Posts

Superpowers Quickstart: Install, Workflow, and Tryout

Install Superpowers, the open-source skills framework that enforces brainstorm-to-TDD spec-driven development across Claude Code, Cursor, and other agents. Superpowers Quickstart: Install, Workflow, and Tryout

GitHub Spec Kit vs Kiro vs Claude Code SDD Workflows

Compare GitHub Spec Kit, AWS Kiro, and Claude Code SDD workflows by portability, setup friction, review gates, and lock-in -- then pick the right setup for your team. GitHub Spec Kit vs Kiro vs Claude Code SDD Workflows

gstack: AI Software Engineering Stack

Explore gstack, an opinionated AI engineering stack for Claude Code: its skills, install steps, and how it combines with Superpowers, OpenSpec, and Spec Kit. gstack: AI Software Engineering Stack

LLM Systems: Operational Reference for Self-Hosted Inference

llmsystems.dev is live: curated model and GGUF artifact records, llama.cpp, hardware memory classes, and weights-only VRAM bands with explicit evidence labels (SOURCE, POLICY, OBSERVED). Built for people who self-host — not a blog, not fake fit claims. LLM Systems: Operational Reference for Self-Hosted Inference

Self-Hosted Deep Research Systems: 12 Tools Compared

Compare 12 self-hosted Deep Research systems: GPT Researcher, Onyx, Open WebUI, Khoj, Vane and more. Architectures, local LLM, RAG, licenses. Self-Hosted Deep Research Systems: 12 Tools Compared

The Efficient Frontier of Open Models: Finding the Sweet Spot in 2026

In 2026 the open-model efficient frontier sits at 25-34B: Qwen 3.8 27B and Llama 4 Scout deliver near-frontier capability at a fraction of 70B+ cost. The Efficient Frontier of Open Models: Finding the Sweet Spot in 2026

Mnemosyne for Hermes Agent: Local Memory Quickstart

Install Mnemosyne as a local Hermes memory provider, configure recall and retention, and inspect the SQLite store. Mnemosyne for Hermes Agent: Local Memory Quickstart

Self-Reinforcing Memory Loops in AI Agents: Causes and Fixes

Agent memory can turn model inferences into future evidence. How those loops form, why they matter, and which write-path controls limit them. Self-Reinforcing Memory Loops in AI Agents: Causes and Fixes