Harness Evolution Beats Model Swaps for Agent Capability
The agent harness—memory management, planning, action protocols, and tool orchestration—can outweigh the underlying foundation model in determining...

Created by Taylor Smith
First‑person demos of clever AI assistants, automation, and knowledge‑management workflows
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The agent harness—memory management, planning, action protocols, and tool orchestration—can outweigh the underlying foundation model in determining...
A looping Chief of Staff agent has autonomously managed incoming work, set priorities, and defined weekly strategy since June 30, offering a replicable pattern for persistent personal task oversight.
Claude Opus 4.5 now fundamentally improves the personal assistant experience at $5/$25 pricing, making it a stronger fit for lightweight chief-of-staff style task management with off-the-shelf tools.
The author kept Custom GPTs for specialized tasks like writing and evaluation but found they couldn't handle accumulating research, persistent...
Nate compresses a week of experiments into a 10-minute video showing nine Grok Bot techniques for managing multiple AI agents.
A self-hosted stack replaces Perplexity/ChatGPT for real-time queries without fees or data sharing.
A first-person test replacing cron scripts with Qwen3.5 9B for container monitoring, storage checks, and log cleanup showed the model sometimes...
Claude Code Routines let existing project setups with CLAUDE.md, AGENTS.md, skills, and connectors run tasks in the cloud without needing your laptop...
OpenClaw builds proactive AI assistants that handle background tasks like expense logging, package tracking, and school event parsing—without users...
Hermes Agent turns one bot into an AI chief of staff that writes briefs, splits tasks, and routes work to specialist bots. The setup runs for about $5 a month and offers a replicable pattern for lightweight, agent-based task management.
The author stopped treating AI as a question-answer tool and instead built a Python workflow that delegates complete jobs end-to-end using APIs,...
Twelve leading creators converged on nearly identical stacks: Claude for research and writing, ChatGPT for hooks and images.
Weaviate's updated Query Agent proactively scans collections before searching, automatically mapping filter values and numeric stats like mean,...
Power users treat Claude's agentic tools as true coding coworkers by locking down permissions and prepping structured workspaces.
Local AI assistants like Kimi Work run on-device to manage files, automate tasks via Cron, browse with WebBridge, and coordinate Agent Swarms for...
Jason Liu shares replicable delegation patterns drawn from treating agents as new hires rather than tools.
Grok Bot offers polished cloud agents that persist on remote computers, handle tool logins, and collaborate via named roles like Chief of Staff.
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A curated set of 187 production-ready AI agent templates for the OpenClaw ecosystem, each provided as a ready-to-use SOUL.md file. Perfect for quickly spinning up personal agents that handle tasks and workflows without building from scratch.
Local open-source setups deliver full data ownership for research workflows but lag on complex synthesis.