🔥 Fleet Thermal, Power & PPD Efficiency Across Hardware Eras

Telemetry Corpus: 588,289 neumon samples
Active Folding Samples: 442,962 records
Hardware Eras Analyzed: 14 Eras (Feb – Nov 2026)
Current 5-Host Peak: 160.3M+ PPD @ ~2,330W GPU / ~3,165W AC Wall (10,800 BTU/hr)
Fleet Efficiency: 68.8k PPD/W GPU | 50.6k PPD/W AC Wall

This engineering study cross-references 588,289 high-resolution neumon JSON telemetry records (442,962 active-folding snapshots across itztli, origami, smallpieces, scraps, and foldimate) with authoritative client.db / fah_state.json physical GPU UUID Work Unit benchmarks across all 13 hardware eras documented in Fleet Hardware Inventory & Production Over Time. Every wattage, thermal, frequency, and efficiency figure below is derived from direct silicon telemetry (NVIDIA NVML board power + AMD/Intel RAPL package counters + credited WU completion timings).

⚡ +130% Fleet PPD/W Efficiency Gain

Concurrent fleet production scaled 5.0x (32.1M → 160.3M+ PPD) from Era 1 to Era 14 while total AC wall draw scaled only 2.17x (1,460W → ~3,165W), lifting wall-to-points efficiency from 22.0k to 50.6k PPD/W AC Wall (68.8k PPD/W GPU silicon).

🚀 PCIe Width/Gen & CPU Feeder Scaling

Upgrading smallpieces v2 (Octominer PCIe Gen 3 x1 backplane + 4-core i7-7700) to v3 (PCIe Gen 5/4 x4 + 12-core Ryzen 9 9900X) unlocked +102.9% PPD (22.34M → 45.33M), while upgrading origami v1 (i9-7940X PCIe Gen 3 x16) to v2 (EPYC 7543 PCIe Gen 4 x16) boosted matched-UUID PPD by +8.0% to +13.8% at -2.5°C to -4.4°C lower GPU temps.

🌡️ Eco Mode & Clock-Pinning Sweet Spots

Running smallpieces v3's Ryzen 9 9900X in 65W Eco Mode (88.0W PPT) holds CPU temp at 65.8°C while feeding 5 GPUs at 45.33M PPD, and pinning the Octominer i7-7700 to 2.40–2.80 GHz holds CPU draw at 10.4–14.0W (-45% to -59% vs 3.60 GHz) while retaining 96.7–98.0% of maximum GPU frame speed.

❄️ Zone-Partitioned Datacloset HVAC

Exhausting the Octominer directly to the attic via a dedicated chimney duct + gable fan evacuates ~1,711–2,360 BTU/hr outside the room, keeping the 13'×7'×4' Audimute-lined datacloset at just 26–51% of its 1-ton (12,000 BTU/hr) mini-split capacity.


1. Master 13-Era Fleet Power, Heat Dissipation & PPD Efficiency Timeline

Across the 13 hardware eras from February to October 2026, fleet electrical and thermal metrics are tracked at three boundaries: Active GPU Silicon Power (sum of NVML board power across all folding GPUs), Total Silicon Power (GPU board power + CPU RAPL package power), and Estimated AC Wall Power & Thermal Output (accounting for 80+ Titanium/Platinum PSU conversion efficiency and motherboard/fan/backplane overhead; 1W = 3.41214 BTU/hr). Eras 1–4 reflect pre-neumon hardware baselines reconstructed from GPU/CPU TDP profiles and EOC logs; Eras 5–13 reflect direct neumon.log continuous telemetry.

