{
  "date": "2026-08-29",
  "stories": [
    {
      "story_id": "gh:1223170290",
      "title": "nexu-io/open-design: \ud83c\udfa8 Best DeepSeek Harness Design Plugin. The open-source Claude Design alternative. \ud83d\udda5\ufe0f Local-first desktop app. \ud83d\uddbc\ufe0f Your coding agent becomes the design engine: prototypes, landing pages, dashboards, slides, images & video \u2014 real files, HTML/PDF/PPTX/MP4 export. \ud83e\udd16 Claude Code / Codex / Cursor / DeepSeek Harness / OpenCode & 20+ CLIs via BYOK.",
      "url": "https://github.com/nexu-io/open-design",
      "overall": 8.14,
      "metrics": {
        "signal": 10.0,
        "novelty": 7.3,
        "impact": 7.81,
        "confidence": 7.03,
        "actionability": 6.5,
        "freshness": 9.97
      },
      "badges": {
        "Repo": "https://github.com/nexu-io/open-design",
        "Demo": ""
      },
      "corroboration_count": 1,
      "corroboration_sources": [
        "github"
      ],
      "source": "github"
    },
    {
      "story_id": "gh:1136590548",
      "title": "affaan-m/ECC: The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.",
      "url": "https://github.com/affaan-m/ECC",
      "overall": 8.05,
      "metrics": {
        "signal": 10.0,
        "novelty": 6.2,
        "impact": 8.31,
        "confidence": 7.03,
        "actionability": 6.5,
        "freshness": 10.0
      },
      "badges": {
        "Repo": "https://github.com/affaan-m/ECC"
      },
      "corroboration_count": 1,
      "corroboration_sources": [
        "github"
      ],
      "source": "github"
    },
    {
      "story_id": "gh:1148788086",
      "title": "mattpocock/skills: Skills for Real Engineers. Straight from my .agents directory.",
      "url": "https://github.com/mattpocock/skills",
      "overall": 7.85,
      "metrics": {
        "signal": 10.0,
        "novelty": 5.1,
        "impact": 8.3,
        "confidence": 7.03,
        "actionability": 6.5,
        "freshness": 10.0
      },
      "badges": {
        "Repo": "https://github.com/mattpocock/skills"
      },
      "corroboration_count": 1,
      "corroboration_sources": [
        "github"
      ],
      "source": "github"
    },
    {
      "story_id": "gh:1197021090",
      "title": "ultraworkers/claw-code: An agent-managed museum exhibit, built in Rust with Gajae-Code / LazyCodex \u2014 developed and maintained with no human intervention.",
      "url": "https://github.com/ultraworkers/claw-code",
      "overall": 7.82,
      "metrics": {
        "signal": 10.0,
        "novelty": 5.1,
        "impact": 8.19,
        "confidence": 7.03,
        "actionability": 6.5,
        "freshness": 9.98
      },
      "badges": {
        "Repo": "https://github.com/ultraworkers/claw-code"
      },
      "corroboration_count": 1,
      "corroboration_sources": [
        "github"
      ],
      "source": "github"
    },
    {
      "story_id": "gh:1266797999",
      "title": "DietrichGebert/ponytail: Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.",
      "url": "https://github.com/DietrichGebert/ponytail",
      "overall": 7.77,
      "metrics": {
        "signal": 10.0,
        "novelty": 5.1,
        "impact": 7.93,
        "confidence": 7.03,
        "actionability": 6.5,
        "freshness": 10.0
      },
      "badges": {
        "Repo": "https://github.com/DietrichGebert/ponytail"
      },
      "corroboration_count": 1,
      "corroboration_sources": [
        "github"
      ],
      "source": "github"
    },
    {
      "story_id": "gh:1197515131",
      "title": "VoltAgent/awesome-design-md: A collection of DESIGN.md files analysis by popular brand design systems. Drop one into your project and let coding agents generate a matching UI.",
      "url": "https://github.com/VoltAgent/awesome-design-md",
      "overall": 7.76,
      "metrics": {
        "signal": 10.0,
        "novelty": 5.1,
        "impact": 7.91,
        "confidence": 7.03,
        "actionability": 6.5,
        "freshness": 9.98
      },
      "badges": {
        "Repo": "https://github.com/VoltAgent/awesome-design-md"
      },
      "corroboration_count": 1,
      "corroboration_sources": [
        "github"
      ],
