40 B parameters, 96 layers, 1290 tensors with SOTA performance exceeding Qwen 3.6 27B AND many fine tunes.
1/10 to 1/2 the thinking tokens of a "normal" Qwen - auto variable thinking.
Extreme levels of detail and depth of thought for all use cases in the output.
Jaw dropping performance even at 4 bits. (sample output below at q4ks, non imatrix, 13k total output.)
Freedom: Uncensored via Heretic, and matched with performance in mind.
A fusion of multiple expanded, and trained Qwen 3.6 27B Fable Fusion 711 and 717 cores ("5 cores") coupled and fused with The Deckard 40B model ("6th core").
BENCHMARKS by Nightmedia
------------------------------------------------------------
arc/c arc/e boolq hswag obkqa piqa wino
------------------------------------------------------------
Qwen3.6-40B-Fable-Fusion-6-Core-Deckard-Eleanor-Heretic-Uncensored
mxfp8 0.687,0.857,0.908,0.825,0.500,0.818,0.771
Qwen3.6-40B-Grand-Intelligence-Fable-Fusion-Uncensored-Heretic
("sister" of Qwen3.6-40B-Fable-Fusion-6-Core-Deckard-Eleanor-Heretic-Uncensored )
mxfp8 0.698,0.862,0.904,...
Qwen3.6-27B-Fable-Fusion-711-Uncensored-Heretic-NM-DAU-NEO-MAX-MTP-GGUF [instruct mode]
mxfp8 0.711,0.879,0.910,0.790,0.514,0.823,0.763
mxfp4 0.701,0.873,0.909,0.786,0.488,0.813,0.759
"Fable-Fusion-711" (and related "717") is one the the core
building blocks of both of the list models above.
Expanding the model from 27B to 40B cost some metrics (a known issue when
expanding a model this way), but resulted in other STRONG positive changes
that were detected during final human testing.
------------------------------------------------------------
ORG MODELS FROM QWEN, no tuning, non heretic.
------------------------------------------------------------
Qwen3.6-27B-Instruct: [base, non heretic]
mxfp8 0.647,0.803,0.910,0.773,0.450,0.806,0.742
Qwen3.6-35B-A3B-Instruct [base, non heretic]
mxfp8 0.581,0.757,0.892,0.751,0.428,0.803,0.688
Qwen3.5-27B-Instruct: [base, non heretic]
mxfp8 0.557,0.711,0.868,0.533,0.452,0.706,0.695
NOTES:
Models are tested in "Instruct" mode because this generally works better with the testing harness.
Testing via "thinking" mode also shows the metrics (and changes) but not the true extent.
In actual fact when the model IS in thinking mode, it will exceed INSTRUCT benchmark scores in most cases.
Sample Generation:
Q4_K_S (4-bit) ; non imatrix, standard default settings for Qwen 3.6 version model.
NOTES:
Some formatting lost on copy/paste ; original is flawless in terms of formatting, tables and charts.
Q4KS non-imatrix represents LOW end of the quality scale at 1/4 the precision of the full model.
Export of MTP generated content is broken in LMStudio (all formats)
PROMPT:
Explain 10 ways (in extensive detail) to use the "night" time cooling of radiant energy into space to reduce global temperatures. Include charts, and tables.
Thought
for 8.68 seconds
The
user wants me to explain 10 ways to use nighttime radiative cooling
(radiation of energy to space) to reduce global temperatures. This is
a fascinating topic combining atmospheric physics, climate
engineering, and engineering design.
