Article URL: https://computer.rip/2026-07-04-microwave-and-power.html Comments URL: https://news.ycombinator.com/item?id=48791591 Points: 5 # Comments: 0
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A developer has shared their minimalist Notion setup, which consists of only three pages: a Tab Dump, a Daily Focus, and a Brain Dump. The approach was designed around a personal rule that any system requiring more than two clicks to use will simply not be used. Rather than building complex dashboards with multiple databases and formulas, the setup prioritizes quick information capture and focused work. The author argues that many publicly shared Notion workspaces are too elaborate to be practically sustainable on a daily basis.
On July 5, 2026, a developer used a Claude Code session codenamed Fable 5 to conduct a comprehensive methodology audit of their autonomous AI agent system called ALICE, which was built on the Pi agent framework. ALICE had accumulated over 100 skills and 38 pending tasks but suffered a core reliability problem: its handoff memory files frequently referenced files and directories that no longer existed. To address this, Fable 5 deployed six parallel sub-agents, each assigned a distinct, non-overlapping review perspective — covering functional gaps, UX, security, performance, operations, and data lifecycle — with every finding required to cite a source file and line number. Fable 5 also critically evaluated its own audit, identifying false positives in the security review and blind spots including test quality, i18n, and cost control that no single perspective had covered. The developer concluded that prompt-writing alone is insufficient to instill reliable verification habits in an AI agent, and that structural enforcement mechanisms such as pre-action hooks and post-execution audits are necessary.
On July 5, 2026, a developer used a Claude Code AI session called Fable 5 to conduct a full methodology audit on ALICE, an autonomous AI agent built on a Pi framework over three weeks. ALICE is designed to persist across sessions by passing handoff documents to her next instance, but faces a core problem: stored memory often contradicts real-world state. To address structural blind spots rather than surface bugs, the developer brought in a second, independent Claude Code session with no shared memory or context. Fable 5 proposed a multi-agent audit framework where parallel sub-agents each examine one non-overlapping lens — such as security, performance, or data lifecycle — and must cite specific file paths and line numbers for every finding. The experiment yielded a reusable framework for investigation-first system audits, emphasizing mandatory evidence, value-effort scoring, and orthogonal lens design as the key drivers of audit quality.
Fud AI is a newly launched open-source nutrition tracking app available on both iOS and Android, released under the MIT license. The app allows users to log meals by snapping a photo, with AI estimating calories and macronutrients automatically. Additional input methods include barcode scanning, voice entry, manual input, and saved meals. Users can bring their own Gemini or OpenRouter API key, or opt into a paid Fud AI Plus tier that includes an AI coach, weight and body-fat tracking, and BMR calculation. The project's source code has been made publicly available on GitHub as part of a build-in-public initiative.
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