Harness Design for Long-Running Apps
An interactive editorial on Anthropic's harness-design essay: why long-running app agents drift, when planner-generator-evaluator loops help, and how to keep only the scaffolding that still matters.
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hermes-agent
The agent that grows with you
📄 HF Daily Papers
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Appear2Meaning: A Cross-Cultural Benchmark for Structured Cultural Metadata Inference from Images
Recent advances in vision-language models (VLMs) have improved image captioning for cultural heritage. However, inferring structured cultural metadata (e.g., creator, origin, period) from visual input remains underexplored. We introduce a multi-category, cross-cultural benchmark for this task and evaluate VLMs using an LLM-as-Judge framework that measures semantic alignment with reference annotations. To assess cultural reasoning, we report exact-match, partial-match, and attribute-level accuracy across cultural regions. Results show that models capture fragmented signals and exhibit substantial performance variation across cultures and metadata types, leading to inconsistent and weakly grounded predictions. These findings highlight the limitations of current VLMs in structured cultural metadata inference beyond visual perception.
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late night low TAM tweet: did a Broadway solo song for the first time in ~18 years!
late night low TAM tweet: did a Broadway solo song for the first time in ~18 years! only fumbled lyrics once! https://t.co/1Yh31lH68z https://t.co/mi9jwudyFd
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AMD's AI Director on Claude's Performance
AMD's senior director of AI commented on Claude's performance, suggesting potential regression in capabilities. This has led to discussions on model optimization and industry standards.
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Continuously updated with source-linked, decision-oriented interpretations.
Real Money, Fake Models: Deceptive Model Claims in Shadow APIs
An interactive audit walkthrough of arXiv:2603.01919 — from utility divergence to fingerprint failures in shadow LLM APIs.
Open briefingSoftware is Dead, Intent is Eternal — Welcome to the Era of Intentware
The apps you use every day are becoming historical relics. A new species is quietly taking over human-computer interaction, and all you need to do is express your intent.
Open briefingSteam, Steel, and Infinite Minds
Notion CEO Ivan Zhao explores how AI reshapes knowledge work across three scales: individuals (bicycles to cars), organizations (wood to steel), and economies (Florence to Tokyo).
Open briefingThe Vestigial Engineer: Claude Code & The 150% Paradigm Shift
An interactive breakdown of Boris Cherny's interview: why IDEs are dead, code shelf-life is 6 months, and how Anthropic achieved a 150% productivity leap.
Open briefingAwesome OpenClaw Use Cases: A Navigator of 30+ Real Deployments
Explore verified OpenClaw implementations across productivity, creative workflows, research, and infrastructure, with direct links to each project.
Open briefingDario Interview: The Tsunami on the Horizon
A structured bilingual briefing of Dotey’s long-form interview notes: scaling laws, power concentration, labor displacement, and startup strategy.
Open briefingThe 2028 Global Intelligence Crisis
When intelligence becomes abundant, labor income, demand circulation, and credit assumptions can unravel together.
Open briefingThe Internet Is Dead, Agents Live Forever
A provocative framework shift: stop building for human clicks and start designing for agent-native execution.
Open briefing11 OpenClaw Hacks: from 1% usage to full leverage
A tactical playbook covering model orchestration, local-first setup, reverse prompting, mission control, and security guardrails.
Open briefingFuture of Software Engineering with AI — Six Predictions
A synthesis of summit signals on AI adoption, org health, mid-level engineer risk, refactoring, and agile’s next phase.
Open briefingThe AI Doom Loop is a Myth
A bullish counter-thesis: AI may trigger painful local destruction, but macro outcomes are more likely rotation than collapse.
Open briefingChina Economy 2026
An interactive bilingual briefing of the 2026 China economy debate: macro recovery vs micro sentiment, growth-engine transition, and confidence flywheel.
Open briefingEngineering Agents as Control Systems — PID Loop
The shift from writing code to designing self-correcting loops. Engineering agents aren't just faster programmers—they're PID controllers optimizing over machine-readable constraints.
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