AI News Today | Julian Goldie Podcast

Headroom: Never hit Claude’s Usage Limit Again!

7 min · 4. juni 2026
episode Headroom: Never hit Claude’s Usage Limit Again! cover

Beskrivelse

Headroom: Free Open-Source Tool to Cut AI Agent Token Use by 60–95%This episode introduces Headroom, a free open-source project trending on GitHub that compresses what AI agents read to reduce token usage by 60–95% without losing meaning. It’s described as a “zip file” for agent context—files, tools, search results, logs, and conversation history—helping agents run faster, cost less (especially via APIs), and forget less due to context-window limits. The script claims Headroom can plug into many agents and tools (including Claude Code, Codex, Cursor, OpenClaude, and Hermes) and offers proof examples such as 92% token savings and compressing 10,144 words to 1,260 while finding the same log error. It outlines a three-step approach: crush, keep (shared reversible memory), and compound (learn from failures).00:00 [https://www.youtube.com/watch?v=fGenkJOZbWs] Token Saving Breakthrough01:07 [https://www.youtube.com/watch?v=fGenkJOZbWs&t=67s] Why Agents Burn Tokens03:00 [https://www.youtube.com/watch?v=fGenkJOZbWs&t=180s] Headroom Zip Compression03:03 [https://www.youtube.com/watch?v=fGenkJOZbWs&t=183s] Quick Install Demo03:27 [https://www.youtube.com/watch?v=fGenkJOZbWs&t=207s] Three Key Benefits03:39 [https://www.youtube.com/watch?v=fGenkJOZbWs&t=219s] Goldie Framework Steps04:31 [https://www.youtube.com/watch?v=fGenkJOZbWs&t=271s] Proof and Benchmarks05:31 [https://www.youtube.com/watch?v=fGenkJOZbWs&t=331s] Common Objections Answered06:03 [https://www.youtube.com/watch?v=fGenkJOZbWs&t=363s] Recap and Next Steps06:45 [https://www.youtube.com/watch?v=fGenkJOZbWs&t=405s] Boardroom Offer and Outro

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Alle episoder

482 Episoder

episode New FREE Hermes Computer Use Agents! cover

New FREE Hermes Computer Use Agents!

Hermes Agent Computer Use Update: Background Desktop Control Now on Windows, Linux & macOSHermes Agent’s “computer use” feature has a new update adding Windows and Linux support and improving macOS, allowing Hermes Jarvis to control a computer by reading the screen and clicking/typing in the background without moving your real cursor or interrupting your work. The script demos opening Obsidian, websites, Google, and writing a note via real-time mode and a more powerful agent mode that can run tasks in the background. It explains the “Hermes Takeover Engine” workflow, emphasizes cross-OS support, and notes you can use different AI “brains” (including local/free options) rather than being locked to one model. Safety is highlighted through approval prompts before potentially destructive actions, plus a stop button. The episode contrasts this with slower, screen-taking tools like Claude Computer Use and promotes the AI Profit Boardroom/Agent OS for setup, training, and support.00:00 [https://www.youtube.com/watch?v=yVHLlnVz8Hk] Update Overview00:16 [https://www.youtube.com/watch?v=yVHLlnVz8Hk&t=16s] Live Demo Basics00:37 [https://www.youtube.com/watch?v=yVHLlnVz8Hk&t=37s] Agent Mode Tasks01:18 [https://www.youtube.com/watch?v=yVHLlnVz8Hk&t=78s] Voice Interaction Demo01:43 [https://www.youtube.com/watch?v=yVHLlnVz8Hk&t=103s] Takeover Engine Explained02:57 [https://www.youtube.com/watch?v=yVHLlnVz8Hk&t=177s] Five Step Quiet Control03:43 [https://www.youtube.com/watch?v=yVHLlnVz8Hk&t=223s] Models Setup Commands05:45 [https://www.youtube.com/watch?v=yVHLlnVz8Hk&t=345s] Agent OS Pitch06:20 [https://www.youtube.com/watch?v=yVHLlnVz8Hk&t=380s] Safety Approvals06:52 [https://www.youtube.com/watch?v=yVHLlnVz8Hk&t=412s] Why Hermes Beats Others08:40 [https://www.youtube.com/watch?v=yVHLlnVz8Hk&t=520s] Key Takeaways09:07 [https://www.youtube.com/watch?v=yVHLlnVz8Hk&t=547s] Join And Wrap Up