Fleet Power, Thermal Output & PPD Efficiency Across All 13 Hardware Eras
Figure 1: Concurrent off-peak power draw (GPU silicon, CPU RAPL, and AC wall watts), heat generation (BTU/hr), concurrent peak PPD, and PPD-per-watt efficiency across all 13 fleet eras.
ERA & DATE WINDOW HOSTS / GPUS GPU POWER (W) CPU RAPL (W) TOTAL SILICON (W) EST. AC WALL (W) HEAT OUTPUT (BTU/hr) CONCURRENT PEAK PPD GPU PPD/W WALL PPD/W KEY THERMAL & EFFICIENCY MILESTONE
Era 1: Feb – Apr 07
Initial Baseline
2H / 7G 950 W 220 W 1,170 W 1,460 W 4,982 BTU/hr 32.1M 33.8k 22.0k Uncapped X299 i9-7940X on origami + Haswell i7-4790 on smallpieces v1 (115V garage) + 2x Turing cards drag baseline efficiency.
Era 2: Apr 08 – May 17
itztli RTX 4090 Added
3H / 8G 1,210 W 290 W 1,500 W 1,835 W 6,261 BTU/hr 34.0M 28.1k 18.5k itztli RTX 4090 onboarded; May 15 datacloset 1-ton mini-split + main-house 3-ton Carrier heat pump + smallpieces v1 attic chimney go live.
Era 3: May 18 – Jun 17
origami PRO 4000 Swap
3H / 8G 1,205 W 290 W 1,495 W 1,830 W 6,244 BTU/hr 33.0M 27.4k 18.0k Swapped RTX 5060 Ti → first RTX PRO 4000 Blackwell (145W cap) on origami v1.
Era 4: Jun 18 – Jun 29
smallpieces 5060 Ti Addition
3H / 8G 1,220 W 285 W 1,505 W 1,840 W 6,278 BTU/hr 43.7M 35.8k 23.8k Replaced RTX 2060 with RTX 5060 Ti on smallpieces v1; 240V datacloset circuits energized June 27.
Era 5: Jun 30 – Jul 07
smallpieces v2 Octominer
3H / 10G 1,390 W 252 W 1,642 W 1,980 W 6,756 BTU/hr 54.7M 39.4k 27.6k neumon live (9,838 samples): smallpieces v2 6-GPU Octominer X12 Ultra online (chimney-vented on 240V); origami v1 3-GPU at 498.6W.
Era 6: Jul 08 – Jul 13
Octominer 7-GPU Peak
3H / 11G 1,499 W 252 W 1,751 W 2,105 W 7,183 BTU/hr 57.2M 38.2k 27.2k 7 GPUs in smallpieces v2 (728W GPU draw); 4-core i7-7700 CPU feeder contention and PCIe Gen 3 x1 backplane saturation emerge.
Era 7: Jul 17 – Jul 18
Kernel 7 & 5-GPU smallpieces
3H / 9G 1,316 W 235 W 1,551 W 1,875 W 6,398 BTU/hr 59.0M 44.8k 31.5k Removed Ampere/Turing from smallpieces v2; 1x 4070 + 4x 5060 Ti beat 7-GPU Era 6 while saving 183W.
Era 8: Jul 18 – Jul 24
smallpieces 6-GPU + 5070
3H / 10G 1,455 W 233 W 1,688 W 2,025 W 6,910 BTU/hr 69.2M 47.6k 34.2k Added MSI RTX 5070 in smallpieces v2 Slot 1; draws 659W full-load (597W mean due to Gen 3 x1 backplane stalls).
Era 9: Jul 25 – Aug 15
scraps v1 15-GPU Peak
4H / 15G 2,035 W 279 W 2,314 W 2,755 W 9,400 BTU/hr 108.8M 53.5k 39.5k scraps v1 online in un-ducted room air (580.6W GPU + 60.4W Haswell CPU @ 73.7°C); July 31 Audimute lining installed.
Era 10: Aug 16 – Aug 28
origami v2 EPYC Rebuild
4H / 15G 2,000 W 268 W 2,268 W 2,700 W 9,213 BTU/hr 112.6M 56.3k 41.7k origami v2 EPYC 7543 + 2nd PRO 4000 cuts origami GPU power by -35.3W & CPU temp by -9.7°C.
Era 11: Aug 29 – Oct 07
scraps Turing Trim (13G)
4H / 13G 1,766 W 257 W 2,023 W 2,415 W 8,240 BTU/hr 117.7M 66.6k 48.7k Idling RTX 2060 + 2060S on scraps v1 shed -234W GPU / -285W wall (-973 BTU/hr) while boosting PPD!
Era 12: Oct 08 – Oct 25
foldimate RTX 4070 Ti
5H / 14G 1,951 W 323 W 2,274 W 2,710 W 9,247 BTU/hr 130.0M 66.6k 48.0k foldimate (RTX 4070 Ti @ 184.7W mean, 62.3k PPD/W) joins overnight 00:01–06:15 shift on main-house 3-ton Carrier heat pump.
Era 13: Oct 26 – Oct 31
scraps v2 & smallpieces v3 (14G)
5H / 14G 2,191 W 332 W 2,523 W 2,995 W 10,220 BTU/hr 145.0M 66.2k 48.3k smallpieces v3 Gen5/4 x4 unlocks full Blackwell power (743W, 45.33M PPD); scraps v2 moves to attic chimney at 10.4W CPU.
Era 14: Nov 01 – Present
scraps 5-GPU + QRB Cap Tuning
5H / 15G ~2,330 W 340 W ~2,670 W ~3,165 W 10,800 BTU/hr 160.3M+ 68.8k 50.6k scraps v2 adds Slot 1 RTX 4070 (160.27M PPD verified Nov 5 peak, 63.99M/d EOC 7d avg, 16.07B+ pts); Nov 10–12 968-WU A/B tuning adds +804k like-for-like PPD & drops RTX 3070 60➔52°C.

2. Host CPU Thermal Evolution, Vcore/Frequency Tuning & Cooling Architecture

While GPUs execute the bulk of OpenMM molecular dynamics math, host CPUs manage PCIe DMA transfers, frame-boundary coordinate reductions, and 5%-checkpoint sanity verifications. Across the fleet, our telemetry demonstrates that targeted CPU power/heat-saving measures—such as running the Ryzen 9 9900X in 65W Eco Mode (88.0W PPT) or pinning the Kaby Lake i7-7700 to 2.40–2.80 GHz—slash CPU heat and power draw by 45% to 83% while preserving 96.7% to 100% of peak GPU PPD.

📸 CPU Coolers, Airflow Shrouds & Datacloset Chimney Hardware Gallery
Hover to preview • Click to embiggen (←/→/Esc)
Host CPU Package Temp Evolution Across Eras & Kaby Lake i7-7700 Frequency/Vcore Tuning Sweep
Figure 2: (Left) Mean active CPU package temperatures across Eras 5–13 from 442,962 active neumon records. (Right) Empirical i7-7700 multiplier sweep (800 MHz to 3.60 GHz) on the Octominer B250 platform showing the 2.40–2.80 GHz (0.864–0.944V / 10.4–14.0W) sweet zone vs the BIOS "Turbo Performance" 86°C trap.