Let
me think about what radiative cooling to space means:
At
night, especially under clear skies, surfaces can radiate thermal
energy directly to space through the "infrared window"
(roughly 8-13 μm wavelength range) where the atmosphere is
relatively transparent
This
causes surfaces to cool below ambient air temperature (radiative
cooling)
This
is why we see frost even when air temperatures are above freezing
Now
I need to think of 10 extensive approaches to leverage this
phenomenon for global temperature reduction:
Radiative
cooling materials for buildings and infrastructure -
Coatings, tiles, films that maximize emission in the IR window and
minimize solar absorption
Large-scale
radiative cooling panels/farms - Dedicated areas of
optimized radiative surfaces
Nighttime
ocean radiative cooling enhancement - Artificial surfaces
or materials in oceans to radiate heat at night
Atmospheric
water harvesting through radiative cooling - Condensing
moisture which has cooling effects and water benefits
Radiative
cooling towers - Structures similar to cooling towers but
using radiative cooling to chill water for district cooling or
direct injection
Selective
surface radiators in the upper atmosphere - Balloons or
structures at high altitude where radiative cooling is more
effective
Enhanced
desert radiative cooling - Modifying desert surfaces to
maximize nighttime heat loss
Radiative
cooling combined with heat pumps - Using radiative cooling
as heat sink for heat pumps at night
Nighttime
urban radiative cooling corridors - Designing urban areas
to channel and enhance radiative cooling effects
Radiative
cooling for carbon capture enhancement - Using radiative
cooling surfaces to condense CO2 or enhance carbon capture systems
I'll
develop these concepts with detailed scientific analysis, supporting
visual representations, and practical implementation strategies for
each approach.
OUTPUT:
Radiative
Nighttime Cooling for Global Temperature Reduction: Ten Comprehensive
Approaches
Introduction
to Radiative Cooling to Space
Radiative
cooling occurs when a surface emits thermal radiation to the cold
sky, particularly through the atmospheric "infrared window"
(8–13 μm) where greenhouse gases are relatively transparent. At
night, under clear conditions, surfaces can lose more energy than
they gain, cooling below ambient air temperature—sometimes by
10–15°C or more. This natural phenomenon, responsible for
nighttime frost, can be engineered into systematic climate
intervention strategies.
This
document examines ten approaches to harness this effect at scale for
global temperature mitigation.
1.
Radiative Cooling Building Envelopes and Infrastructure
Principle
and Physics
Buildings
and paved surfaces constitute ~40% of the urban surface area
globally. Replacing conventional materials with selective radiative
cooling coatings that maximize emission in the 8–13 μm atmospheric
window while minimizing solar absorption can transform urban areas
from heat sources to heat sinks.
Requires
policy mandates for new construction and retrofits
2.
Dedicated Radiative Cooling Farms
Concept
Purpose-built
facilities consisting of large, optimized radiative cooling surfaces
designed explicitly for climate cooling rather than as building
byproducts. These "cooling farms" would be situated in arid
or semi-arid regions where nighttime clear skies are prevalent.
System
Design
Component
layout:
Radiative
panels: 80% of surface area
Support
structures: 10%
Monitoring
and control: 5%
Access
and infrastructure: 5%
Panel
specifications:
Parameter
Specification
Panel dimensions
10 m × 5 m (50 m²
each)
Tilt angle
0-45° (optimizable by
latitude)
Surface material
SiO₂/MgO composite
coating on aluminum substrate
Spacing
2 m minimum (air
circulation)
Thermal mass
Minimized (rapid nightly
cooling)
Heat
Transfer Mechanisms
Three
primary pathways for heat removal:
Direct
radiative loss to space (primary, 60-70%)
Convective
transfer to night air, then vertical mixing (20-30%)
Conductive
transfer to ground (variable, minimized)
Radiative
heat loss calculation (typical clear night):
Surface
temperature: 278 K (5°C) Surface emissivity in window: 0.92
Effective sky temperature (clear desert night): 258 K (-15°C)
While
modest alone, radiative cooling farms provide:
Zero
operational emissions
Potential
co-production of water (condensation)
Synergistic
use with solar PV (daytime solar, nighttime cooling)
Demonstrable,
measurable effects for monitoring
3.
Nighttime Ocean Radiative Cooling Enhancement
Background
The
oceans cover ~71% of Earth's surface and store ~90% of excess heat
from greenhouse warming. Nighttime radiative cooling of the ocean
surface naturally occurs but is limited by:
High
evaporative loss (latent heat transfer upward)
Turbulent
mixing bringing warmer water from below
Cloud
cover reducing clear-sky conditions
Enhancement
Strategies
Three
complementary approaches:
A.
