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 that runs the HiFi trends dashboard.

10 labs · 6 commentators · 2 research · seeded 2026-07-28

Labs

First-party humanoid + robotics builders. The source.

Boston Dynamics

@bostondynamics

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

subs
3,430,000
videos
194
views
881,385,312
open channel → latest · 2026-07-22

Tesla

@Tesla

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

subs
2,950,000
videos
521
views
376,500,410
open channel → latest · 2026-07-22

Unitree Robotics

@UNITREEROBOTICS

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

subs
2,050,000
videos
88
views
323,650,962
open channel → latest · 2026-07-24

Figure

@figureai

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

subs
246,000
videos
45
views
17,534,566
open channel → latest · 2026-07-09

Sophia · Hanson Robotics

@SophiaTheRobot

Conversational humanoid. The press-cycle benchmark.

subs
73,500
videos
139
views
9,213,186
open channel → latest · 2026-05-27

Agility Robotics

@AgilityRobotics

Digit. Bipedal logistics at Amazon, GXO.

subs
66,100
videos
148
views
9,874,282
open channel → latest · 2026-07-15

Sanctuary AI

@SanctuaryAi

Phoenix. Carbon human cognition stack. Vancouver.

subs
10,400
videos
77
views
653,711
open channel → latest · 2026-07-23

1X Technologies

@1Xtech

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

subs
2
videos
1
views
41
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
5,230,000
videos
580
views
569,227,243
open channel → latest · 2026-07-25

AI Search

@theaisearch

Curated AI demo reels. Lean editorial voice.

subs
709,000
videos
466
views
62,443,860
open channel → latest · 2026-07-27

AI Revolution

@airevolutionx

Weekly humanoid + AI roundup. Bias toward demo clips.

subs
560,000
videos
898
views
75,201,448
open channel → latest · 2026-07-28

The Tesla Space

@TheTeslaSpace

Tesla + Optimus beat. Daily, biased-bullish.

subs
528,000
videos
637
views
104,842,050
open channel → latest · 2026-07-22

The AI GRID

@TheAIGRID

Daily model + robotics drops. High-volume scanner.

subs
397,000
videos
983
views
67,853,699
open channel → latest · 2026-07-25

Wes Roth

@WesRoth

Frontier-AI news cadence. Sharp on capability deltas.

subs
324,000
videos
840
views
56,025,879
open channel → latest · 2026-07-24

Research

Paper digests and institutional engineering coverage.

Two Minute Papers

@TwoMinutePapers

Karoly Zsolnai-Feher. Vision/robotics paper digests.

subs
1,830,000
videos
1080
views
167,707,155
open channel → latest · 2026-07-16

IEEE Spectrum

@IEEESpectrum

Institutional robotics & engineering coverage.

subs
160,000
videos
1217
views
78,519,682
open channel → latest · 2026-07-27

// 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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