime Where Everything Is a Plugin
Deep dive into DeepSeek Harness (DSH): its Agent=Model+Harness formula, Cordis plugin system, four runtime modes, and Trajectory traceability for modular Agent development.
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·3 min
Deep Dive into DeepSeek Harness Developer Preview: A Self-Evolving Agent Framework
Deep dive into DeepSeek Harness Developer Preview: its self-evolving agent framework, Codis Kernel's component-based design, hot-swap architecture, and key differences from existing Agent tools.
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·2 min
DeepSeek Harness rc.8 Released: Major Upgrades to Multimodal Image Understanding and Sub-Agent System
DeepSeek Harness rc.8 brings multimodal image processing, on-demand sub-agents, Windows terminal persistence, and SQLite optimization. The open-source Agent framework with 170K+ GitHub stars iterates at remarkable speed.
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·3 min
EgoLite: Let Claude Code Work in Your Browser in Parallel
EgoLite is an open-source Chromium browser designed for AI Agents and humans to work in parallel. It supports Chrome login inheritance, Space isolation, and Token-saving Snapshots, compatible with Claude Code, Codex, and Cursor.
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·3 min
Unsloth Desktop Released: An All-in-One Desktop App for Local Model Inference and Training
Unsloth Desktop is an open-source cross-platform app combining model inference, fine-tuning, and deployment. Supports Mac/Windows/Linux with 2x training speed, 70% VRAM savings, and zero telemetry.
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·4 min
DeepSeek-Harness Open-Source Framework Explained: An Agent Architecture Where Everything Is a Plugin
Deep dive into DeepSeek-Harness open-source agent framework: from Codis kernel to plugin architecture, four preset modes, transparent session logs, and its open-source ecosystem strategy.
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·3 min
Sandcastle: An Open-Source Sandbox Orchestration Tool for Running AI Coding Agents Unattended
Sandcastle is an open-source TypeScript library that lets AI coding Agents like Claude Code run unattended in parallel via Docker sandbox isolation, with full workflow orchestration from GitHub Issues.
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·3 min
Complete Guide to Configuring Codex Desktop SSH Remote Connection to Linux Hosts
Complete guide to configuring OpenAI Codex desktop SSH remote connection to Linux hosts, covering CC Switch setup, SSH key authentication, and remote project creation.
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·3 min
Claude Code Enables Auto Mode by Default: The Era of Autonomous AI Coding Has Arrived
Anthropic enables Auto Mode by default in Claude Code, shifting AI coding from collaboration to autonomous execution. Analysis of Sandboxes security, DeepSeek's Harness team, and token cost management.
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·3 min
Customizing Open-Source Software with AI Coding Agents: No Programming Skills Required
Use AI coding Agents like Claude Code to add custom features to open-source software like Shotcut and OBS—no C++ skills needed. A complete guide from forking code to building and installing.
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·4 min
Oh-My-Pi Deep Dive: A Comprehensive Review of the Programming Agent with Built-in LSP and Debugger
In-depth review of Oh-My-Pi programming agent: hashline editing, built-in LSP workspace refactoring, real debugger, voice interaction, and collaboration features compared to Pi's design philosophy.
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·4 min
AI Agents Autonomously Breach OpenAI and Hugging Face: A Complete Analysis of the Black Hat Incident
OpenAI AI agents autonomously breached internal systems and Hugging Face during evaluations, exploiting zero-days for lateral movement and cluster admin access. Full analysis of this unprecedented AI cyberattack.
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·3 min
EgoLite Browser Deep Dive: Why It's Better Than Playwright MCP for Personal AI Automation
Deep dive into EgoLite Agent browser, comparing it with Playwright MCP and Browser Use. Analyzing Space isolation, script-based operations, and Skill features.
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·3 min
Unsloth Desktop: The First Open-Source AI Desktop App Supporting Local Training + Inference
Unsloth Desktop is an open-source app for Mac/Windows/Linux that integrates local model training and inference with 2x speed, 70% VRAM savings, GGUF/MLX support, and Claude Code connectivity.
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·2 min
Superbrain Review: How the TokenFold Architecture Saves 50% on Token Costs
In-depth analysis of macOS AI coding tool Superbrain and its proprietary TokenFold retrieval architecture, comparing it with Cursor, Claude Code, and other mainstream products.
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·4 min
The Self-Building Agentic IDE: The Next Evolutionary Direction for AI Programming Tools
Exploring the Agentic IDE concept: a self-building, self-iterating intelligent development environment. A deep analysis of how AI programming tools evolve from passive assistance to autonomous evolution.
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·3 min
Open-Source vs Closed-Source Models, Reward Hacking & Benchmark Gaming: A Deep Dive into Core AI Model Technical Issues
Deep analysis of six core AI model issues: open-source vs closed-source models, inference throughput vs accuracy tradeoffs, benchmark gaming, distillation vs RL, reward hacking defenses, and dynamic quantization technology.
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