AI Agent Harness

An AI agent harness is a tool or environment that wraps an AI model and exposes it as an interactive agent; giving it access to tools (file system, shell, browser, APIs, messaging), a conversation loop, and context about its operating environment. The harness handles the orchestration; routing tool

Understanding Bottleneck

> You can outsource your thinking, but you can't outsource your understanding - Andrej Karpathy

Cognitive debt

Cognitive debt is the cost of not understanding how your own code works. It's distinct from Technical debt: technical debt is about code quality (messy code that works but is hard to maintain), while cognitive debt is about comprehension gaps (clean code that you can't confidently reason about becau

Knowii Community

Information chaos is silently sabotaging your productivity, creativity, and peace of mind. You're drowning in scattered notes, forgotten insights, and constant context switching—watching valuable ideas slip through the cracks daily.

OpenClaude

OpenClaude is an open-source, multi-provider coding-agent CLI that originated as a fork of Claude Code and has since been substantially modified to remove provider lock-in. It keeps the Claude Code workflow shape (prompts, tools, agents, MCP, slash commands, streaming output) but lets the user point

Git Worktree

`git worktree` is a built-in Git feature that lets a single repository check out multiple branches into multiple working directories at the same time. Instead of cloning the repo twice, you keep one `.git/` and attach extra working trees to it ; each tree on its own branch, sharing all objects, conf

Gemma 4

Gemma 4 is the fourth generation of Google's Gemma open-weight model family. Released April 2, 2026, it is purpose-built for advanced reasoning and agentic workflows. Licensed under Apache 2.0.

Obsidian Starter Kit - Foundation

🏠 User Guide / Foundation

Gemma 4 Gets Multi-Token Prediction Drafters: 3x Faster Inference Without Quality Loss

On 2026-05-05, Google released a companion line of small autoregressive drafter models for the Gemma 4 family, plus a Multi-Token Prediction (MTP) head. Available on Hugging Face and Kaggle. Supported in Transformers, MLX, vLLM, SGLang, and Ollama from day one. Apache 2.0.

Build in public: keeping the OSK v4 AI Assistant robust at 250+ skills

Build-in-public update on the AI Assistant Architecture inside OSK v4.

AI SDKs

An AI SDK is a programmatic library you embed in your application to talk to AI models, orchestrate tool use, and ; in the agent-runtime variants ; run a full plan-act-observe loop. Where a CLI like Claude Code or gh copilot is a user-facing product, an SDK is the same machinery exposed for another

Git 2.54: Config-Based Hooks Replace Husky and Pre-Commit

Git 2.54 ships config-based hooks — the single most practical improvement in years for teams that care about code quality gates. If you've been managing Husky config files, `pre-commit` YAML, or manually copying hook scripts across repos, this replaces all of it.