Raven caelangander.com

4 chains publishedPublic record, 2000–2025 · Caelan Gander

How far has each idea moved toward a product?

Measured from the public record alone, one chain at a time: what got researched, what got funded, what got tested, what got regulated, and what still stands in the way. Four chains are published so far. The model layer has not run; every barrier here was read by hand.

§ 01

The claim

Raven measures how far an idea has moved toward a product, from the public record alone. A chain is a root, the thing that was there first, and the products the record can be checked for. Every number on this site sits beside its denominator and the rule that produced it; that pair is what the site calls a receipt.

Three layers, each measured by a stated rule. A trajectory is a count per year from one search, printed beside the whole index so growth is never mistaken for the index growing. A dependency is the share of one literature's references that land in another's, measured both ways, with a negative control beside it. A barrier is a sentence in a document, hand-checked and typed by whether it can lift: a physical barrier is permanent, an economic one is a price, a political one is a vote away. Every word on a chain's page is computed from that chain's atlas; the drafts that were once written about these chains are kept unpublished, in docs/authored-drafts.md.

Each product carries a score: growth positioned between two controls fixed before any chain was run, dependency, precedence, stages, and a barrier penalty, every component printed with the sentence behind it. It is an evidence score over one chain, anchored to two controls. It is not a probability, and nothing on this site calls it one.

Chains are added one at a time, each with its own hand-checked truth, and published only when the record behind it is complete.

§ 02

The two controls

Every score is anchored to two searches fixed before any chain was run. The smoke detector literature, a field that matured long ago, sits at 0; the large language model literature, the boom of the decade, sits at 1. A product's growth is placed between them after the growth of the whole index is divided out, so 0 means "grew as the smoke detector literature did", not "flat". A product that grew less than that is held at 0, which this site calls the floor; one that outgrew the large language model literature would be held at 1, the ceiling.

From 2000 to 2025, research on large language model grew about 16,000-fold, smoke detector about 3.0-fold, and all published work about 2.6-fold. A product's growth is placed on that range: 0 grew like smoke detector, 1 like large language model.

The chart, the exact multiples and the formula

The multiple beside each is the sum of its last 5 years plus one over the sum of its first 5 years plus one, and "works" counts every work the search returned in the year band.

Fig. 1 · the two controls and the index

2000-2025, log scale, zero drawn at the floor1101001,00010,000100,0001,000,00010,000,000large language modelsmoke detectorevery work
Three series on one log axis, 2000–2025; each anchor's multiple is printed below.
The two controls and the index
control works 2000 2025 multiple
large language model 148,587 2 88,754 16,490.9x
smoke detector 1,733 36 132 3.0x
every work 220,506,496 3,795,719 14,806,877 2.6x

§ 03

The chains

Every published chain
chain root products barriers fiction growth
Orbital debris and its downstream products Orbital debris · 11,501 works 4 products · barriers read for 1 7 found: 6 physical, 1 economic unmeasured research grew 5.5-fold; the index 2.6
Humanoid robots and their downstream products Humanoid robots · 22,510 works 3 products · barriers read for 3 27 found: 17 physical, 1 economic, 3 political, 6 social led by 21 years research grew 6.3-fold; the index 2.6
Quantum entanglement and its downstream products Quantum entanglement · 30,859 works 7 products · barriers read for 7 35 found, all physical led by 32 years research grew 5.7-fold; the index 2.6
Wearable computing and its downstream products Wearable computing · 18,780 works 9 products · barriers read for 9 41 found: 34 physical, 1 biological, 4 economic, 2 social led by 28 years research grew 11.2-fold; the index 2.6
Orbital debris · active debris removal, debris shielding, on-orbit servicing, small satellites

Orbital debris and its downstream products · years 2000–2025 · cutoff 2025-12-31

Fiction: not measured, the catalogue files 13 works under space debris and fiction, too few for a crossing year.