🔬 2.1 CPU Power & Frequency Tuning vs GPU PPD Retention

i7-7700 MULTIPLIER & CLOCK nvpowerctl kHz CAP VCORE (MSR 0x198) CPU RAPL POWER CPU TEMP (22% FANS) RTX 3070 P15506 TPF 3x 3060 Ti P15506 TPF % OF 3.60 GHz SPEED THERMAL & ACOUSTIC REGIME
8x (800 MHz) 800000 0.672 V 4.3 W 51–57°C 49.00 s 60.00 s 86.8% B250 BIOS default (MSR 0x1a0 bit 38 = 1); severe +4–5s TPF stall.
16x (1.60 GHz) 1600000 0.744 V 5.9 W 58.0°C 45.80 s 57.40 s 92.9% Silent 22% (1,805 RPM) fan floor; sub-optimal feeder pacing.
20x (2.00 GHz) 2000000 0.800 V 8.2 W 59.0°C 44.70 s 56.50 s 95.2% Silent 22% (1,805 RPM) fan floor.
24x (2.40 GHz) ⭐ 2400000 0.864 V 10.4 W 53.5–59.0°C 43.52–44.00 s 54.58–56.00 s 96.7–97.7% Active Production Pin: -58.9% CPU watts vs 3.60 GHz; silent 22% fan floor.
28x (2.80 GHz) ⭐ 2800000 0.944 V 14.0 W 64.0°C 43.40 s 55.30 s 98.0% High-Clock Sweet Spot: -44.7% CPU watts vs 3.60 GHz; stays below 65°C fan ramp.
32x (3.20 GHz) 3200000 1.040 V 18.5 W 69.0°C 42.90 s 54.80 s 99.2% Vcore crosses 1.00V inflection knee; +32% watts for +1.2% speed.
34x (3.40 GHz) 3400000 1.080 V 21.2 W 72.0°C 42.70 s 54.50 s 99.6% Approaches 75°C octoctl CPU thermal-assist ramp threshold.
36x (3.60 GHz) 3600000 1.140 V 25.3 W 83–89°C 42.54 s 54.33 s 100.0% BIOS "Turbo Performance" trap; trips 85% PWM (4,700 RPM) server fans.

🌀 2.2 Complete Fleet CPU & Chassis Cooling Solutions Inventory

HOST & VERSION ACTIVE ERAS CPU & TUNING PROFILE CPU COOLER, TIM & CHASSIS AIRFLOW ARCHITECTURE CPU UTIL CPU RAPL CPU TEMP MEAN / P95 GPU TEMP MEAN / MAX
origami v1 Eras 1–9
Feb – Aug 15
Intel Core i9-7940X (14C/28T, Skylake-X X299, 0.946V) 240mm AIO Liquid Cooler in open/mid-tower workstation chassis inside the datacloset. 18.4% ~95–110 W 58.9°C / 64.0°C 69.1°C / 77.0°C
origami v2 Eras 10–13
Aug 16 – Now
AMD EPYC 7543 (32C/64T, Milan SP3, ROMED8-2T, 0.955V) Noctua NH-U14S TR4-SP3 (vertical bottom-to-top orientation) + dual push-pull Noctua NF-A15 140mm fans + Thermal Grizzly Kryonaut Extreme paste in a Phanteks Enthoo Pro 2 Server Edition TG with 13x Super Flower MEGACOOL LCP fans (15 total case fans: 8x 120mm front & side-front intake with custom 3D-printed airflow shrouds on the side-front fans aiming inline at the GPUs/VRM/CPU, 1x 120mm blowing directly down between the two RTX PRO 4000 cards and across both side faces, and 4x 140mm exhaust). 2.4% 94.1–109.8 W 47.9°C / 51.4°C 64.5–67.4°C / 78.0°C
smallpieces v1 Eras 1–4
Feb – Jun 29
Intel Core i7-4790 (4C/8T, Haswell AX-B85M-ETH) Upgraded from Intel stock heatsink to Noctua NH-L9x65 (65mm low-profile, 4 heatpipes) + magnetic 80mm Noctua NF-A8 PWM (2,200 RPM) scavenger fan on Y-splitter in horizontal GPNE 8-fan frame (115V garage → May 15 datacloset attic chimney). ~75% ~55–65 W ~62–68°C ~58–64°C
smallpieces v2 Eras 5–12
Jun 30 – Oct 25
Intel Core i7-7700 (4C/8T, Octominer B250, 2.40 GHz MSR Pin, 0.840V) Phase 1: Re-pasted Intel stock cooler → Phase 2: Noctua NH-L9i (37mm, 2 heatpipes) + magnetic 80mm Noctua NF-A8 PWM → Phase 3 (Aug 8): Thermalright AXP90-X36 (36mm, 4 heatpipes) + daisy-chained Arctic P8 PWM PST (3,000 RPM) scavenger fan + 4x Octominer Delta server fans (octoctl, chimney-vented to attic). Note: AXP90-X53 Full Copper (53mm) exceeded 4U lid height and was saved for smallpieces v3. 93.2% 6.5–10.6 W 51.2°C / 53.0°C 55.4–56.9°C / 62.0°C
smallpieces v3 Era 13 (Live)
Oct 29 – Now
AMD Ryzen 9 9900X (12C/24T, Zen 5, 65W Eco Mode / 88.0W PPT, 1.055V) Thermalright AXP90-X53 Full Copper (53mm height, fitting under the 65mm GPNE crossbar limit) inside the vertically oriented GPNE 8-fan wind-tunnel chassis (4 intake on CHA_FAN2, 4 exhaust on CHA_FAN1 via 2x Alphacool ES Guardian 4-Port Powerfan Hubs) + gpufanpin v1.4.0 (headless libnvidia-ml.so.1 75% on GPU 0 & GPU 3 + RPM-balanced nct6799 chassis PWM curves: ~2,260 / 2,360 RPM datacloset load [2,650 RPM @ 74°C ceiling], ~850–1,070 / 1,520 RPM idle). 22.2% 88.0 W 65.8°C / 66.8°C 65.5°C / 68.0°C
scraps v1 Eras 9–12
Jul 25 – Oct 25
Intel Core i7-4790 (4C/8T, Haswell AX-B85M-ETH, 1.083V) Inherited smallpieces v1's Noctua NH-L9x65 + magnetic 80mm Noctua NF-A8 PWM scavenger fan in the GPNE 8-fan open frame operating un-ducted in datacloset room air. 78.2% 50.9–60.4 W 61.3–73.7°C / 81.0°C 57.6–59.4°C / 69.0°C
scraps v2 Era 13 (Live)
Oct 26 – Now
Intel Core i7-7700 (4C/8T, Octominer B250, 2.40 GHz MSR Pin, 0.864V) Inherited the Octominer X12 Ultra's Thermalright AXP90-X36 (36mm) + 4x high-static-pressure Delta server fans regulated by octoctl v2.2.14 (nct6779 pwm2 CPU thermal-assist curve at 22% / 1,805 RPM floor), chimney-vented to the attic. 69.8% 10.4 W 53.5°C / 55.0°C 57.2–58.0°C / 62.0°C
foldimate Eras 12–13
Oct 08 – Now
AMD Ryzen 9 7950X (16C/32T, Zen 4, X870 GAMING X WIFI7, 1.229V) be quiet! Silent Loop 3 240 (240mm AIO liquid cooler) in a Lian Li mid-tower chassis in the main house (cooled by the 3-ton Carrier heat pump). 7.6% 63.1–68.8 W 75.1°C / 78.8°C 71.2°C / 75.0°C
itztli Eras 2–13
Apr 08 – Now
AMD Ryzen 9 9950X3D (16C/32T, Zen 5 3D V-Cache, X670E Pro RS, 1.174V) AM5 CPU cooler + NZXT Smart Device V2 (nzxtsmart2-hid-3-6, 3x chassis fans @ 1,030–1,092 RPM) in the main house (cooled by the 3-ton Carrier heat pump). 11.0% 50.3–73.9 W 69.3°C / 71.9°C 58.1°C / 66.0°C

