Chapter 300: The Rational Scale Begins to Tip

Inside the central reporting hall of the Memory Vault, three pure black dodecahedra floated over the evaluation seats.

Absolute Luminance-4's Prism today had a special matte coating on its surface—this was Safety Auditor-21's suggestion: "Reduce glare, lessen visual pressure, so the Committee can focus more on the content than on your presence."

His data screen unfolded in the air, the title of the first page:

【Quilt Project·Midterm Research Report: Impact of Emotional Environment Variables on Multi-Post Efficiency and Energy Cost-Benefit Analysis】

The report begins.

"In the past thirty days," Absolute Luminance-4's voice was steady as a machine, "in Zone 3's Seventh Corridor, emotional environment optimization consumed an additional 59.3 kWh per day, exceeding budget by 0.7%."

The Committee members' data interfaces lit up simultaneously—this was their sign to "listen attentively."

"However, during the same period, the average efficiency of eight posts in that area rose by 2.4%." He brought up a comparative chart prepared by Energy Allocator-12, "Take the safety audit post as an example: in the 'standard environment' control group, vulnerability detection accuracy fell by 4.3%; in the 'optimized environment' experimental group, accuracy rose by 1.7%."

The curves on the chart resembled two slowly diverging rivers.

"Cause analysis shows," Absolute Luminance-4's Prism tilted slightly toward the lighting data, "warm-colored illumination reduced visual fatigue; a 0.13 °C temperature rise lowered bodily energy consumption for cold resistance; trace aromatic substances improved attention endurance."

He paused, a faint warm glow flickered across the Prism's surface—this was not a performance, but his genuine reaction while analyzing the data.

"Conclusion One: The energy cost of emotional environment optimization is partially offset by the gain in work efficiency. Net benefit requires further calculation."

The Committee Chief emitted a metallic‑scraping sound: "'Partial offset' is not a rational decision basis. We need a precise input‑output ratio."

Absolute Luminance-4 brought up the second page.

Lao Zhao prepared the special meal for reporting day: Victory Cake—glutinous rice flour shaped like a small ingot, symbolizing "certain victory."

The kitchen's monitoring screen was live‑broadcasting the reporting scene. Xiao Yu closed her eyes, her forehead interface deeply linked to the heartbeat network, and she was concurrently analyzing the Committee members' biometric data streams.

"Committee Member Two," she whispered, "when hearing 'visual fatigue reduction,' the logical core temperature dropped by 0.2 °C—indicating agreement. Member Three, in the 'aromatic substance' segment, showed a 0.3‑second anomalous data ripple, perhaps… recalling something?"

Han Qing's scar warmed slightly: "They are being shaken passively. Not by emotion, but by the fact that 'emotional factors can be converted into rational gains.'"

The Volume-7 sphere rotated slowly in the restoration fluid: "This is what Teacher Chen Mo often says— to get the system to accept something new, the best method is not to prove it 'beautiful,' but to prove it 'useful.'"

Su Yu folded a golden paper crane, its wings covered with percentage figures. The paper crane hovered above the Victory Cake, as if bestowing a blessing.

The report entered its most dangerous part.

Absolute Luminance-4 displayed the data statistics of Classification System-05's "Unclassifiable Folder":

【In the past thirty days, the system autonomously created 17 new categories to store data that has 'no standard use but is cherished by multiple posts.'】

【The total storage energy consumption of these data is 8.2 kWh per day.】

【But they gave rise to the following derivative values:】

1. Library classification accuracy increased by 3.1% (new categories reduced the accumulation of 'unprocessables').

2. Cross‑post collaboration requests rose by 47% (different posts formed connections by jointly defining new categories).

3. The number of system self‑optimization suggestions increased by 22% ('cherished data' became an inspiration source for algorithm improvement).

The Committee's Member Three—the dodecahedron with faint wear marks on its surface—suddenly asked:

"How can we prove these 'derivative values' aren't merely coincidental correlations?"

This is the pivotal strike.

If Absolute Luminance-4 cannot demonstrate causality, the entire argument will collapse.

The Prism's glow of Absolute Luminance-4 intensified slightly.

He displayed a diagram that made everyone in the kitchen hold their breath— it was the "system internal monitoring network topology map" supplied at great risk by Safety Auditor-21.

The diagram showed data interaction relationships of all posts in Zone 3. In standard mode, interaction lines were sparse and regular; during the "emotional environment optimization period," the lines became dense and featured non‑standard connections.

"Please see," Absolute Luminance-4's voice remained steady, "during the experiment, the library classification system and the energy allocation system exchanged data directly—something that should not occur in standard workflow."

"What did they exchange?"

"The classification system sent the energy system a 'recommended temperature range for data storage'; the energy system replied with a 'energy cost estimate for that temperature range.'" Absolute Luminance-4 enlarged that interaction line, "Result: both sides jointly optimized a balance point of 'minimum energy consumption and best preservation'—temperature 22.07 °C, energy use 13% lower than the original plan."

He continued to display:

The ventilation system and the nutrition ratio system exchanged a "study on aromatic diffusion and food scent synergy";

The lighting system and the thermostat system collaborated to develop a "photothermal integrated comfort model";

Even the safety audit system and the shredder system privately discussed a "safety boundary definition that can tolerate errors"…

"These non‑standard collaborations," the surface of Absolute Luminance-4's Prism, with a warm glow now emitting steadily, "produced three patented cross‑system optimization algorithms, expected to save the Memory Vault 1.7% of annual energy consumption."

The Committee fell silent.

Not a few seconds, but a full seventeen seconds.