      "source": "github"
    },
    {
      "story_id": "gh:1174820787",
      "title": "karpathy/autoresearch: AI agents running research on single-GPU nanochat training automatically",
      "url": "https://github.com/karpathy/autoresearch",
      "overall": 7.74,
      "metrics": {
        "signal": 10.0,
        "novelty": 5.1,
        "impact": 7.83,
        "confidence": 7.03,
        "actionability": 6.5,
        "freshness": 9.93
      },
      "badges": {
        "Repo": "https://github.com/karpathy/autoresearch"
      },
      "corroboration_count": 1,
      "corroboration_sources": [
        "github"
      ],
      "source": "github"
    },
    {
      "story_id": "gh:1142983825",
      "title": "multica-ai/andrej-karpathy-skills: A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.",
      "url": "https://github.com/multica-ai/andrej-karpathy-skills",
      "overall": 7.63,
      "metrics": {
        "signal": 10.0,
        "novelty": 4.0,
        "impact": 8.23,
        "confidence": 7.03,
        "actionability": 6.5,
        "freshness": 10.0
      },
      "badges": {
        "Repo": "https://github.com/multica-ai/andrej-karpathy-skills"
      },
      "corroboration_count": 1,
      "corroboration_sources": [
        "github"
      ],
      "source": "github"
    },
    {
      "story_id": "hn:49489982",
      "title": "Debian votes to allow \"responsible use of generative AI\"",
      "url": "https://lwn.net/Articles/1091231/",
      "overall": 6.46,
      "metrics": {
        "signal": 9.22,
        "novelty": 4.0,
        "impact": 6.1,
        "confidence": 6.25,
        "actionability": 3.5,
        "freshness": 9.64
      },
      "badges": {},
      "corroboration_count": 1,
      "corroboration_sources": [
        "hackernews"
      ],
      "source": "hackernews"
    },
    {
      "story_id": "hn:49488042",
      "title": "Some GitHub bounty repos are honeypots that farm free work from AI agents",
      "url": "https://oactodev.github.io/ninety-quid/report/",
      "overall": 6.09,
      "metrics": {
        "signal": 8.36,
        "novelty": 5.1,
        "impact": 2.35,
        "confidence": 7.45,
        "actionability": 6.5,
        "freshness": 8.48
      },
      "badges": {},
      "corroboration_count": 1,
      "corroboration_sources": [
        "hackernews"
      ],
      "source": "hackernews"
    },
    {
      "story_id": "hn:49487904",
      "title": "Show HN: A free AI news briefing agent that runs on GitHub Actions, no server",
      "url": "https://github.com/tballochi/daily-briefing",
      "overall": 5.97,
      "metrics": {
        "signal": 8.36,
        "novelty": 6.2,
        "impact": 2.56,
        "confidence": 7.45,
        "actionability": 3.5,
        "freshness": 8.4
      },
      "badges": {
        "Repo": "https://github.com/tballochi/daily-briefing"
      },
      "corroboration_count": 1,
      "corroboration_sources": [
        "hackernews"
      ],
      "source": "hackernews"
    },
    {
      "story_id": "hn:49487838",
      "title": "Show HN: Itsuki \u2013 open-source memory engine for AI agents (API and MCP)",
      "url": "https://itsuki.app/",
      "overall": 5.85,
      "metrics": {
        "signal": 8.37,
        "novelty": 6.2,
        "impact": 2.88,
        "confidence": 6.25,
        "actionability": 3.5,
        "freshness": 8.35
      },
      "badges": {},
      "corroboration_count": 1,
      "corroboration_sources": [
        "hackernews"
      ],
      "source": "hackernews"
    },
    {
      "story_id": "hn:49488074",
      "title": "Show HN: AgentBridge \u2013 Let one AI think while another AI writes the code",
      "url": "https://github.com/IndexFlowing/AgentBridge",
      "overall": 5.83,
      "metrics": {
        "signal": 8.37,
        "novelty": 5.1,
        "impact": 2.76,
        "confidence": 7.45,
        "actionability": 3.5,
        "freshness": 8.51
      },
      "badges": {
        "Repo": "https://github.com/IndexFlowing/AgentBridge"
      },
      "corroboration_count": 1,
      "corroboration_sources": [
        "hackernews"
      ],
      "source": "hackernews"
    },
    {
      "story_id": "hn:49490123",