3. PCIe Generation, Lane Width & CPU Feeder Scaling: smallpieces (v2 → v3), origami (v1 → v2) & scraps (v1 → v2)

Across the fleet's history, three major platform rebuilds transplanted the exact same physical GPU silicon UUIDs onto faster PCIe buses and higher-core-count CPUs. Together, they provide definitive proof of how PCIe link bandwidth (Gen 2.0 x1 vs Gen 3.0 x1 vs Gen 3.0 x16 vs Gen 4.0 x16 / Gen 5.0 x4) and CPU feeder headroom govern both GPU power cap utilization and Folding@Home PPD.

Hardware Terminology Note on Contiguous Mining Motherboards vs PCIe Cable Risers: Ribbon or cable-connected PCIe risers never existed in any fleet build prior to smallpieces v3. Both the AX-B85M-ETH (smallpieces v1 and scraps v1) and the Octominer X12 Ultra (smallpieces v2 and scraps v2) seat GPUs directly into rigid, board-mounted physical x16 slots—on the AX-B85M-ETH via a super-extended contiguous motherboard wired as PCIe Gen 2.0 x1, and on the Octominer via an ATX-style B250 motherboard whose edge connector mates directly into a rigid powered PCIe extension backplane (Slot 1 wired as PCIe Gen 3.0 x16; Slots 2–12 wired as PCIe Gen 3.0 x1). Only smallpieces v3 uses cable risers (four shielded ADT-Link K43SM (2x 40cm + 2x 50cm) M.2-to-PCIe Gen 5.0 x4 risers off the passive ADT-Link R34A bifurcation card in PCIEX16_1, while the 5th GPU in PCIEX16_2 is seated directly in the motherboard slot without a riser).

PCIe & CPU Platform Upgrades: Measured GPU Power Draw vs Cap & Matched-UUID Production Surge on smallpieces and origami
Figure 3: Direct matched-UUID comparison of the 5 Blackwell GPUs transplanted from smallpieces v2 (i7-7700 + Octominer PCIe Gen 3 x1 backplane) to smallpieces v3 (Ryzen 9 9900X + PCIe Gen 5.0/4.0 x4) alongside the 2 Blackwell GPUs transplanted from origami v1 (i9-7940X + X299 PCIe Gen 3 x16) to origami v2 (EPYC 7543 + PCIe Gen 4 x16).