24. juni 202610 min
episode Fugu vs Fusion: The Fable 5 Test cover

Fugu vs Fusion: The Fable 5 Test

Sakana Fugu Ultra vs OpenRouter Fusion: Side-by-Side Tests (Beating Fable 5?)The video compares two new “panel” APIs—Sakana’s Fugu (Ultra and Mini) and OpenRouter Fusion—both claiming benchmark performance above Fable 5, by testing them side by side on visual/code generations like a landing page, raycaster maze, living spiral galaxy, inner solar system, and other simulations. In these examples, Fugu Ultra consistently produces the best-looking, smoothest outputs, Fusion is generally second, and Fugu Mini is faster but more variable and sometimes buggy. The script notes practical tradeoffs: Sakana/Fugu is cheaper with a flat plan but is heavily limited by daily generation/time caps and token limits, while Fusion is easier to use via API but costs per token. Both are one-prompt systems with long waits, and both are integrated into the creator’s Agent operating system and AI Profit Boardroom community.00:00 [https://www.youtube.com/watch?v=PLJJbqqEUCE] Sakana vs Fusion Intro00:32 [https://www.youtube.com/watch?v=PLJJbqqEUCE&t=32s] How Panel APIs Work01:35 [https://www.youtube.com/watch?v=PLJJbqqEUCE&t=95s] Landing Page Showdown02:17 [https://www.youtube.com/watch?v=PLJJbqqEUCE&t=137s] Maze and Galaxy Tests03:42 [https://www.youtube.com/watch?v=PLJJbqqEUCE&t=222s] Solar System Quality Gap04:10 [https://www.youtube.com/watch?v=PLJJbqqEUCE&t=250s] Limits Pricing and Workflow06:09 [https://www.youtube.com/watch?v=PLJJbqqEUCE&t=369s] Fusion Open World Example07:07 [https://www.youtube.com/watch?v=PLJJbqqEUCE&t=427s] Fugu Mini Results08:00 [https://www.youtube.com/watch?v=PLJJbqqEUCE&t=480s] Liquid Simulation Comparison08:55 [https://www.youtube.com/watch?v=PLJJbqqEUCE&t=535s] Final Rankings and Tradeoffs09:35 [https://www.youtube.com/watch?v=PLJJbqqEUCE&t=575s] Agent OS and Community Plug11:12 [https://www.youtube.com/watch?v=PLJJbqqEUCE&t=672s] Wrap Up

24. juni 202611 min
episode Nobody Writes Prompts Anymore (Do THIS Instead) cover

Nobody Writes Prompts Anymore (Do THIS Instead)