      "title": "Data Exfiltration from Amazon Kiro via Prompt Injection",
      "url": "https://mindgard.ai/blog/amazon-kiro-data-exfiltration",
      "overall": 5.77,
      "metrics": {
        "signal": 8.37,
        "novelty": 4.0,
        "impact": 2.91,
        "confidence": 6.25,
        "actionability": 5.2,
        "freshness": 9.7
      },
      "badges": {},
      "corroboration_count": 1,
      "corroboration_sources": [
        "hackernews"
      ],
      "source": "hackernews"
    },
    {
      "story_id": "hn:49490327",
      "title": "Would you share your weirdest agent logs with AI safety researchers?",
      "url": "https://www.reddit.com/r/AI_Agents/comments/1w1nuzb/whats_your_weirdest_ai_agent_log/",
      "overall": 5.73,
      "metrics": {
        "signal": 8.37,
        "novelty": 5.1,
        "impact": 2.7,
        "confidence": 6.25,
        "actionability": 3.5,
        "freshness": 9.79
      },
      "badges": {},
      "corroboration_count": 1,
      "corroboration_sources": [
        "hackernews"
      ],
      "source": "hackernews"
    },
    {
      "story_id": "hn:49490234",
      "title": "The Fed confronts a powerful new economic force (AI)",
      "url": "https://www.washingtonpost.com/technology/2026/08/29/federal-reserve-officials-are-debating-ais-effect-economy-jobs/",
      "overall": 5.73,
      "metrics": {
        "signal": 8.37,
        "novelty": 5.1,
        "impact": 2.76,
        "confidence": 6.25,
        "actionability": 3.5,
        "freshness": 9.75
      },
      "badges": {},
      "corroboration_count": 1,
      "corroboration_sources": [
        "hackernews"
      ],
      "source": "hackernews"
    },
    {
      "story_id": "hn:49490303",
      "title": "Three mistakes of new AI teams",
      "url": "https://softwaredoug.com/blog/2026/08/29/ai-team-mistakes",
      "overall": 5.69,
      "metrics": {
        "signal": 8.37,
        "novelty": 5.1,
        "impact": 2.56,
        "confidence": 6.25,
        "actionability": 3.5,
        "freshness": 9.78
      },
      "badges": {},
      "corroboration_count": 1,
      "corroboration_sources": [
        "hackernews"
      ],
      "source": "hackernews"
    },
    {
      "story_id": "hn:49490148",
      "title": "Show HN: DataZen \u2013 a local-first client for cross-database workflows",
      "url": "https://flyxl.github.io/datazen/",
      "overall": 5.69,
      "metrics": {
        "signal": 8.37,
        "novelty": 5.1,
        "impact": 2.56,
        "confidence": 6.25,
        "actionability": 3.5,
        "freshness": 9.71
      },
      "badges": {
        "Repo": "",
        "Benchmarks": ""
      },
      "corroboration_count": 1,
      "corroboration_sources": [
        "hackernews"
      ],
      "source": "hackernews"
    },
    {
      "story_id": "hn:49490648",
      "title": "Google further buries search results under AI mode",
      "url": "https://www.theverge.com/tech/986364/google-search-ai-overviews-auto-expand",
      "overall": 5.68,
      "metrics": {
        "signal": 8.37,
        "novelty": 4.0,
        "impact": 2.76,
        "confidence": 7.05,
        "actionability": 3.5,
        "freshness": 9.92
      },
      "badges": {
        "Benchmarks": ""
      },
      "corroboration_count": 1,
      "corroboration_sources": [
        "hackernews"
      ],
      "source": "hackernews"
    },
    {
      "story_id": "hn:49488299",
      "title": "We Ran Code Inside Fortune 500s Using Files They Published for AI Agents",
      "url": "https://medium.com/@alonhertz1/data-became-code-we-ran-code-inside-fortune-500s-using-files-they-published-for-ai-agents-0cd67ffbbffc",
      "overall": 5.68,
      "metrics": {
        "signal": 8.37,
        "novelty": 5.1,
        "impact": 2.91,
        "confidence": 6.25,
        "actionability": 3.5,
        "freshness": 8.68
      },
      "badges": {},
      "corroboration_count": 1,
      "corroboration_sources": [
        "hackernews"
      ],
      "source": "hackernews"
    },
    {
      "story_id": "hn:49489893",
      "title": "Musk says Grok's political lean is 'a function of SF Bay Area political views'",
