experiment · 12 · robotics frontier

// madcool · lab · deep research

Humanoid Robotics Frontier

The signal layer for the humanoid + general-purpose robotics race. 18 hand-picked YouTube channels grouped by role — the labs shipping the hardware, the commentators metabolizing the capability deltas, and the research feeds explaining the papers underneath. Subscriber + upload stats refresh nightly through the same pipeline as the HiFi trends page.

10 labs · 6 commentators · 2 research · seeded 2026-10-27

Labs

First-party humanoid + robotics builders. The source.

Boston Dynamics

@bostondynamics

Atlas. Spot. Stretch. The canonical humanoid + quadruped lab.

subs
3,430,000
videos
201
views
889,351,714
open channel → latest · 2026-10-26

Tesla

@Tesla

Optimus drops first-party. AI Day, factory clips.

subs
3,090,000
videos
544
views
418,474,980
open channel → latest · 2026-10-24

Unitree Robotics

@UNITREEROBOTICS

G1, H1, Go2. The price-disruptor out of Hangzhou.

subs
2,340,000
videos
95
views
363,144,444
open channel → latest · 2026-10-21

Figure

@figureai

BMW production-floor humanoid. Figure 02, Helix VLA.

subs
259,000
videos
50
views
19,860,317
open channel → latest · 2026-10-22

Sophia · Hanson Robotics

@SophiaTheRobot

Conversational humanoid. The press-cycle benchmark.

subs
73,600
videos
139
views
9,326,934
open channel → latest · 2026-05-27

Agility Robotics

@AgilityRobotics

Digit. Bipedal logistics at Amazon, GXO.

subs
67,000
videos
154
views
9,552,049
open channel → latest · 2026-09-15

Sanctuary AI

@SanctuaryAi

Phoenix. Carbon human cognition stack. Vancouver.

subs
10,400
videos
88
views
669,523
open channel → latest · 2026-10-15

1X Technologies

@1Xtech

NEO Gamma. Soft-skin home humanoid. OpenAI-backed.

subs
2
videos
1
views
56
open channel → latest · 2022-12-09

Apptronik

@apptronik

Apollo. Mercedes manufacturing pilot. Austin-based.

subs
1
videos
—
views
—
open channel →

Ameca · Engineered Arts

@AmecaRobot

The expressive face of robotics. Falmouth, UK.

subs
—
videos
2
views
5
open channel → latest · 2023-03-14

Commentary

Aggregators and weekly roundups. Capability-delta watchers.

ColdFusion

@ColdFusion

Long-form tech explainers. Robotics covered with context.

subs
5,250,000
videos
588
views
580,528,314
open channel → latest · 2026-10-15

AI Search

@theaisearch

Curated AI demo reels. Lean editorial voice.

subs
769,000
videos
495
views
76,602,591
open channel → latest · 2026-10-25

AI Revolution

@airevolutionx

Weekly humanoid + AI roundup. Bias toward demo clips.

subs
575,000
videos
976
views
82,833,486
open channel → latest · 2026-10-27

The Tesla Space

@TheTeslaSpace

Tesla + Optimus beat. Daily, biased-bullish.

subs
539,000
videos
650
views
108,915,612
open channel → latest · 2026-10-21

The AI GRID

@TheAIGRID

Daily model + robotics drops. High-volume scanner.

subs
400,000
videos
1026
views
69,899,198
open channel → latest · 2026-10-25

Wes Roth

@WesRoth

Frontier-AI news cadence. Sharp on capability deltas.

subs
333,000
videos
880
views
67,696,489
open channel → latest · 2026-10-24

Research

Paper digests and institutional engineering coverage.

Two Minute Papers

@TwoMinutePapers

Karoly Zsolnai-Feher. Vision/robotics paper digests.

subs
1,840,000
videos
1104
views
173,011,229
open channel → latest · 2026-10-19

IEEE Spectrum

@IEEESpectrum

Institutional robotics & engineering coverage.

subs
162,000
videos
1231
views
78,779,359
open channel → latest · 2026-10-19

// methodology

This vertical is in the lab. The production version — cross-referenced against citations, scoring, and momentum signals — will surface on the MadCool network's research surface when the dataset matures.

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