Fig. 2 · Orbital debris and its downstream products, product by product
product evidence score growth barriers
Active debris removal moderate 0.50 0.59 between the controls 37 documents read · 6 physical, 1 economic
Debris shielding moderate, barriers not sampled 0.43 at the floor · 2.8x vs 3.0x not sampled
On-orbit servicing moderate, barriers not sampled 0.63 0.14 between the controls not sampled
Small satellites moderate, barriers not sampled 0.54 0.09 between the controls not sampled
Not a ranking: rows follow the chain, never a number. An evidence score over one chain, anchored to two controls; not a calibrated probability. Weak is below 0.40, moderate from 0.40, strong from 0.70. Growth, dependency, precedence and stages are averaged with equal weight, leaving out any the window could not settle; the barrier penalty is then taken off, and the result held between 0 and 1.
Humanoid robots · social robots, care robots, teleoperated robots

Humanoid robots and their downstream products · years 2000–2025 · cutoff 2025-12-31

Fiction crossed a tenth of its peak (168 works of fiction in 2015) in 1981, research a tenth of its (1,917 works in 2025) in 2002: fiction led by 21 years.

Fig. 3 · Humanoid robots and their downstream products, product by product
product evidence score growth barriers
Social robots weak 0.39 0.43 between the controls 40 documents read · 3 physical, 3 social
Care robots weak 0.28 0.24 between the controls 40 documents read · 5 physical, 3 political, 3 social
Teleoperated robots weak 0.00 0.10 between the controls 40 documents read · 9 physical, 1 economic
Not a ranking: rows follow the chain, never a number. An evidence score over one chain, anchored to two controls; not a calibrated probability. Weak is below 0.40, moderate from 0.40, strong from 0.70. Growth, dependency, precedence and stages are averaged with equal weight, leaving out any the window could not settle; the barrier penalty is then taken off, and the result held between 0 and 1.
Quantum entanglement · quantum key distribution, quantum networks, quantum teleportation, quantum computing, quantum sensing, post-quantum cryptography, faster-than-light messaging

Quantum entanglement and its downstream products · years 2000–2025 · cutoff 2025-12-31

Fiction crossed a tenth of its peak (20 works of fiction in 2014) in 1970, research a tenth of its (4,127 works in 2025) in 2002: fiction led by 32 years.

Fig. 4 · Quantum entanglement and its downstream products, product by product
product evidence score growth barriers
Quantum key distribution weak 0.26 0.17 between the controls 40 documents read · 9 physical
Quantum networks weak 0.37 0.27 between the controls 34 documents read · 7 physical
Quantum teleportation weak 0.11 0.01 between the controls 36 documents read · 4 physical
Quantum computing weak 0.24 0.18 between the controls 36 documents read · 6 physical
Quantum sensing moderate 0.42 0.39 between the controls 36 documents read · 3 physical
Post-quantum cryptography weak 0.32 0.67 between the controls 40 documents read · 3 physical
Faster-than-light messaging weak 0.00 at the floor · 2.6x vs 3.0x 30 documents read · 3 physical
Not a ranking: rows follow the chain, never a number. An evidence score over one chain, anchored to two controls; not a calibrated probability. Weak is below 0.40, moderate from 0.40, strong from 0.70. Growth, dependency, precedence and stages are averaged with equal weight, leaving out any the window could not settle; the barrier penalty is then taken off, and the result held between 0 and 1.
Wearable computing · smart glasses, wrist-worn computers, vR headsets, hearables, data gloves, motion controllers, eye tracking, haptic suits, full-dive

Wearable computing and its downstream products · years 2000–2025 · cutoff 2025-12-31

Fiction crossed a tenth of its peak (43 works of fiction in 2017) in 1986, research a tenth of its (3,584 works in 2025) in 2014: fiction led by 28 years.