Stop Prompting, Start Loop Engineering: Build Self-Iterating AI Agent SystemsThe script explains why “loop engineering” is replacing manual prompting: instead of iterating with an AI yourself, you define what “done” looks like, let an agent act, and use an independent judge model to verify results and repeat until the goal is met. It cites industry figures and examples (including Anthropic and NVIDIA’s GTC keynote) to argue that better loops, not better prompts, will power future self-iterating agent systems. The speaker describes a doer/judge loop structure and shows four implementations inside an “agent operating system”: a Fusion loop with configurable rounds and separate builder/judge models, an agent Kanban board with planner/builder/reviewer roles, a Fusion “boardroom” combining multiple model outputs via a judge, and a Sakana/Fugu council approach. It also describes an Obsidian-based memory system and promotes the AI Profit Boardroom community and resources.00:00 [https://www.youtube.com/watch?v=uqCWfJRi66U] Why Loops Beat Prompts00:48 [https://www.youtube.com/watch?v=uqCWfJRi66U&t=48s] What Loop Engineering Means03:39 [https://www.youtube.com/watch?v=uqCWfJRi66U&t=219s] Prompting vs Looping04:44 [https://www.youtube.com/watch?v=uqCWfJRi66U&t=284s] Doer and Judge Framework05:37 [https://www.youtube.com/watch?v=uqCWfJRi66U&t=337s] Fusion Loop Walkthrough06:26 [https://www.youtube.com/watch?v=uqCWfJRi66U&t=386s] Agent Kanban Loops07:21 [https://www.youtube.com/watch?v=uqCWfJRi66U&t=441s] Fusion Boardroom Method08:31 [https://www.youtube.com/watch?v=uqCWfJRi66U&t=511s] Sakana Fugu Council09:05 [https://www.youtube.com/watch?v=uqCWfJRi66U&t=545s] Agent OS Bundle Overview10:01 [https://www.youtube.com/watch?v=uqCWfJRi66U&t=601s] Memory Feedback Loop11:26 [https://www.youtube.com/watch?v=uqCWfJRi66U&t=686s] Getting Started and Proof12:01 [https://www.youtube.com/watch?v=uqCWfJRi66U&t=721s] Join the Community12:35 [https://www.youtube.com/watch?v=uqCWfJRi66U&t=755s] Final Wrap Up

24. juni 202612 min
episode NEW Agent OS is INSANE! (Runs 3 Businesses FREE!) cover

NEW Agent OS is INSANE! (Runs 3 Businesses FREE!)

Agent OS Q&A: Fixing Kanban Blockers, Orchestrating Agents, Paperclip Paths, and Model SetupsThe episode answers recent questions about building and using an agent operating system (Agent OS) to organize multiple AI agents (e.g., Hermes, Jarvis) in one place, automate pipelines from idea to implementation, and deploy outputs like SEO content. It demonstrates using a Kanban board to triage tasks and complete an SEO keyword research report, then explains ways to resolve blocked tasks (commenting, moving cards, asking Hermes to sync and self-unblock, or using Claude to improve the system). It outlines options for agent orchestration via group chat, pipelines, and Paperclip teams, and recommends Agent OS over Hermes Workspace due to sync issues. The script also covers OpenRouter Fusion for high-stakes one-shot answers, local vs VPS hosting for Hermes, switching from local models to CLI/API, enforcing Paperclip output paths via working directory, simplifying Agent OS for clients, and integrating Obsidian memory and NotebookLM into the workflow.00:00 [https://www.youtube.com/watch?v=ZcpJKGGLHAs] Agent OS Overview01:24 [https://www.youtube.com/watch?v=ZcpJKGGLHAs&t=84s] Kanban Swarm Setup02:06 [https://www.youtube.com/watch?v=ZcpJKGGLHAs&t=126s] Fixing Blocked Tasks04:15 [https://www.youtube.com/watch?v=ZcpJKGGLHAs&t=255s] Orchestrating Agents Together05:13 [https://www.youtube.com/watch?v=ZcpJKGGLHAs&t=313s] Why Workspace Sync Fails06:05 [https://www.youtube.com/watch?v=ZcpJKGGLHAs&t=365s] OpenRouter Fusion Explained08:07 [https://www.youtube.com/watch?v=ZcpJKGGLHAs&t=487s] Where to Run Hermes08:24 [https://www.youtube.com/watch?v=ZcpJKGGLHAs&t=504s] Game Studio Model Fixes09:18 [https://www.youtube.com/watch?v=ZcpJKGGLHAs&t=558s] Paperclip Output Paths10:18 [https://www.youtube.com/watch?v=ZcpJKGGLHAs&t=618s] Client Ready Agent OS11:46 [https://www.youtube.com/watch?v=ZcpJKGGLHAs&t=706s] Custom Upgrades Showcase13:31 [https://www.youtube.com/watch?v=ZcpJKGGLHAs&t=811s] Best Model Stack Choices14:15 [https://www.youtube.com/watch?v=ZcpJKGGLHAs&t=855s] Obsidian Shared Memory16:09 [https://www.youtube.com/watch?v=ZcpJKGGLHAs&t=969s] NotebookLM MCP Workflow

24. juni 202618 min