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The Limits of Today's AI Systems

2•Yinfan•2h ago
Recently, I’ve increasingly come to believe that intelligence is no longer AI’s bottleneck. The systems we build around it are. Input Paradox (1) The first issue is the input paradox. When interacting with AI, if the prompt is highly detailed, the model tends to overfit to the user’s framing and assumptions. If it is too concise, the model lacks the context needed to generate something truly useful. This creates a paradox: to preserve the model’s independent reasoning, you should say less — but to make the answer specific to your situation, you must say more. Information Asymmetry (2) In economics, information asymmetry describes a situation where one party has access to critical information that the other does not. This is exactly what happens when we interact with LLMs. The user holds the high-resolution, real-world data — revenue numbers, funding status, team structure, individual capabilities, product details, operational constraints. The model sees only what fits inside a prompt. Imagine asking an NBA coach how to become a better basketball player, but the coach knows nothing about your goals, training history, strengths, or weaknesses. The advice will naturally sound broad — “practice more,” “improve fundamentals.” That does not mean the coach lacks expertise. It means the coach lacks information. The Hidden Cost of “Smart” Tools (3) Systems like OpenClaw and Claude Code are impressive, but if you inspect their logs, even simple tasks often rely on massive preloaded system prompts and large context windows. A trivial request can consume tens of thousands of tokens. This makes advanced agent systems expensive and sometimes inefficient. It raises a deeper question: are we actually building smarter systems — or just wrapping enormous static prompts around powerful models and branding them as innovation?

Some Personal Thoughts on the Future (+) We have seen the rapid advances in model capability, but the dominant interaction paradigm is still the same: text chat. We know AI is powerful, but we don’t experience it as something tangible. The future of AI agents will not be a single assistant. It will be a lot of them living inside your computer, securely accessing your data, continuously active, and continuously updating. Instead of hiding behind a chat window, they will exist within a more transparent interface — one where you can clearly see, live and work with them directly. P.S. AI companies should seriously consider collaborating with the game companies. The next interface breakthrough may come from interactive worlds.

A lightweight, embeddable Prolog interpreter written in C11

https://github.com/no382001/prolog
1•triska•1m ago•0 comments

Blackberry Growth Monitoring and Feature Quantification with UAV Remote Sensing

https://www.mdpi.com/2624-7402/6/4/260
1•PaulHoule•2m ago•0 comments

The Court's (Selective) Impatience Is a Vice

https://www.stevevladeck.com/p/214-the-courts-selective-impatience
1•hn_acker•2m ago•1 comments

Show HN: Boosted LightFace – A Hybrid DNN and GBM Model for Facial Recognition

https://dergipark.org.tr/en/pub/gujs/article/1794891
1•serengil•2m ago•0 comments

Isn't P2P WebRTC better than SSH for connecting to Mac terminal from iPhone?

https://macky.dev/#architecture
1•eureka_boy•2m ago•1 comments

Anthropic's Claude sees 'elevated errors' as it tops Apple's free apps

https://www.cnbc.com/2026/03/02/anthropic-claude-ai-outage-apple-pentagon.html
1•LostMyLogin•2m ago•1 comments

Bio-Inspired Adapters: Improving Models Beyond LoRA Fine-Tuning

https://www.genbais.com/
1•lazarko•4m ago•0 comments

Show HN: Design Jam, ASCII wireframes and annotations that export as AI prompts

https://getdesignjam.com
1•Adrig•4m ago•0 comments

Show HN: Free Math Sheets – Generate math worksheets for K-5 problems

https://www.freemathsheets.com/
1•mchaver•5m ago•0 comments

What the First Billionaire Reveals About the First Trillionaire

https://www.bloomberg.com/news/features/2026-02-26/elon-musk-and-the-first-trillionaire-what-rock...
2•robtherobber•5m ago•0 comments

A New Rembrandt Discovered

https://www.rijksmuseum.nl/en/stories/themes/rembrandt/story/a-new-rembrandt-discovered
1•Tomte•5m ago•0 comments

What AI-justified mass layoffs reveal about what we were never owed

https://codeplusconduct.substack.com/p/grateful-for-your-contributions
1•mooreds•6m ago•0 comments

Show HN: I rewrote an inventory app 4 times over 5 years before releasing v1

https://upzonehq.com/
1•florentmsl•6m ago•0 comments

Floyd is an enterprise-level world model

https://www.loom.com/share/7b3ba36113e446548f3a79cf5fc1e42c
1•tjarzu•8m ago•0 comments

Walk me through this "Safety Third" thing

https://mikerowe.com/2020/03/walk-me-through-this-safety-third-thing/
1•andsoitis•8m ago•0 comments

Perplexity Computer Is Groundbreaking

https://karozieminski.substack.com/p/perplexity-computer-review-examples-guide
2•Lunaboo•11m ago•0 comments

Jack Dorsey Blamed AI for Block's Layoffs. Skeptics Aren't Buying It

https://www.wsj.com/business/jack-dorseys-latest-far-out-bet-an-ai-future-with-fewer-employees-25...
2•nradov•11m ago•0 comments

A new 'uncertainty relation' for quantum measurement errors

https://phys.org/news/2026-03-uncertainty-quantum-errors.html
2•bikenaga•11m ago•0 comments

Building an Elite AI Engineering Culture in 2026

https://www.cjroth.com/blog/2026-02-18-building-an-elite-engineering-culture
1•mooreds•11m ago•0 comments

Idaho considers an 'apocalyptic' choice for disabled people and families

https://19thnews.org/2026/03/idaho-medicaid-budget-cuts-disability-programs/
1•mooreds•11m ago•0 comments

Where AI Agents Are Heading: What We Learned from Recent YC Startups

https://e2b.dev/blog/yc-companies-ai-agents
1•tizkovatereza•15m ago•2 comments

Show HN: AgentCost – Track, control, and optimize your AI spending (MIT)

https://github.com/agentcostin/agentcost
2•agentcostin•16m ago•0 comments

Spectre I prevents smart devices and AI recorders from picking up your voice

https://www.deveillance.com/
2•tnorthcutt•17m ago•2 comments

Show HN: VideoEvaluator, a Video Comparison Tool

https://www.videoevaluator.com/
1•ekinertac•17m ago•0 comments

Show HN: AI tool that brutally roasts your AI agent ideas

https://whycantwehaveanagentforthis.com
2•Sattyamjjain•18m ago•0 comments

Toyota Once Used a Fake Dining Room Set to Teach Execs How Big Americans Are

https://www.thedrive.com/news/toyota-once-used-a-fake-dining-room-set-to-teach-executives-how-big...
3•coloneltcb•19m ago•0 comments

Show HN: Agent Action Protocol (AAP) – MCP got us started, but is insufficient

https://github.com/agentactionprotocol/aap/
2•hank2000•20m ago•0 comments

Deveillance Spectre I blocks smart devices and AI recorders

https://twitter.com/aidaxbaradari/status/2028864606568067491
3•geekfactor•21m ago•1 comments

The Attention Tax

https://www.afox.dev/posts/the-attention-tax
1•wtfox•22m ago•0 comments

Attacks on GPS Spike Amid US and Israeli War on Iran

https://www.wired.com/story/gps-attacks-on-ships-spike-amid-the-us-and-israeli-war-on-iran/
1•speckx•23m ago•0 comments