Fig. 5 · Wearable computing and its downstream products, product by product
product evidence score growth barriers
Smart glasses weak 0.00 0.14 between the controls 40 documents read · 3 physical, 1 economic
Wrist-worn computers weak 0.39 0.47 between the controls 40 documents read · 7 physical, 1 biological
VR headsets weak 0.33 0.49 between the controls 40 documents read · 5 physical
Hearables weak 0.23 0.36 between the controls 20 documents read · 4 physical, 2 social
Data gloves weak 0.03 0.03 between the controls 40 documents read · 10 physical, 1 economic
Motion controllers weak 0.00 0.002 between the controls 40 documents read · 4 physical
Eye tracking weak 0.26 0.23 between the controls 37 documents read · 1 economic
Haptic suits weak 0.24 0.21 between the controls 32 documents read · 1 physical
Full-dive weak 0.13 0.15 between the controls 12 documents read · 1 economic
Not a ranking: rows follow the chain, never a number. An evidence score over one chain, anchored to two controls; not a calibrated probability. Weak is below 0.40, moderate from 0.40, strong from 0.70. Growth, dependency, precedence and stages are averaged with equal weight, leaving out any the window could not settle; the barrier penalty is then taken off, and the result held between 0 and 1.

§ 04

Growth over time

Each line is how many times more works a literature drew than at the start of the window; the smoke detector and large language model lines are the two yardsticks every score is read between.

Fig. 6 · each literature's growth, window by window

growth since 2000–2004, 5-year windows, log scaleOrbital debris and its downstream productsscore1x10x100x1,000x10,000x2004201020152020202510held at 0large language model 16,491xsmoke detector 3.0xevery work 2.6xOrbital debris (root) 5.5xActive debris removal 483x*Debris shielding 2.8xOn-orbit servicing 10.3xSmall satellites 6.8xHumanoid robots and their downstream productsscore1x10x100x1,000x10,000x2004201020152020202510held at 0large language model 16,491xsmoke detector 3.0xevery work 2.6xHumanoid robots (root) 6.3xSocial robots 124xCare robots 23.2xTeleoperated robots 7.4xQuantum entanglement and its downstream productsscore1x10x100x1,000x10,000x2004201020152020202510held at 0large language model 16,491xsmoke detector 3.0xevery work 2.6xQuantum entanglement (root) 5.7xQuantum key distribution 12.8xQuantum networks 31.8xQuantum teleportation 3.3xQuantum computing 13.9xQuantum sensing 87.2xPost-quantum cryptography 980xFaster-than-light messaging 2.6xWearable computing and its downstream productsscore1x10x100x1,000x10,000x2004201020152020202510held at 0large language model 16,491xsmoke detector 3.0xevery work 2.6xWearable computing (root) 11.2xSmart glasses 10.1xWrist-worn computers 173xVR headsets 203xHearables 69.0xData gloves 4.1xMotion controllers 3.1xEye tracking 22.4xHaptic suits 17.8xFull-dive 11.0x*
Each point is how many times more works a literature drew in a 5-year window than in 2000–2004, both plus one, on a log scale. Where a product's line ends is the growth its score uses; the ruler reads that end as the growth component, 0 at the smoke detector literature's 3.0x and 1 at the large language model literature's 16,491x. A filled end means the product's barriers were read, a hollow one that they were not. 2 products sit at the floor, having grown less than the smoke detector literature did (3.0x). * No works in 2000–2004, so the line starts from the smoothing alone: Active debris removal (Orbital debris and its downstream products); Full-dive (Wearable computing and its downstream products).

§ 05

The comparison

A product whose barriers were never read takes a penalty of zero, which is the same number a clean sample takes, so these two groups are never ranked against each other.