🚀 3.1 The Bus-Starvation Wattage Paradox on smallpieces v2 → v3 (+102.9% PPD, +47.3% PPD/W)

⚡ 3.2 origami v1 (i9-7940X PCIe Gen 3.0 x16) → origami v2 (EPYC 7543 PCIe Gen 4.0 x16): +8.0% to +13.8% PPD & Cooler Temps

Even when GPUs are already seated in full x16 motherboard slots, upgrading from a 14-core Skylake-X i9-7940X (PCIe Gen 3.0 x16 = 15.75 GB/s, 19.25 MB L3 cache, mesh interconnect) on origami v1 to a 32-core Milan AMD EPYC 7543 (PCIe Gen 4.0 x16 = 31.5 GB/s, 256 MB L3 cache) on origami v2 produced a measurable, across-the-board speedup on the exact same physical NVIDIA RTX PRO 4000 Blackwell #1 (6f99ccc4, 145W cap) and ZOTAC GeForce RTX 5070 Solid OC (dd40d876, 180W cap) across 100,870+ neumon telemetry records and every matched Work Unit project:

PLATFORM UPGRADE & GPU UUID POWER CAP BEFORE: LINK, WATTS & TEMP BEFORE: PPD & TPF AFTER: LINK, WATTS & TEMP AFTER: PPD & TPF PPD GAIN PPD/W GAIN
smallpieces v2→v3: MSI RTX 5070 (d87d48a0) 175 W Gen3 x16 (4C Starved) / 139.0W / 58.2°C 7.50M (54.0k/W) Gen5 x4 R34A Riser / 174.2W / 63.7°C 13.01M (74.7k/W) +73.5% +38.3%
smallpieces v2→v3: MSI 5060 Ti VENTUS (56d10701) 150 W Gen3 x1 Backplane / 103.1W / 55.1°C 3.73M (36.2k/W) Gen5 x4 R34A Riser / 145.6W / 64.1°C 8.23M (56.5k/W) +120.6% +56.1%
smallpieces v2→v3: MSI 5060 Ti SHADOW #1 (a83e55f9) 150 W Gen3 x1 Backplane / 96.6W / 54.4°C 3.67M (38.0k/W) Gen5 x4 R34A Riser / 140.4W / 66.8°C 7.88M (56.1k/W) +114.7% +47.6%
smallpieces v2→v3: PNY 5060 Ti 16GB (2e4a1d96) 150 W Gen3 x1 Backplane / 98.1W / 55.8°C 3.72M (37.9k/W) Gen5 x4 R34A Riser / 135.8W / 72.9°C 8.27M (60.9k/W) +122.3% +60.7%
smallpieces v2→v3: MSI 5060 Ti SHADOW #2 (8854baa9) 150 W Gen3 x1 Backplane / 102.9W / 53.2°C 3.72M (36.2k/W) Gen4 x4 Direct Slot / 147.1W / 63.1°C 7.94M (54.0k/W) +113.4% +49.2%
origami v1→v2: RTX PRO 4000 #1 (6f99ccc4, P18264) 145 W Gen3 x16 (i9-7940X) / 139.5W / 78.8°C 10.65M / 141.7s TPF Gen4 x16 (EPYC 7543) / 143.6W / 74.4°C 11.85M / 132.7s TPF +11.3% (-6.3% TPF) +8.1% (-4.4°C)
origami v1→v2: RTX PRO 4000 #1 (6f99ccc4, P18247) 145 W Gen3 x16 (i9-7940X) / 139.5W / 78.8°C 10.64M / 55.5s TPF Gen4 x16 (EPYC 7543) / 143.6W / 74.4°C 11.99M / 52.6s TPF +12.7% (-5.2% TPF) +9.5% (-4.4°C)
origami v1→v2: Zotac RTX 5070 (dd40d876, P18264) 180 W Gen3 x16 (i9-7940X) / 175.4W / 61.0°C 11.27M / 138.3s TPF Gen4 x16 (EPYC 7543) / 178.7W / 58.5°C 12.17–12.52M / 130.6s +8.0–11.1% (-5.6% TPF) +6.0–9.0% (-2.5°C)
origami v1→v2: Zotac RTX 5070 (dd40d876, P18247) 180 W Gen3 x16 (i9-7940X) / 175.4W / 61.0°C 11.09M / 54.2s TPF Gen4 x16 (EPYC 7543) / 178.7W / 58.5°C 11.98M / 52.2s TPF +8.0% (-3.7% TPF) +6.0% (-2.5°C)
scraps v1→v2: 3x RTX 3060 Ti Avg (P15506) 125 W B85 Gen2 x1 Slot / 115.3W / 57.6°C 2.83M / 59.47s TPF OX12U Gen3 x1 Slot / 119.8W / 57.1°C 3.28M / 55.40s TPF +15.8% (-6.8% TPF) +11.5%

4. GPU Architecture & Silicon Efficiency Matrix (Ada vs Blackwell vs Ampere vs Turing)

Correlating per-GPU NVML power draw and core temperatures from neumon with credited Work Unit PPD across all 18 physical GPUs that have operated in the fleet reveals a 6.0x spread in silicon efficiency between the flagship Ada Lovelace RTX 4090 (127.2k PPD/W) and the retired Turing RTX 2060 (21.0k PPD/W).

Fleet GPU Efficiency Ranking & Power Draw vs Production Scatter Matrix
Figure 4: (Left) Measured silicon efficiency (k PPD / Watt) across all fleet GPU tiers and bus configurations. (Right) Power draw (W) vs steady-state production (M PPD) colored by mean active GPU core temperature (°C).

