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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
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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
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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
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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
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OpenSpec Rejected Proposals: A Decision Memory Convention

OpenSpec has no native rejected-proposal state. Learn why, what the maintainers decided, and the decision.md convention that stops agents reopening settled investigations. OpenSpec Rejected Proposals: A Decision Memory Convention
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OpenSpec Quickstart: Install, Workflow, and Common Pitfalls

Install OpenSpec, the change-centric spec-driven development CLI. Learn the explore-propose-apply-archive loop, brownfield setup, and where it breaks. OpenSpec Quickstart: Install, Workflow, and Common Pitfalls
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How to Migrate from OpenClaw to Hermes Agent Safely

Migrate OpenClaw to Hermes Agent with dry-run checks, precise memory and skill mapping, secret handling, channel cutover, rollback, and manual fixes. How to Migrate from OpenClaw to Hermes Agent Safely
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LLM Hosting in 2026: Local, Self-Hosted and Cloud Infrastructure Compared

Complete guide to LLM hosting in 2026. Compare Ollama, llama.cpp, vLLM, TGI, Docker Model Runner, LocalAI and cloud providers. Learn cost, performance, and infrastructure trade-offs. LLM Hosting in 2026: Local, Self-Hosted and Cloud Infrastructure Compared
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