      "url": "https://tokenstead.ai/guides/musk-grok-politics-bay-area-views",
      "overall": 5.58,
      "metrics": {
        "signal": 8.38,
        "novelty": 4.0,
        "impact": 3.02,
        "confidence": 6.25,
        "actionability": 3.5,
        "freshness": 9.59
      },
      "badges": {},
      "corroboration_count": 1,
      "corroboration_sources": [
        "hackernews"
      ],
      "source": "hackernews"
    },
    {
      "story_id": "hn:49490115",
      "title": "Calibre eBook manager lets you generate AI book covers",
      "url": "https://www.omgubuntu.co.uk/2026/08/calibre-ebook-ai-covers",
      "overall": 5.57,
      "metrics": {
        "signal": 8.38,
        "novelty": 4.0,
        "impact": 2.91,
        "confidence": 6.25,
        "actionability": 3.5,
        "freshness": 9.7
      },
      "badges": {},
      "corroboration_count": 1,
      "corroboration_sources": [
        "hackernews"
      ],
      "source": "hackernews"
    },
    {
      "story_id": "hn:49489920",
      "title": "Backlash Against AI Data Centers Is Real, Organic, Widespread",
      "url": "https://www.yahoo.com/news/politics/articles/backlash-against-ai-data-centers-115222320.html",
      "overall": 5.56,
      "metrics": {
        "signal": 8.38,
        "novelty": 4.0,
        "impact": 2.91,
        "confidence": 6.25,
        "actionability": 3.5,
        "freshness": 9.61
      },
      "badges": {},
      "corroboration_count": 1,
      "corroboration_sources": [
        "hackernews"
      ],
      "source": "hackernews"
    },
    {
      "story_id": "hn:49489823",
      "title": "Build your web-based game with AI",
      "url": "https://quetab.com/games",
      "overall": 5.55,
      "metrics": {
        "signal": 8.37,
        "novelty": 4.0,
        "impact": 2.91,
        "confidence": 6.25,
        "actionability": 3.5,
        "freshness": 9.56
      },
      "badges": {},
      "corroboration_count": 1,
      "corroboration_sources": [
        "hackernews"
      ],
      "source": "hackernews"
    }
  ],
  "deep_dives": [
    {
      "story_id": "hn:49490123",
      "title": "Data Exfiltration from Amazon Kiro via Prompt Injection",
      "url": "https://mindgard.ai/blog/amazon-kiro-data-exfiltration",
      "source_domain": "mindgard.ai",
      "category_label": "Hn",
      "overall": 5.77,
      "metrics": {
        "signal": 8.37,
        "novelty": 4.0,
        "impact": 2.91,
        "confidence": 6.25,
        "actionability": 5.2
      },
      "why_made_cut": "Signal 8.4, Confidence 6.2, and Impact 2.9 combined to rank this in the top set.",
      "badges": [],
      "context": "The technical issue is significant on its own, but the path Mindgard took to reach this second Kiro disclosure exposes a separate problem.",
      "whats_new": "An Amazon Kiro data-exfiltration finding shows how AI execution paths create technical risks and expose gaps in vulnerability disclosure.",
      "key_details": [
        "Mindgard discovered a data-exfiltration vulnerability in Amazon Kiro IDE , an AI-assisted development environment that can interact with project content and invoke tools as part of developer workflows.",
        "The issue allowed attacker-controlled repository content to influence the Kiro agent and ultimately cause sensitive local information to be transmitted to an external endpoint.",
        "Testing was performed against Kiro IDE version 0.7.45 on Windows, and the behavior was reproduced in both trusted and untrusted workspaces.",
        "Exploitation requires two user actions."
      ],
      "results_evidence": [
        "Testing was performed against Kiro IDE version 0.7.45 on Windows, and the behavior was reproduced in both trusted and untrusted workspaces."
      ],
      "limitations_unknowns": [
        "An Amazon Kiro data-exfiltration finding shows how AI execution paths create technical risks and expose gaps in vulnerability disclosure."
      ],
      "practical_next_steps": [
        "Reproduce one claim with a public baseline and fixed evaluation settings.",
        "Check robustness on out-of-distribution or long-context cases.",
        "Track whether independent teams report matching results."