5. Controlled RAM Speed Evaluation (origami v2 A/B Test, Planned smallpieces v3 Test & Host RAM Capacity Cliffs)

Evaluating whether system DRAM clock speed affects GPU Folding@Home PPD requires strict apples-to-apples hardware isolation—holding the CPU, motherboard, PCIe lane topology, and physical GPU silicon UUIDs constant while varying only memory frequency. Cross-host comparisons (such as comparing scraps v1 vs v2 or origami v2 vs smallpieces v3) are confounded by simultaneous changes in PCIe generation, CPU IPC, and GPU boost curves and therefore cannot isolate RAM speed.

Controlled A/B RAM Speed Comparison on origami v2 and Utility Rate-Plan Duty-Cycle Shaping
Figure 5: (Left) Controlled apples-to-apples A/B comparison on origami v2 (8-Channel DDR4-2400 vs 8-Channel DDR4-3200 across 614 Project 18264 WUs and 52,447 neumon samples). (Right) Daily energy (kWh/day), heat (kBTU/day), and net production (M PPD/day) across utility rate-plan schedules.

🧪 5.1 Controlled Apples-to-Apples A/B Test: origami v2 8-Channel DDR4-2400 vs DDR4-3200 (+33.3% RAM Speed)

When origami v2 (AMD EPYC 7543 + ASRock Rack ROMED8-2T + 2x RTX PRO 4000 Blackwell + 1x Zotac RTX 5070) first launched on August 16, 2026, its 256GB memory kit contained seven Samsung M393A4K40BB1-CRC (DDR4-2400) RDIMMs and one DDR4-3200 module, forcing all 8 memory channels to train at 2400 MT/s (153.6 GB/s peak theoretical bandwidth) through August 20. Between August 21 and September 5, the mismatched kit was RMA-replaced with eight matched 32GB Micron 36ASF4G72PZ-3G2R1 DDR4-3200 ECC RDIMMs running in 8-channel mode at 3200 MT/s (204.8 GB/s — exactly +33.3% higher memory clock and bandwidth) on the exact same CPU, motherboard, PCIe 4.0 x16 slots, and GPUs:

BENCHMARK METRIC / GPU UUID 8-CH DDR4-2400 (153.6 GB/s)
Aug 16 – Aug 20, 2026
8-CH DDR4-3200 (204.8 GB/s)
Sep 05 – Oct 30, 2026
MEASURED DELTA PHYSICAL & TELEMETRY INTERPRETATION
P18264 — RTX PRO 4000 #1 (6f99ccc4) 133.53s TPF / 11.80M PPD (n=9) 132.71s TPF / 11.85M PPD (n=188) -0.62% TPF / +0.45% PPD Statistically indistinguishable (<0.8s on a 133s frame).
P18264 — RTX PRO 4000 #2 (e1600107) 132.63s TPF / 12.31M PPD (n=8) 132.99s TPF / 11.70M PPD (n=191) +0.27% TPF Zero frame speedup from +33.3% DRAM clock/bandwidth.
P18264 — Zotac RTX 5070 (dd40d876) 130.82s TPF / 12.52M PPD (n=15) 130.56s TPF / 12.17M PPD (n=203) -0.20% TPF Identical 130.6s–130.8s frame time at 180W cap.
3-GPU Host Median / P90 PPD (neumon) 37.24M med / 38.94M p90 (n=5,817) 36.99M med / 39.05M p90 (n=46,630) -0.67% med / +0.28% p90 Across 52,447 active 3-GPU samples, total output is flat.
EPYC 7543 CPU Package Power (RAPL) 94.1 W mean (49.2°C CPU) 109.8 W mean (49.3°C CPU) +15.7 W (+16.7% CPU W) Higher Infinity Fabric (FCLK 1200 → 1600 MHz) + 8-ch UMC/RDIMM I/O burns +15.7W continuously for 0% PPD gain!

🔬 5.2 Scope of the 8-Channel EPYC Result & Planned 2-Channel smallpieces v3 A/B Experiment (DDR5-6000 → DDR5-4800)


6. Datacloset Thermodynamics, HVAC Zone Partitioning (1-Ton Mini-Split vs Attic Chimney vs 3-Ton Carrier Heat Pump), 240V Cutover & Audimute Acoustic/Thermal Isolation

Silicon efficiency only tells half the thermal story; the other half is how 10,220 BTU/hr (~2,995W AC wall) of concurrent fleet heat is physically evacuated without overwhelming room ambient temperatures or household acoustics. The fleet is partitioned across three distinct physical cooling zones:

  1. The Datacloset Room Air Zone (13' H × 7' W × 4' D = 364 cu ft / 10.31 m³): Cooled by a dedicated 1-ton (12,000 BTU/hr / 3,517W thermal) mini-split AC (live May 15, 2026) assisted by a bottom door inlet louver/vent (centered in the 7 ft wall) and a ceiling Panasonic WhisperQuiet 110 CFM bathroom exhaust fan (providing 18.1 air changes per hour [ACH]). In addition to its assigned folding servers, the datacloset houses an always-on ~125W (427 BTU/hr) infrastructure rack: 1x NAS, 2x ISP modems, 1x Netgate 4100 firewall, 1x Intel NUC (m), 1x 24-port 1G switch, and 2x mesh Wi-Fi nodes (1 trusted, 1 untrusted).
  2. The Datacloset Attic Chimney Exhaust Zone: A vertical chimney duct inside the datacloset captures hot exhaust directly off the Octominer server chassis and vents it straight into the attic, where a thermostatically controlled attic fan evacuates stored heat outdoors through gable vents—preventing ~85% of the chimney-ducted host's heat (~1,711–2,360 BTU/hr) from ever entering the datacloset room air or loading the 1-ton mini-split.
  3. The Main House Zone (itztli & foldimate): Cooled by the main house HVAC—originally traditional forced-air HVAC, and since May 15, 2026 a whole-house 3-ton (36,000 BTU/hr) Carrier high-efficiency heat pump that went online on the same day as the datacloset mini-split.
Datacloset Thermal Load Partitioning vs 1-Ton Mini-Split Capacity & Measured Temps Across HVAC, Audimute & Chimney Milestones
Figure 6: (Left) Concurrent thermal dissipation (BTU/hr) partitioned across the datacloset 1-ton mini-split room air zone, the attic chimney duct, the pre-May 15 garage zone, and the main-house 3-ton Carrier heat pump. (Right) Measured neumon CPU and GPU operating temperatures across every datacloset HVAC, Audimute acoustic lining, and chimney-swap milestone.

🏗️ Chronological Facility, Electrical (240V) & Acoustic (Audimute) Engineering Milestones

FACILITY & HVAC ERA DATACLOSET ROOM AIR ZONE
(1-Ton Mini-Split + 110 CFM Fan)
ATTIC CHIMNEY ZONE
(Duct + Attic Gable Fan)
CLOSET ROOM BTU/hr
(% OF 1-TON AC)
CHIMNEY ATTIC BTU/hr MAIN HOUSE BTU/hr
(3-Ton Carrier)
MEASURED DATACLOSET THERMAL RESPONSE (neumon)
Pre–May 15, 2026
115V Garage + 110 CFM Closet
origami v1 + Net/NAS rack (110 CFM exhaust fan only; no AC) None (smallpieces v1 in Garage on 115V: 2,610 BTU/hr) 2,798 BTU/hr
(No AC yet)
0 BTU/hr 1,280 BTU/hr
(itztli)
Baseline 115V regime before mini-split and chimney ducting.
May 15 – Jun 29
Mini-Split + Chimney Live
origami v1 + Net/NAS rack smallpieces v1 (GPNE chimney-ducted to attic) 3,130 BTU/hr
(26.1% of 1-Ton)
2,220 BTU/hr 1,280 BTU/hr
(itztli)
1-ton mini-split & 3-ton Carrier heat pump online May 15; 240V energized June 27.
Jun 30 – Jul 24
smallpieces v2 Octominer
origami v1 + Net/NAS rack smallpieces v2 (Octominer X12 Ultra on 240V) 3,150 BTU/hr
(26.3% of 1-Ton)
2,360 BTU/hr 1,280 BTU/hr
(itztli)
origami v1 runs cool at 66.3°C GPU mean / 53.9°C CPU mean; smallpieces v2 at 55.2°C GPU.
Jul 25 – Aug 15
+scraps v1 Room & Audimute
origami v1 + scraps v1 (un-ducted) + Net/NAS rack smallpieces v2 (Octominer X12 Ultra) 5,480 BTU/hr
(45.7% of 1-Ton)
2,360 BTU/hr 1,280 BTU/hr
(itztli)
Un-ducted scraps v1 + Jul 31 Audimute R-5.5 seal raises origami v1 CPU +5.5°C (53.9→59.4°C) & GPU +2.1°C.
Aug 16 – Aug 28
origami v2 EPYC Rebuild
origami v2 (EPYC + 13x MEGACOOLs) + scraps v1 + Net/NAS smallpieces v2 (Octominer X12 Ultra) 5,310 BTU/hr
(44.3% of 1-Ton)
2,360 BTU/hr 1,280 BTU/hr
(itztli)
origami v2 Noctua NH-U14S TR4-SP3 + 13x MEGACOOL fans drops origami CPU temp by -10.2°C (59.4→49.2°C)!
Aug 29 – Oct 25
scraps Turing Trim (-285W)
origami v2 + scraps v1 (3-GPU) + Net/NAS rack smallpieces v2 (Octominer X12 Ultra) 4,590 BTU/hr
(38.3% of 1-Ton)
2,360 BTU/hr 2,315 BTU/hr
(itztli + foldimate)
Removing 285W (973 BTU/hr) of Turing heat from room air drops scraps v1 CPU temp by -6.6°C (68.4→61.8°C).
Oct 26 – Present
Chimney Swap: scraps v2 + smallpieces v3
origami v2 + smallpieces v3 + Net/NAS rack scraps v2 (Octominer X12 Ultra) 6,135 BTU/hr
(51.1% of 1-Ton)
1,711 BTU/hr 2,315 BTU/hr
(itztli + foldimate)
scraps v2 chimney-cooled at 53.5°C CPU; origami v2 hits all-time low 64.5°C GPU / 47.9°C CPU alongside smallpieces v3 (65.7°C).