Surface Microlayer Enhancement
Deploy
biodegradable, IR-transparent, solar-reflective materials that form a
thin layer on the ocean surface:
Material
requirements:
Low
thermal conductivity (reduce mixing with subsurface water)
High
IR emissivity in 8-13 μm window
High
solar reflectivity
Biodegradable
within 24-72 hours
Example:
Polymer microsphere layer
Composition:
Silica or polyurethane microspheres
Layer
thickness: 10-50 μm
Buoyant
and self-arranging
Washed
off naturally by waves
B.
Artificial Ice/Brine Formation
In
polar and subpolar regions, induce formation of thin ice or
concentrated brine layers at night that:
Have
lower thermal conductivity than water
Radiate
more efficiently to space
Melt
during daytime (no permanent accumulation)
C.
Subsurface Upwelling at Night
Use
pumps or mixing devices to bring colder subsurface water to the
surface at night when radiative cooling is most effective, then allow
mixing back during daytime.
Energy
Balance Analysis
Current
ocean nighttime heat budget (per m²):
Heat Losses:├── Radiative loss to space (clear sky) 40-60 W/m²├── Evaporative loss 20-50 W/m²└── Convective loss 5-15 W/m²
Heat Gains:├── Downwelling IR from atmosphere 30-50 W/m²├── Heat from subsurface mixing 10-30 W/m²└── Upwelling from depth variable
Net:
Often slightly positive (ocean gains heat) due to mixing and
evaporation
With
enhancement (microlayer approach):
Modified budget:├── Radiative loss to space (enhanced) 60-80 W/m² (+20-30%)├── Evaporative loss (reduced) 5-15 W/m² (-60-70%)├── Convective loss 5-10 W/m²├── Downwelling IR (unchanged) 30-50 W/m²└── Heat from mixing (reduced) 2-8 W/m² (-70-80%)
Net:
15-35 W/m² heat LOSS to atmosphere/space
Implementation
Infrastructure
Microlayer
deployment system:
Component
Description
Carrier vessels
Modified tankers,
autonomous surface vehicles
Distribution
Boom spreaders, spray
systems
Target areas
5-15 km² patches
Frequency
Daily (material
biodegrades)
Cost
$50-200 per km² per day
Seasonal
deployment strategy:
Region
Active Months
Rationale
Arctic
May-September
Maximum daylight/heat
gain period
Subarctic (N)
June-September
Peak warming
Subarctic (S)
December-March
Peak warming
Tropical Pacific
Year-round
Consistent conditions
Global
Potential
Assuming
1% of ocean surface treated (3.6 million km²):
Ecosystem
impact: Potential effects on marine organisms,
especially plankton and larval stages
Material
accumulation: Risk of microplastic pollution if
biodegradation fails
Altered
evaporation: Changes to precipitation patterns
Economic
viability: High ongoing costs for material production
and deployment
Regulatory
complexity: International waters governance
4.