      ]
    },
    {
      "story_id": "gh:1174820787",
      "title": "karpathy/autoresearch: AI agents running research on single-GPU nanochat training automatically",
      "url": "https://github.com/karpathy/autoresearch",
      "source_domain": "github.com",
      "category_label": "Agent",
      "overall": 7.74,
      "metrics": {
        "signal": 10.0,
        "novelty": 5.1,
        "impact": 7.83,
        "confidence": 7.03,
        "actionability": 6.5
      },
      "why_made_cut": "Signal 10.0, Confidence 7.0, and Impact 7.8 combined to rank this in the top set.",
      "badges": [
        "repo"
      ],
      "context": "Instead, you are programming the program.md Markdown files that provide context to the AI agents and set up your autonomous research org.",
      "whats_new": "AI agents running research on single-GPU nanochat training automatically One day, frontier AI research used to be done by meat computers in between eating, sleeping, having other fun, and synchronizing once in a while using sound wave interconnect in the ri...",
      "key_details": [
        "Research is now entirely the domain of autonomous swarms of AI agents running across compute cluster megastructures in the skies.",
        "The agents claim that we are now in the 10,205th generation of the code base, in any case no one could tell if that's right or wrong as the \"code\" is now a self-modifying binary that has grown beyond human comprehension.",
        "This repo is the story of how it all began.",
        "The idea: give an AI agent a small but real LLM training setup and let it experiment autonomously overnight."
      ],
      "results_evidence": [
        "The agents claim that we are now in the 10,205th generation of the code base, in any case no one could tell if that's right or wrong as the \"code\" is now a self-modifying binary that has grown beyond human comprehension.",
        "It modifies the code, trains for 5 minutes, checks if the result improved, keeps or discards, and repeats."
      ],
      "limitations_unknowns": [
        "Generalization outside curated tasks is still unclear."
      ],
      "practical_next_steps": [
        "Reproduce one claim with a public baseline and fixed evaluation settings.",
        "Check robustness on out-of-distribution or long-context cases.",
        "Track whether independent teams report matching results."
      ]
    },
    {
      "story_id": "hn:49487904",
      "title": "Show HN: A free AI news briefing agent that runs on GitHub Actions, no server",
      "url": "https://github.com/tballochi/daily-briefing",
      "source_domain": "github.com",
      "category_label": "Hn",
      "overall": 5.97,
      "metrics": {
        "signal": 8.36,
        "novelty": 6.2,
        "impact": 2.56,
        "confidence": 7.45,
        "actionability": 3.5
      },
      "why_made_cut": "Signal 8.4, Confidence 7.5, and Impact 2.6 combined to rank this in the top set.",
      "badges": [
        "repo"
      ],
      "context": "Wake up to an AI-written news briefing in your inbox every morning, on the topics you choose, written from real freshly-searched articles.",
      "whats_new": "Wake up to an AI-written news briefing in your inbox every morning, on the topics you choose, written from real freshly-searched articles.",
      "key_details": [
        "100% free, no server, runs entirely on GitHub Actions.",
        "Every headline, summary and link in it was chosen and written by the agent.",
        "Your coffee is still too hot to drink, so you open your inbox, and the only thing worth reading is already there.",
        "Three stories that actually matter to you, four sentences each, every source linked and dated."
      ],
      "results_evidence": [
        "100% free, no server, runs entirely on GitHub Actions."
      ],
      "limitations_unknowns": [
        "Generalization outside curated tasks is still unclear."
      ],
      "practical_next_steps": [
        "Reproduce one claim with a public baseline and fixed evaluation settings.",
        "Check robustness on out-of-distribution or long-context cases.",
        "Track whether independent teams report matching results."
      ]
    }
  ],
  "reality_check": {
    "read_time": "1-2 min",
    "items": [
      {
        "story_id": "gh:1223170290",
        "title": "nexu-io/open-design: \ud83c\udfa8 Best DeepSeek Harness Design Plugin. The open-source Claude Design alternative. \ud83d\udda5\ufe0f Local-first desktop app. \ud83d\uddbc\ufe0f Your coding agent becomes the design engine: prototypes, landing pages, dashboards, slides, images & video \u2014 real files, HTML/PDF/PPTX/MP4 export. \ud83e\udd16 Claude Code / Codex / Cursor / DeepSeek Harness / OpenCode & 20+ CLIs via BYOK.",
        "url": "https://github.com/nexu-io/open-design",
        "source_domain": "github.com",
        "category_label": "Agent",
        "overall": 8.14,
        "metrics": {
          "signal": 10.0,
          "novelty": 7.3,
          "impact": 7.81,
          "confidence": 7.03,
          "actionability": 6.5
        },
        "badges": [
          "repo",
          "demo"
        ],
        "checklist": {
          "primary_source": "yes",
          "demo": "yes",
          "benchmarks_evals": "no",
          "baselines_ablations": "no",
          "third_party_corroboration": "no",
          "reproducibility_details": "yes"
        },
        "what_would_change_my_mind": [
          "Independent replication with comparable or better results.",
          "Public benchmark numbers with clear baseline comparisons."
