The error message pulsed on Sam's screen: "Insufficient Training Data." He pressed his forehead against the cool glass of the office window, forty stories above Silicon Valley. Below, the last rays of sunset caught the solar panels that had replaced parking lots during the energy crisis, while above stars and constellations began to twinkle. Now, in 2034, they were facing a different kind of energy crisis – one measured in bits and bytes instead of barrels and watts.
His terminal chimed. Another neural network had collapsed, its training sequence degrading into noise. Sam's reflection in the window looked ghostly: dark circles under his eyes, three-day stubble, and that streak of gray hair that had appeared the month Anthropomorphic's stock had dropped sixty percent.
"Still here?"
Dr. Chen's voice made him jump. She stood in the doorway, coat draped over one arm, her other hand holding a tablet displaying yet another failed training run. The harsh office lights caught the silver at her temples – she'd earned her own gray hairs launching Anthropomorphic's quantum computing division a decade ago.
"Can't leave yet," Sam gestured at his screen. "The Board wants solutions by Friday, and I'm fresh out of miracles."
"Miracles?" Dr. Chen's laugh had an edge to it. "We're well past the miracle stage, Sam. Did you see the numbers from the web crawler?"
Sam pulled up the graphs he'd been avoiding all afternoon. "Ninety-eight percent redundancy in new data sources. Even with our compression algorithms..."
"We're just recycling the same information." Dr. Chen dropped into the chair beside him, her usual composure cracking. "Ten years ago, we thought the internet was infinite. Now..." She gestured at the screens surrounding them, each displaying variations of the same error messages.
Sam minimized the graphs and pulled up his research notes. "Remember how the energy sector solved their crisis? They stopped treating oil like it was infinite and started looking up." He pointed out his window at the solar panels gleaming below.
"Sam, if you're suggesting we launch more satellites—"
"Not satellites. Telescopes." He brought up a live feed from the Mauna Kea observatory. "Look at this pattern recognition model I've been running in my spare time."
Dr. Chen leaned forward, squinting at the data streams. "These are stellar movements?"
"And planetary rotations, gravitational waves, solar flares – the universe generates new, unique data every second. We've been so busy looking at human-generated content, we forgot about the biggest data source of all." He hesitated, then opened his final slide. "And I think I know how we can interpret it."
Dr. Chen's eyes widened as she read the proposal. Her hand tightened on her tablet. "Horoscopes? You want to use..." She set the tablet down deliberately, as if afraid she might throw it. "The board thinks we're losing our edge, and you want to tell them we're turning to astrology?"
"Not astrology exactly." Sam brought up another window, this one showing complex pattern matrices. "Look at these correlations. For thousands of years, humans have been creating frameworks to interpret celestial movements. Some of it's nonsense, sure, but buried in there are complex pattern recognition systems we haven't fully understood. Combined with real astronomical data..."
"You're serious about this." It wasn't a question. Dr. Chen stared at the patterns, her expression shifting from dismissal to curiosity to something else – the same look she'd had when she'd first proposed quantum computing to a skeptical board.
"The universe is writing poetry up there," Sam said quietly. "We've just been too busy reading tweets to notice."
The next three days passed in a blur of caffeine and code. Sam's office became a strange hybrid of astronomical observatory and data center, screens displaying both horoscope frameworks and real-time stellar data. Dr. Chen split her time between helping him refine the algorithms and practicing their pitch to the board.
Friday morning found them in the board room, facing twelve skeptical executives. Sam's hands were steady as he pulled up the first slide.
"Ten years ago," he began, "we thought data was infinite. We treated it like Victorian-era industrialists treated coal – dig it up, burn through it, there's always more. We were wrong." He changed slides. "But there's another source of data, one that's truly renewable. It's been running the longest pattern recognition experiment in history, and we've been ignoring it because we didn't like some of its early interpreters."
The presentations, arguments, and demonstrations lasted three hours. When the CEO finally leaned forward, Sam noticed her sleeve pulling back to reveal a zodiac charm bracelet.
"Dr. Chen," she said, "your thoughts on this proposal?"
Dr. Chen stood, adjusting her glasses with precise movements that Sam recognized as her tell for carefully chosen words. "A month ago, I would have called this ridiculous. Now?" She pulled up the latest test results. "I think it's still ridiculous, but it's ridiculous in exactly the way quantum computing seemed in 2025. Sometimes the loudest critics of a new technology are the ones most afraid it might work."
Two weeks later, Sam stood in the observatory dome they'd rented in New Mexico, watching the first true results come in. The AI was learning, not just processing but understanding patterns that human astronomers had missed. Dr. Chen worked at a terminal nearby, her keyboard clicks mixing with the quiet hum of cooling fans.
"You know what this reminds me of?" she said, not looking up from her screen. "My grandmother used to say that people invented astrology because they needed to believe the universe was trying to tell them something." She gestured at their array of computers. "Turns out she was right about the universe talking. She just didn't know we'd need to teach a machine to understand its language."
Sam smiled, watching new data flow in from the stars above. "Think the universe minds that we're eavesdropping?"
"Check your horoscope," Dr. Chen deadpanned. "Today's forecast shows high probability of breakthrough, with scattered episodes of professional vindication."
Through the dome's opening, the Milky Way stretched across the desert sky, each point of light now not just a star, but a letter in an endless stream of cosmic data. The AI Winter was ending, not with the bang of a new processor or the wholesale copying of human consciousness, but with humanity finally learning to look up and listen.