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Ask HN: Billions of dollars in funding, but what's changed for robotics?

7•ajax33•2h ago
HN folks - school me if this is an uninformed take:

In the last 2 years we’ve seen eye watering robotics funding - e.g., Figure with a ~$39B valuation and $1B+ rounds, Skild AI raising ~$1.4B, Physical Intelligence raising hundreds of millions, and autonomous systems like Wayve’s ~$1.5B robotaxi funding, not to forget Musk with his Optimus bots.

That’s an insane capital wave, but from a core bottleneck POV, what’s actually changed since 2016-2020?

We’ve heard about vision models, RL advances, diffusion policies, better sim, and multimodal embodied models but have any of these really cracked generalization, reliable manipulation, or true sim2real at scale?

Some questions:

1. Are we meaningfully closer to generalist policies that work in messy, real environments?

2. Do “robot foundation models” solve the data bottleneck the way LLMs did for NLP?

3. Has manipulation gone beyond incremental improvements?

4. Are humanoids a technical leap or just a narrative that attracts capital?

5. What are the real research papers/benchmarks showing step-change progress?

Genuinely curious whether we are at a technological inflection point or are we going to hit hard physics/data/hardware problems again.

AWS outage in the Middle East: Data center "hit by objects"

https://www.heise.de/en/news/AWS-outage-in-the-Middle-East-Data-center-hit-by-objects-11194454.html
1•tosh•1m ago•0 comments

Show HN: Vibma – let agents create professional design system in Figma, directly

https://github.com/ufira-ai/Vibma
1•ufira•2m ago•0 comments

Sneak peek at the redesigned Stack Overflow

https://stackoverflow.blog/2026/02/25/your-sneak-peek-at-the-redesigned-stack-overflow/
1•jnord•2m ago•0 comments

AMD Am386 released March 2, 1991

https://dfarq.homeip.net/amd-am386-released-march-2-1991/
1•jnord•2m ago•0 comments

Show HN: A visual sitemap tool to see your website structure in seconds

3•epic_ai•3m ago•2 comments

Free Dev Playgrounds

https://labex.io/playgrounds
1•huhuhang•5m ago•0 comments

Three Modes of Cognition

https://kk.org/thetechnium/three-modes-of-cognition/
1•herbertl•6m ago•0 comments

The Looming AI Clownpocalypse

https://honnibal.dev/blog/clownpocalypse
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https://github.com/ybgwon96/easyclaw
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https://rep-protocol.dev/
1•olamide226•11m ago•0 comments

Qwen 3.5: 9B, 4B, 2B, 0.8B

https://huggingface.co/collections/Qwen/qwen35
1•tosh•16m ago•0 comments

Deflationary spiral if AI sparks unemployment and only benefits a small elite

https://www.businessinsider.com/ai-layoffs-deflation-us-economy-job-market-outlook-citi-2026-2
3•robtherobber•16m ago•0 comments

Anthropic and Alignment (Ben Thompson)

https://stratechery.com/2026/anthropic-and-alignment/
1•toomanybits•17m ago•0 comments

UK launches consultation asking for views on under-16s social media ban

https://www.bbc.com/news/articles/cvg3vjkx9d7o
3•breve•17m ago•0 comments

Tipping points and ecosystem collapse are the real geopolitical risk

https://news.mongabay.com/2026/02/tipping-points-and-ecosystem-collapse-are-the-real-geopolitical...
1•PaulHoule•17m ago•0 comments

Memgraph Production Telemetry Stack with AWS, ClickHouse, and Grafana

https://memgraph.com/blog/memgraph-production-telemetry-stack-aws-clickhouse-grafana
2•taubek•18m ago•0 comments

Apt Graph Colouring

https://github.com/RyanGibb/apt-graph-colouring
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Global emissions from digital technologies were largely obscured

https://www.nature.com/articles/s44458-025-00022-6
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Show HN: AgentKeeper – cognitive persistence layer for AI agents

1•thinklanceai•22m ago•0 comments

FX (of Phenoelit) has passed away

https://defcon.social/@thedarktangent/116157827849844661
2•eqvinox•22m ago•1 comments

Show HN: RippleMessenger – A Blockchain-Based Messenger

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1•ripplemessenger•23m ago•0 comments

C64: Putting Sprite Multiplexing to Work

https://bumbershootsoft.wordpress.com/2026/02/28/c64-putting-sprite-multiplexing-to-work/
1•ibobev•24m ago•0 comments

Day Roguelike 2026: Day 1

https://www.gridbugs.org/7drl2026-day1/
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Dial-Up over VoIP with a Commodore Modem from 1985

https://www.gridbugs.org/dial-up-over-voip-with-a-commodore-modem-from-1985/
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Pydantic Monty: A Minimal Python Sandbox for AI Agents

https://pydantic.dev/articles/pydantic-monty
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Would appreciate feedback on some light analysis on YC HR tech startups

https://substack.com/home/post/p-186734772
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Show HN: Sift – 10-12 HN discussions daily, ranked by practitioner depth

https://sift.1mb.dev/
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Wearable AI and the Risk of Human Manipulation

https://venturebeat.com/technology/what-if-the-real-risk-of-ai-isnt-deepfakes-but-daily-whispers
1•bonkerbits•26m ago•0 comments

AI is a tool. Don't try to make it a teammate

https://www.xfive.co/blog/ai-is-a-tool-not-a-teammate
3•lubos76•27m ago•0 comments