Categories AI

What Your Agent Knows About You

In the link, you can download the ‘Reflection Engine’ file, which essentially acts as a comprehensive prompt. To use it, simply upload the file to your AI agent and prompt:

Please evaluate the attached markdown file and complete all tasks.

I tested it with both Fable High and Sol Max; Sol produced a more coherent report. The responses felt more articulate (admittedly, some agents tend to produce less coherent output lately) and established clearer connections, while Fable’s outputs were harder to follow.

Since we’re friends, I’d like to share parts of my report with you—no judgment here.

There was definitely a lot to unpack. Now, I’m gearing up for a detailed Q&A session with my AI agent to explore everything further and formulate a strategy. 😅

This experience has been quite revealing and beneficial. I was able to pull in my therapy transcripts and various ‘memories’ (text files) for analysis.

I encourage you to give this a try!

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OpenAI has slashed the price of GPT-5.6 Luna by 80% and Terra by 20%. With maximum capacity, Luna now delivers performance on par with GPT-5.4 xhigh, the top model from four months ago—but at only 8% of the cost.

This effectively allows you to undertake 10-12 times more work (or play) by mainly utilizing 5.6 Luna with sporadic use of Terra and Sol as needed.

For certain tasks, Luna Max works wonders for chat, research, and daily file management, yet I needed to rely on Sol High to troubleshoot some issues with a chrome extension I developed yesterday.

Meanwhile, OpenAI previewed its latest model—Astra, which has successfully resolved 10 long-standing problems in mathematics and theoretical computer science. Just to clarify, it’s maths, not math.

Google has launched Gemini Robotics 2, an AI system capable of managing everything from robotic arms to full humanoid robots.

The system features one model that transforms visual data and instructions into movement, while another focuses on planning intricate tasks, all available with an on-device option. Google claims it can control entire humanoid bodies, execute delicate operations, and coordinate numerous robots.

Here are some models that warrant your attention:

  • DeepSeek V4 Flash offers $0.14/$0.28 per million input/output tokens—cheaper than Luna’s $0.20/$1.20—with a 1M-token context window.

  • Qwen3.8-Max features a 2.4T model that approaches frontier performance for coding and professional tasks at $2/$6. Its weights, alongside a smaller 27B variant, are set to release next week.

  • Inkling-Small is now open-weight. It activates 12B of its 276B parameters and has been claimed by Thinking Machines to match or surpass Inkling’s larger model on many benchmarks.

  • MiniMax H3 is a video model from Krea that promises to offer features equivalent to Seedance for a lesser price; open weights are anticipated soon.

  • P-Image-Ideogram provides four modes for image generation, native 1K/2K outputs, and prices starting at $0.003 per image.

  • Ben, a former team member now at Vercel, created a template for marketing teams utilizing agents—it allows a team lead to delegate tasks to a group of marketing agents leveraging Vercel’s agent framework, Eve.

  • YC has open-sourced a customizable multi-agent harness used across various sectors like accounting and legal. You can find the repository here. Vercel has also developed an internal agent called “@v” for finance, communications, documentation, marketing, engineering and analytics.

  • ChatGPT’s desktop app now boasts a new sidebar view—by clicking the bell icon, users can quickly access all conversations that require their attention. However, I’m still trying to figure out how it categorizes conversations; it doesn’t seem to sort them by recency.

  • GenOffice is a free, open-source AI office suite for both Mac and PC, developed in just a week with $10,000 worth of tokens.

  • The next five years features a brief survey by Patrick Collison on how AI is poised to transform wages, productivity, and the overall economy.

  • Conductor Cloud offers multiplayer cloud workspaces designed for Claude Code, Codex, Cursor, and OpenCode, which remain operational even after you close your laptop.

  • The human side of AI explores the intersection of creativity and technology, discussing attention issues and the role of more automation in fostering human work.

  • Cloudflare Computer is an open-source virtual filesystem and execution environment for agents with container, shell, and JavaScript backends available on Workers.

  • Devtools must be open source.

  • The harness is in the app suggests integrating the agent loop directly into products rather than relying on external additions.

  • The session you cannot take with you proposes a five-part test to determine if an agent session is genuinely yours: inspect, export, replay, audit, and delete.

  • How Monologue rebuilt its site in under a week using Codex.

  • Comp AI’s CRM is an open-source, agent-first CRM featuring durable research agents, licensed under MIT.

  • FutureSearch allows users to request forecasts, such as “if I do X, will Y happen?”; its superhuman accuracy claims stem from the company’s assertions. (launch)

  • remote-agent-browser is a browser-control API for agents, complete with managed cloud sandboxes that require no local Chromium installation.

If you haven’t already, you should grab a copy of my friend Jack’s new book. He’s an outstanding writer and thinker whose take on various subjects is always enlightening. (It’s not only for those in their twenties!)

amzn.to/4w8LkAL“,”username”:”Jack_Raines”,”name”:”Jack Raines”,”profile_image_url”:”https://pbs.substack.com/profile_images/2020253173034954752/l7B6KGok_normal.jpg”,”date”:”2026-08-04T13:00:00.000Z”,”photos”:[{“img_url”:”https://playverseo.com/wp-content/uploads/2026/08/HO2OpD8WcAAdTs-.jpg”,”link_url”:”https://t.co/kefhdOgS4z”}],”quoted_tweet”:{“full_text”:”Some news: I wrote a book!\n\nFor the last few years, I’ve obsessed over the idea of \”opportunity costs,\” particularly with how to make the most of each stage of life before it’s gone. From that obsession came Young Money. Pre-order here (and more below):\n\nhttps://t.co/vrumFRxJFi”,”username”:”Jack_Raines”,”name”:”Jack Raines”,”profile_image_url”:”https://pbs.substack.com/profile_images/2020253173034954752/l7B6KGok_normal.jpg”},”reply_count”:1,”retweet_count”:0,”like_count”:10,”impression_count”:329,”expanded_url”:null,”video_url”:null,”video_preview_media_key”:null,”belowTheFold”:true}’ class=”pencraft pc-display-flex pc-flexDirection-column pc-gap-12 pc-padding-16 pc-reset bg-primary-zk6FDl outline-detail-vcQLyr pc-borderRadius-md sizing-border-box-DggLA4 pressable-lg-kV7yq8 font-text-qe4AeH tweet-fWkQfo twitter-embed”>

X avatar for @Jack_Raines

Jack Raines@Jack_Raines

🚨 IT’S OFFICIALLY PUBLICATION DAY 🚨

Young Money: A Field Guide to Wealth and Purpose in Your Twenties is available everywhere books are sold (or listened to!). Get your copy (or five!) below and make sure to leave a review once you’ve read it!

amzn.to/4w8LkAL

X avatar for @Jack_Raines

Jack Raines @Jack_Raines

Some news: I wrote a book!

For the past few years, I’ve been deeply focused on the concept of “opportunity costs,” particularly in terms of maximizing each life phase before it passes. This obsession culminated in Young Money. Pre-order here (and more details below):

https://t.co/vrumFRxJFi

1:00 PM · Aug 4, 2026 · 329 Views

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