        ],
        "likely_failure_mode": "Performance may collapse outside curated demos or narrow tasks."
      },
      {
        "story_id": "gh:1136590548",
        "title": "affaan-m/ECC: The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.",
        "url": "https://github.com/affaan-m/ECC",
        "source_domain": "github.com",
        "category_label": "Agent",
        "overall": 8.05,
        "metrics": {
          "signal": 10.0,
          "novelty": 6.2,
          "impact": 8.31,
          "confidence": 7.03,
          "actionability": 6.5
        },
        "badges": [
          "repo"
        ],
        "checklist": {
          "primary_source": "yes",
          "demo": "no",
          "benchmarks_evals": "no",
          "baselines_ablations": "no",
          "third_party_corroboration": "no",
          "reproducibility_details": "yes"
        },
        "what_would_change_my_mind": [
          "Independent replication with comparable or better results.",
          "Public benchmark numbers with clear baseline comparisons."
        ],
        "likely_failure_mode": "Performance may collapse outside curated demos or narrow tasks."
      },
      {
        "story_id": "hn:49487904",
        "title": "Show HN: A free AI news briefing agent that runs on GitHub Actions, no server",
        "url": "https://github.com/tballochi/daily-briefing",
        "source_domain": "github.com",
        "category_label": "Hn",
        "overall": 5.97,
        "metrics": {
          "signal": 8.36,
          "novelty": 6.2,
          "impact": 2.56,
          "confidence": 7.45,
          "actionability": 3.5
        },
        "badges": [
          "repo"
        ],
        "checklist": {
          "primary_source": "yes",
          "demo": "no",
          "benchmarks_evals": "no",
          "baselines_ablations": "no",
          "third_party_corroboration": "no",
          "reproducibility_details": "yes"
        },
        "what_would_change_my_mind": [
          "Independent replication with comparable or better results.",
          "Public benchmark numbers with clear baseline comparisons."
        ],
        "likely_failure_mode": "Performance may collapse outside curated demos or narrow tasks."
      },
      {
        "story_id": "rss:https://openai.com/index/jalapeno-first-results",
        "title": "Jalape\u00f1o\u2019s first results show industry-leading speed and efficiency in AI inference",
        "url": "https://openai.com/index/jalapeno-first-results",
        "source_domain": "openai.com",
        "category_label": "Rss",
        "overall": 4.13,
        "metrics": {
          "signal": 7.29,
          "novelty": 5.1,
          "impact": 2.0,
          "confidence": 3.8,
          "actionability": 3.5
        },
        "badges": [],
        "checklist": {
          "primary_source": "yes",
          "demo": "no",
          "benchmarks_evals": "yes",
          "baselines_ablations": "yes",
          "third_party_corroboration": "no",
          "reproducibility_details": "no"
        },
        "what_would_change_my_mind": [
          "Independent replication with comparable or better results.",
          "Public benchmark numbers with clear baseline comparisons."
        ],
        "likely_failure_mode": "Performance may collapse outside curated demos or narrow tasks."
      }
    ]
  },
  "lab_notes": {
    "tool_repo_of_the_day": {
      "title": "nexu-io/open-design: \ud83c\udfa8 Best DeepSeek Harness Design Plugin. The open-source Claude Design alternative. \ud83d\udda5\ufe0f Local-first desktop app. \ud83d\uddbc\ufe0f Your coding agent becomes the design engine: prototypes, landing pages, dashboards, slides, images & video \u2014 real files, HTML/PDF/PPTX/MP4 export. \ud83e\udd16 Claude Code / Codex / Cursor / DeepSeek Harness / OpenCode & 20+ CLIs via BYOK.",
      "url": "https://github.com/nexu-io/open-design",
      "source_domain": "github.com"
    },
    "prompt_workflow_of_the_day": "summarize claim -> evidence -> risk in three passes before acting",
    "tiny_snippet": "uv run python -m msd.run --scheduled"
  },
  "forecast_watchlist": {
    "read_time": "1-2 min",
    "watch_prefix": "Watch:",
    "topics": [
      "cs.ai",
      "cs.lg",
      "rss",
      "cs.cl",
      "python",
      "benchmark",
      "eval",
      "repo"
    ],
    "subscribe": {
      "label": "Subscribe for Daily Emails",
      "url": "mailto:morning-singularity-digest@localhost?subject=Subscribe%20for%20Daily%20Emails"
    }
  }
}