Atmospheric Water Harvesting via Radiative Cooling
Mechanism
Radiative
cooling surfaces that drop below the dew point of ambient air
condense water vapor into liquid water. This process is both a water
resource and a cooling mechanism:
Radiative
surface cooling - Surface cools below ambient via IR
emission
Condensation -
Water vapor condenses on cold surface
Latent
heat release - Released heat is radiated away during
continued nighttime cooling
Cooling
effect - Surface stays cooler than it otherwise would
due to evaporative/latent cooling cycle
System
Design
Atmospheric
water harvester (AWH) with climate cooling function:
Component
Specification
Condensing surface
Copper or aluminum with
hydrophobic coating
Surface area per unit
50-500 m²
Target temperature
10-15°C below ambient
Collection system
Tilted panels to
channels
Storage
Insulated tanks
Power requirement
Minimal (fans, pumps
optional)
Performance
by humidity:
RH (%)
Temp (°C)
Dew Point (°C)
Water Yield (L/m²/night)
Latent Heat Released (kJ/m²)
20
25
-6
0
0
40
30
16
1.2
2,700
60
35
26
3.5
8,000
80
30
25
5.0
11,500
Dual-Benefit
Analysis
For
each liter of water harvested:
Water
produced: 1 L (value: $0.10-$10 depending on location)
Cooling
effect:
Latent
heat of vaporization: 2,260 J/g
Per
liter: 2.26 MJ of heat moved from air to surface and radiated away
Extended
radiative cooling: Wet surfaces can radiate more
effectively than dry ones
Climate
vs. water benefits by region:
Region
Annual Water Yield (L/m²)
Annual Cooling (MJ/m²)
Primary Benefit
Coastal California
2,500
180
Water
Middle East
1,800
130
Water + cooling
Northern Africa
2,200
160
Water
South Asia
4,000
290
Cooling + water
Southeast Asia
5,000
365
Cooling
Large-Scale
Deployment
Urban
integration approach:
Rooftop
AWH systems in coastal and semi-arid cities
Integration
with building cooling systems
Scale:
1 m² AWH per 10 m² of building
Global
potential (assuming 50 million m² total AWH area in arid/semi-arid
regions):
Annual
water production: ~250 million L
Annual
heat radiated away via latent heat mechanism: ~1.8×10¹⁴ J
Additional
heat from enhanced radiative surface cooling: ~3.6×10¹⁴ J
Total
cooling: ~5.4×10¹⁴ J/year (0.54 EJ)
CO₂
equivalent: ~2,000 metric tons/year
Advantages
Addresses
two climate challenges simultaneously (water scarcity + warming)
Passive
operation with minimal energy
Synergistic
with building energy efficiency
Water
can support vegetation, further cooling via transpiration
5.
Radiative Cooling Towers
Concept
Massive
structures analogous to industrial cooling towers, but designed to
radiate heat directly to space rather than using evaporative cooling.
These towers maximize surface area-to-volume ratio for radiative loss
and are positioned to access cooler nighttime air.
Engineering
Design
Tower
geometry:
Hyperboloid
shape (similar to existing cooling towers)
Height:
100-300 m
Base
diameter: 150-400 m
Top
diameter: 50-150 m
Surface
treatment:
Entire
interior and exterior coated with high-emissivity,
high-solar-reflectivity materials
Surface
area per tower: 50,000-300,000 m²
Heat
transfer modes within tower:
Air-borne
heat removal (natural convection):
Warm
air rises through tower, cooling via contact with radiating walls
Heat
radiated from walls to night sky
Cooled
air exits at top and disperses
Liquid-borne
heat removal (optional):
Warm
water circulated through tower exterior/interior
Water
cooled radiatively, then pumped back to source
Can
serve district cooling applications
Performance
Calculations
Radiative
cooling tower (200 m tall, 200 m base diameter):
Parameter
Value
Surface area
180,000 m²
Effective emissivity
0.88
Average night
temperature
15°C
Effective sky
temperature (clear)
-10°C
Radiative power per m²
~55 W/m²
Total radiative cooling
power
9.9 MW
Annual heat removed
(clear nights)
1.2×10¹¹ kJ
Comparison
to conventional evaporative tower:
Metric
Radiative Tower
Evaporative Tower
Cooling capacity
10-20 MW
50-100 MW
Water usage
0 L/h
5,000-10,000 L/h
Energy input
0-50 kW
500 kW-2 MW
Nighttime efficiency
100% (passive)
70-90%
Climate benefit
Direct + no emissions
Direct only
Heat
Sink Applications
Three
primary use cases:
A.
Nighttime Urban Heat Disposal
Collect
heat from urban buildings during day (via district heating/thermal
storage)
Radiate
it away at night through cooling towers
Reduces
daytime air conditioning demand
B.
Power Plant Heat Sink
Replace
or supplement evaporative cooling at thermal/nuclear plants
Particularly
valuable in water-scarce regions
C.