Every product of every published chain · 23 products across 4 chains
Fig. 7 · every product of every published chain
chain product score growth dependency precedence stages barriers barrier kinds found
Orbital debris and its downstream products Active debris removal 0.50, moderate 0.59 0.81 1.00 1.00 -0.35 physical, economic
Orbital debris and its downstream products Debris shielding 0.43, moderate (barriers unsampled) 0.00 (clamped) 0.29 undetermined 1.00 0.00 (not sampled) unsampled
Orbital debris and its downstream products On-orbit servicing 0.63, moderate (barriers unsampled) 0.14 0.36 1.00 1.00 0.00 (not sampled) unsampled
Orbital debris and its downstream products Small satellites 0.54, moderate (barriers unsampled) 0.09 0.06 1.00 1.00 0.00 (not sampled) unsampled
Humanoid robots and their downstream products Social robots 0.39, weak 0.43 0.58 1.00 0.75 -0.30 physical, social
Humanoid robots and their downstream products Care robots 0.28, weak 0.24 0.34 1.00 0.75 -0.30 physical, political, social
Humanoid robots and their downstream products Teleoperated robots 0.00, weak 0.10 0.28 0.50 0.50 -0.35 physical, economic
Quantum entanglement and its downstream products Quantum key distribution 0.26, weak 0.17 0.34 1.00 0.75 -0.30 physical
Quantum entanglement and its downstream products Quantum networks 0.37, weak 0.27 0.65 1.00 0.75 -0.30 physical
Quantum entanglement and its downstream products Quantum teleportation 0.11, weak 0.01 0.71 undetermined 0.50 -0.30 physical
Quantum entanglement and its downstream products Quantum computing 0.24, weak 0.18 0.25 1.00 0.75 -0.30 physical
Quantum entanglement and its downstream products Quantum sensing 0.42, moderate 0.39 0.50 1.00 1.00 -0.30 physical
Quantum entanglement and its downstream products Post-quantum cryptography 0.32, weak 0.67 0.06 1.00 0.75 -0.30 physical
Quantum entanglement and its downstream products Faster-than-light messaging 0.00, weak 0.00 (clamped) 0.29 undetermined 0.25 -0.30 physical
Wearable computing and its downstream products Smart glasses 0.00, weak 0.14 0.10 0.00 1.00 -0.35 physical, economic
Wearable computing and its downstream products Wrist-worn computers 0.39, weak 0.47 0.28 1.00 1.00 -0.30 physical, biological
Wearable computing and its downstream products VR headsets 0.33, weak 0.49 0.04 1.00 1.00 -0.30 physical
Wearable computing and its downstream products Hearables 0.23, weak 0.36 0.41 1.00 0.33 -0.30 physical, social
Wearable computing and its downstream products Data gloves 0.03, weak 0.03 0.10 undetermined 1.00 -0.35 physical, economic
Wearable computing and its downstream products Motion controllers 0.00, weak 0.002 0.02 0.00 1.00 -0.30 physical
Wearable computing and its downstream products Eye tracking 0.26, weak 0.23 0.02 0.00 1.00 -0.05 economic
Wearable computing and its downstream products Haptic suits 0.24, weak 0.21 0.14 0.00 1.00 -0.10 physical
Wearable computing and its downstream products Full-dive 0.13, weak 0.15 0.08 0.00 0.50 -0.05 economic
The kinds are what the hand-checked sample found, not a census. Not a ranking: rows follow the chain, never a number. An evidence score over one chain, anchored to two controls; not a calibrated probability.

§ 06

Limitations of the comparison

  • Only growth shares a scale across chains, because every chain is anchored to the same two controls.
  • Every other component measures a product against its own root, so two products' dependency or precedence numbers say nothing about each other.
  • The score is an evidence score over one chain, and this table is not a ranking; it is ordered by chain and never by any number.

Where a product has an arrival year, the page prints what the research record did after it: held at 80% or more of its post-arrival peak, faded down to 40%, refused below that, on a 5-year trailing mean. A dated edge is read as crossed in the first year one citing work in 10 touches the cited literature, counted over a 5-year window; an edge that crosses inside the band's first 4 years is left undetermined. No edge measured so far has reached the tenth; each verdict prints the peak reach it was read against. The after-arrival word reads the research literature, which rarely shrinks; the index and the mature control both read held. Neither reading enters a score.