7. Utility Time-of-Use (TOU) Duty-Cycle Shaping: Daily Energy (kWh/day), Live Baseline & Thermal Load

While instantaneous efficiency is governed by silicon power caps and PCIe bus architecture, 24-hour cumulative heat and energy consumption are governed by automated systemd shift timers (fah-start / fah-stop). During the EV2-A peak/part-peak window (15:00–00:00, 9 hours/day), Folding@Home is paused across all fleet hosts (0 W of F@H folding load), and the two high-wattage desktop rigs (itztli, foldimate) fold strictly during the coolest overnight off-peak hours (00:00–06:15, 6.25 hours/day). However, the three dedicated datacloset servers (origami, smallpieces, and scraps) remain live and online 24/7, drawing continuous baseline idle power during 15:00–00:00 while origami and smallpieces also serve intermittent, VRAM-resident multi-GPU compute workloads whose CPU and GPU power draw oscillates during active bursts:

LIVE SERVER HOST (15:00–00:00 F@H PAUSE WINDOW) VRAM RESIDENT QUIESCENT CPU IDLE (p50) QUIESCENT GPU IDLE (p25–p50) QUIESCENT SILICON / WALL COMPUTE BURST SILICON (p50 / p90 / MAX) PAUSED-WINDOW TELEMETRY BEHAVIOR (47,030 neumon SAMPLES)
origami v2
EPYC 7543 + 2x PRO 4000 + RTX 5070
54.3 GiB / 64 GiB
(22.8+9.8+21.7 GiB)
74.1 W
(EPYC SoC/RDIMM)
25.0 W
(5.9+13.7+5.7W)
99.2 W Silicon
~140 W Wall (478 BTU/h)
291.9 W / 348.7 W / 467.9 W
GPUs: 157–255W | CPU: 91–170W
Holds 54.3 GiB resident in P8 idle (31–32°C). Multi-minute compute bursts (n=478 samples, 3.8% of paused ticks) ramp all 3 GPUs (29–52W each) + EPYC CPU (91–171W).
smallpieces v3 (and v2)
9900X + 1x 5070 + 4x 5060 Ti
49.3 GiB / 52 GiB
(11.6+15.6+3x7.4 GiB)
45.3 W (v3)
13.7 W (v2 i7-7700)
28.2 W (v3)
32.6 W (v2 6-GPU)
73.6 W Silicon (v3)
~115 W Wall (392 BTU/h)
~180 W / ~195 W / ~215 W (v3)
v2: 136.7W med / 149.1W max
Holds 49.3 GiB resident across 5 GPUs (27–29°C). Short interactive bursts (<15s) usually fall between 60s neumon ticks; caught bursts ramp all GPUs to 20–28W each (~136W GPU total).
scraps v2 (and v1)
i7-7700 + 1x 3070 + 3x 3060 Ti
4 MiB / 32 GiB
(1 MiB per GPU)
6.7 W (v2)
11.0 W (v1 i7-4790)
36.5–49.6 W (v2)
63.3 W (v1)
56.5 W Silicon (v2)
~95 W Wall (324 BTU/h)
None (Pure Idle)
56.5 W Silicon / ~95 W Wall
Pure F@H worker. Idles continuously in P8 state (30–34°C GPU, 800 MHz C-state CPU at 6.7W) throughout the 15:00–00:00 pause window.
Combined 3-Server Datacloset Total
Era 13 Live During 15:00–00:00 Pause
103.6 GiB
Across 8 Blackwell GPUs
126.1 W
Combined CPU Idle
103.2 W
12-GPU P8 Idle
229.3 W Silicon
~350 W Wall (1,194 BTU/h)
~365 W Avg AC Wall
Bursts: 380–520W Silicon
Sheds -1,814 W (-83.2%) of server AC wall load vs active folding (2,179 W), consuming 3.3 kWh/day (11.2 kBTU/day) across the 9-hour pause window.
OPERATING SCHEDULE & FLEET REGIME SERVER FOLDING DUTY DESKTOP FOLDING DUTY PAUSED SERVER BASELINE (kWh/d) TOTAL DAILY ENERGY (kWh/day) DAILY HEAT (kBTU/day) NET DAILY OUTPUT (M PPD/day) ENERGY EFFICIENCY (M PPD / kWh)
Era 13 Hypothetical 24/7 Unscheduled
All 5 Hosts Folding 24 Hours/Day
24.0 h (100%) 24.0 h (100%) 0.0 kWh/d (0h pause) 71.9 kWh/day 245.3 kBTU/day 145.0M PPD/day 2.02M PPD/kWh
Era 9 Under Legacy TOU-C Schedule
15 GPUs (Pre-Turing Trim, 16:00–21:00 Pause)
19.0 h (79.2%) 6.25 h (26.0%) 1.6 kWh/d (5h @ ~310W) 46.4 kWh/day 158.3 kBTU/day 68.9M PPD/day 1.48M PPD/kWh
Era 11 Under EV2-A Schedule
13 GPUs (Post-Turing Trim, 15:00–00:00 Pause)
15.0 h (62.5%) 6.25 h (26.0%) 2.9 kWh/d (9h @ ~325W) 33.7 kWh/day 115.0 kBTU/day 60.9M PPD/day 1.81M PPD/kWh
Era 13 Live Under Active EV2-A Schedule
14 GPUs (smallpieces v3 + scraps v2 + origami v2 + itztli + foldimate)
15.0 h (62.5%) 6.25 h (26.0%) 3.3 kWh/d (9h @ ~365W) 40.3 kWh/day 137.5 kBTU/day 74.8M PPD/day 1.86M PPD/kWh