Direct Climate Cooling
Towers
designed solely to radiate ambient heat to space
Positioned
in high-altitude, clear-sky regions
Global
Deployment Scenario
Phase
1: 100 radiative cooling towers
Locations:
Major urban centers (2-5 per city)
Total
annual heat removed: 1.2×10¹³ kJ
Phase
2: 1,000 towers
Expanded
urban and industrial coverage
Total
annual heat removed: 1.2×10¹⁴ kJ
Phase
3: 5,000 towers
Global
coverage of major population/industrial centers
Lower
cooling capacity than evaporative towers (must overcome with scale)
High
construction cost per unit
Requires
clear-sky regions for optimal performance
Wind
loads and structural design at large heights
6.
Upper-Altitude Radiative Cooling Platforms
Principle
At
high altitudes, the atmospheric density is lower, providing less
obstruction to radiative cooling. Platforms (balloons, gliders, or
satellites) carrying radiative cooling surfaces at 20-50 km altitude
can radiate heat directly to space with minimal atmospheric
interference.
Platform
Types
A.
High-Altitude Balloons
Characteristics:
Operating
altitude: 20-35 km
Duration:
Weeks to months
Radiative
surface area per balloon: 50-500 m²
Power:
Solar PV for station-keeping and telemetry
Advantages:
Low
cost compared to satellites
Easy
to deploy and replace
Access
to mesosphere where IR window is nearly fully open
B.
Aerostats (Buoyant Platforms)
Characteristics:
Operating
altitude: 15-30 km
Duration:
Years
Radiative
surface area per platform: 500-5,000 m²
Power:
Solar + batteries
C.
Low-Earth Orbit Satellites
Characteristics:
Altitude:
200-800 km
Radiative
surface area per satellite: 1,000-10,000 m²
No
atmospheric obstruction
Continuous
radiative cooling (except during eclipse)
High-power
radiative cooling: Space-based platforms can radiate
5-10× more per m² than surface systems
Geographic
flexibility: Can target specific latitudes/longitudes
No
land use: Eliminates terrestrial ecological concerns
Dual-use
potential: Platforms could also monitor climate or
provide communications
Scalable: Start
small, expand incrementally
Challenges
High
cost per unit
Space
debris and orbital congestion concerns
Complex
launch and maintenance infrastructure
Political/regulatory
complexity for space-based climate engineering
Single-point
failure risk for satellites
7.
Enhanced Desert Radiative Cooling
Background
Desert
regions naturally experience extreme nighttime radiative cooling due
to clear skies, low humidity, and minimal vegetation. However,
natural desert surfaces (sand, rock) have suboptimal radiative
properties and can be engineered to enhance this natural phenomenon.
Enhancement
Approaches
A.
Surface Modification
Materials
and treatments:
Spread
high-emissivity mineral coatings (e.g., MgO, SiO₂) over desert
floors
Install
radiative cooling panels interspersed with natural terrain
Create
reflective gravel or stone pavements with high IR emissivity
B.
Desert Radiative Corridors
Long,
narrow channels or "corridors" oriented to maximize IR
transmission to space:
Width:
50-200 m
Length:
10-100 km
Treated
surfaces on sides and floor
Oriented
perpendicular to prevailing night winds
C.