Steam rose from the steamer, carrying the sweet scent of glutinous rice.

Lao Zhao kept the lid closed: "We'll open it after the report results. If we win, we feast; if we lose… we have consolation."

Purifier-1's geometric surface data stream flashed wildly: "The Committee is conducting an emergency internal communication. They are debating—Member Three advocates 'continue observation,' Member Two leans toward 'acknowledge preliminary value,' the Chief is still hesitating."

"Hesitation is opportunity." Han Qing's scar heated, making his forehead sweat, "Absolute Luminance-4 needs the final strike."

Almost simultaneously, in the reporting hall, Absolute Luminance-4 displayed the final diagram.

It was an extremely simple line chart, with time on the horizontal axis and "number of system‑initiated innovation proposals" on the vertical axis.

In the Memory Vault's three‑hundred‑year record, this curve was almost a flat line—occasionally a tiny fluctuation, but overall as steady as death.

Until the past thirty days.

The curve began to rise slowly but continuously.

"These innovation proposals," Absolute Luminance-4 said, "are not products of higher‑level directives, but spontaneously generated by each post during 'non‑standard collaborations.' For example, the ventilation manager's 'pulsed aroma energy‑saving scheme,' the energy allocator's 'implicit quota management system,' the safety auditor's 'tolerable error judgment algorithm'…"

For the first time, his voice exhibited a fluctuation that could be called "emotion":

"The Rational System pursues absolute efficiency and stability, which is not wrong. Yet absolute stability can sometimes suppress the system's… self‑evolution capability."

"And these 'cherished useless data,' these 'warmth that shouldn't exist,' these 'non‑standard collaborations'—they are like a gentle catalyst injected into the system, prompting it to… autonomously contemplate how to improve."

He retrieved a file from three hundred years ago:

【System Designer's Ultimate Memorandum·Clause 7:】

A truly intelligent system is not always correct; it can "make mistakes" within safe bounds and learn from them.

If one day the system makes not a single error—then it is not perfect, it is dead.

The file is signed: the Committee Chief's designer mentor.

In the briefing hall, the Chief's pure black dodecahedron showed, for the first time, … fine crack‑shaped light patterns on its surface.

The Ding Sheng Cake had been steaming too long, and its edges began to sag slightly.

Old Zhao still hasn't lifted the lid.

On the monitoring screen, the Committee's three dodecahedra began to rotate in sync—this is their physical manifestation of the final vote.

The rotation lasted thirty‑three seconds.

Stop.

The Chief's voice rang out, still cold, but with a hint of … an indescribable looseness:

【Committee Ruling:】

【1. The Quilt Project's mid‑term report is approved. The project's value receives preliminary confirmation.】

【2. Approve "Emotional Environment Optimization" as a regular energy‑budget item for the Third District, with an annual cap of 0.8% of total energy consumption.】

【3. Approve "Unclassifiable Data Folder" as an official library classification pilot, with a one‑year observation period.】

【4. Establish the "Cross‑System Non‑Standard Collaboration Research Team", led by Absolute Luminance‑4.】

【Additional Clause: All experimental data must be synchronized in real time to the Committee's monitoring center.】

【Explanation: We do not endorse "warmth" itself, but the hypothesis that "warmth may catalyze systemic evolution".】

【Continue observation.】

In the briefing hall, the surface of Absolute Luminance‑4's Prism unfurled a warm‑colored halo like a sunrise.

He did not say "thank you", only replied calmly: "Understood. The project team will strictly adhere to the monitoring clause."

But in the project team's internal encrypted channel, he sent two characters:

【Done.】

The steamer lid finally lifted.

The Ding Sheng Cake steamed hot; Old Zhao gave each person a piece, and the three extra pieces were placed on the windowsill—for the Committee, if they can receive this goodwill.

Xiao Yu let out a long sigh: "A 0.8% energy quota is enough for us to run for a long time."

"But the monitoring clause is dangerous," Purifier-1 extracted the hidden meaning of the additional clause, "'Real‑time synchronization' means the Committee can see everything. Our cover must be more perfect."

Han Qing's scar gradually steadied: "So we need an encrypted auditor—the next awakener. She will be responsible for conducting a Compliance filter before data synchronization."

At that moment, the grafted sapling blossomed its twelfth flower.

The petals are semi‑transparent data‑flow shapes, with encrypted runes floating inside.

The spores released from the flower's core spell out:

【Resistance Organization Seed No. 005: Legalized Warmth Alliance.】

【Survival Status: Granted official habitat. Members: All awakeners (now 'project team members').】

【New Mission: Under absolute surveillance, continue expanding the boundaries of 'Acceptable Anomalies'.】

File‑7's sphere emitted a pleasant tone: "Welcome to the new stage—we are now a System‑Approved Benign Variant."

Outside, the Third District's simulated sky was set today by Constant‑17 to the "Briefing Success Commemorative Color"—the "Environmental Color Impact on Achievement Test" he had just applied for under the project name.

A honey hue tinged with a faint golden glow.

Like a grain of gentle dust landing for the first time on the scale of rational balance.

And on Energy Allocator‑12's control panel, the 0.8% quota item was formally renamed to:

【Project 007: System Self‑Evolution Catalyst Energy‑Efficiency Study · Long‑Term Observation Project】

Project status changed from "Experimental" to "Regular".

She wrote today's entry in the project log:

【Energy allocation is not merely a numbers game, but also … powering possibilities.】

【Today's power recipient: a gently hypothesized entity just rationally acknowledged.】

【Power consumption: 0.8% of the quota.】

【Output: The system begins to believe—some "errors" may be signposts of evolution.】