Thermal Mass Reduction
Reduce
thermal mass of desert surfaces to enable deeper nighttime cooling:
Remove
or replace high-thermal-mass rocks and concrete
Install
lightweight radiative materials
Create
air gaps beneath surface layers
Quantitative
Analysis
Natural
desert night cooling vs. enhanced:
Parameter
Natural Desert Sand
Enhanced (SiO₂ coating)
Surface emissivity
(8-13μm)
0.82
0.93
Solar reflectivity
0.25
0.65
Thermal mass (J/kg·K)
800
350
Nighttime ΔT vs air
(°C)
-6 to -10
-14 to -20
Radiative power (W/m²)
35-50
60-85
Example:
Enhanced radiative cooling in Sahara
Area
treated: 100,000 km² (10% of Sahara)
Enhancement:
+30 W/m² average nighttime cooling power
Potential
co-benefits: reduced daytime heating (less energy for cooling),
increased fog/condensation capture
Carbon
credit revenue possible under future markets
Regional
Climate Effects
Potential
secondary effects of large-scale desert radiative cooling:
Altered
wind patterns: Enhanced cooling could strengthen
nighttime thermal winds
Precipitation
changes: Cooler air holds less moisture, potentially
reducing fog/precipitation locally
Dust
reduction: Treated surfaces may reduce dust generation
Biodiversity
impacts: Temperature changes could affect desert
flora/fauna
Albedo
change: Increased reflectivity during daytime could
further reduce warming
8.
Radiative Cooling as Heat Sink for Heat Pumps
Principle
Radiative
cooling surfaces can serve as the "cold side" (heat sink)
for heat pumps, enabling heat to be pumped from warm sources
(buildings, industrial processes, or the atmosphere) to the cold
night sky. This amplifies the natural radiative cooling effect
through active thermodynamic work.
Scalable
from individual buildings to industrial complexes
Limitations
Requires
electrical power input
COP
decreases with larger temperature lifts
Highest
efficiency only during nighttime clear-sky conditions
Capital-intensive
initial deployment
9.
Nighttime Urban Radiative Cooling Corridors
Concept
Design
urban environments to channel, preserve, and amplify nighttime
radiative cooling through engineered "cooling corridors"
that connect areas of high radiative cooling (parks, water bodies,
radiative cooling installations) throughout urban centers.
Urban
Heat Island Context
Urban
areas are typically 2-10°C warmer than surrounding rural areas due
to:
Satellite
constellation dedicated to radiative cooling monitoring
Ground-based
radiometers at all major deployment sites
Atmospheric
profiling stations along corridors and near facilities
Data
sharing platform for international transparency
Conclusion
Radiative
cooling to space is a powerful, naturally occurring physical process
that can be engineered into multiple complementary climate
intervention strategies. The ten approaches described span a range of
scales, costs, and technological readiness.
Key
insights:
No
single approach is sufficient - A coordinated,
multi-pronged strategy is essential
Synergies
matter - Combined deployment (e.g., building envelopes
+ urban corridors + heat pump systems) creates greater value than
isolated applications
Cost-effectiveness
is generally favorable compared to many other climate
intervention strategies, especially when co-benefits are included
Risk
profile is relatively low - Most approaches are based
on well-understood physics and existing materials science
Implementation
is feasible now - Many technologies can begin
deployment immediately with current knowledge and infrastructure
The
cumulative potential of these approaches, if fully realized, could
contribute meaningfully to global temperature reduction while
simultaneously providing valuable co-benefits including water
production, reduced energy consumption, improved air quality, and
enhanced urban livability.
References
and Further Reading
Lu,
X., & Fan, S. (2020). Radiative cooling: Fundamentals,
materials, and applications. Advanced Materials,
32(5), 1904657.
Raman,
A. P., Anoma, M. A., Zhu, L., et al. (2014). Passive radiative
cooling below ambient temperature in an uncontrolled open
environment. Science, 343(6168), 51-54.
Song,
Z., Wang, J., Liu, S., et al. (2022). A review of radiative cooling
technologies for energy and water applications. Renewable
and Sustainable Energy Reviews, 154, 111838.
Zhou,
K., Wang, K., Zhang, Q., et al. (2021). Radiative cooling: Physics,
theory, materials, and its applications. Advanced Physics
Research, 2(10), 2100044.
Santamouris,
M. (2014). Cooling the cities—A review of reflection and albedo
enhancement of building surfaces and urban horizontal and vertical
pavements. Solar Energy, 103, 68-75.
Zhang,
Y., Li, Z., Wang, Z., et al. (2021). Atmospheric water harvesting
using radiative cooling: A review of recent progress. Journal
of Cleaner Production, 286, 125045.