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maxx
captaincacti@nostrplebs.com
npub1r4ka...cmyt
Bought the top '19. Now raising the next generation of #plebs. Fatherhood. Family. Ideas. #plebchain
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maxx 2 months ago
Morning dad tune of the day. image
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maxx 2 months ago
Roar with your boy. Drink raw milk with him. Play the music YOU love loud. Tell him about YOUR heroes and show him YouTube videos about them. He will know and love the wild parts of himself. You will remember why you're alive.
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maxx 2 months ago
Your kids are your reincarnation. What a blessing that we get to see ourselves grow up and be there to teach us.
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maxx 2 months ago
Who's idea was it to put this microwave at balls height? My bloodline really doesn't this hot pocket.
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maxx 2 months ago
Saw photo of pretty girl at BTC conference on hinge. Matched fast. Skipped small talk - straight into raw milk, Nietzsche, thermodynamics, how to end the fed. Flew to El Sal and got prego exploring El Zonte. Married her. Number 2 otw. This is how our tribe grows. This life can be yours too.
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maxx 2 months ago
Bitcoiner wives/moms are the strongest people I know.
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maxx 2 months ago
Normies are so annoying.
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maxx 3 months ago
Gm anon, this is your call to adventure. You can be great today. I believe in you. image
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maxx 3 months ago
My neighbors biz is delivering non-soyslop meals to moms in postpartum. I was explaining to them how he should hit up bitcoiners - the overlap of ideals. He went from "yuck CrYpTo" to "these are my people ๐ŸŒž" in five minutes of storytelling about how awesome you all are - the beef projects, the time preference shift, the end to the war machine.... the vision of a materially better world for those willing ng to take the risk. Don't forget what we have here.
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maxx 3 months ago
Vibe code prompt.๐Ÿ”ฅ๐Ÿ”ฅ๐Ÿ”ฅ ------------------------------- White Paper: Asteroid Spin-State Fusion and Autonomous Approach Guidance Engine February 2026 Abstract This paper outlines the design and methodology for an autonomous asteroid characterization and approach-planning system, integrating multi-source observational data into a unified spin-state and shape inference model. The system combines Bayesian data fusion and machine learning with classical orbital dynamics to generate safe, fuel-efficient approach vectors for mining or survey probes. The proposed framework is modular, scalable, and designed for eventual porting from research prototypes (Python) to flight-grade implementations (Rust/C++). 1. Introduction Asteroid missions are limited by sparse and inconsistent spin-state data, which affects approach planning, docking, and surface interaction. Traditional photometric inversion methods yield incomplete or ambiguous rotation models. With the increasing availability of survey data (Gaia, TESS, ATLAS, ZTF) and light-curve compilations (LCDB), it is now feasible to merge partial datasets to produce a probabilistic understanding of asteroid dynamics. This project introduces a fusion engine that aggregates dense and sparse photometry, orbital ephemerides, and shape models to output a unified spin/shape posterior. A downstream planner uses this posterior to simulate and optimize approach strategies under uncertainty, enabling autonomous mission preparation for asteroid mining, resource utilization, or planetary defense. 2. Problem Statement Existing asteroid models suffer from: Data sparsity โ€” limited photometric coverage and aliasing. Method fragmentation โ€” independent pipelines for orbit, spin, and shape. No integrated guidance linkage โ€” current models stop short of informing navigation or thrust strategies. This project aims to close the loop: from raw observational data to actionable approach guidance. 3. System Architecture Overview 3.1 Data Fusion Layer Inputs: Photometry: Gaia DR3, ZTF, ASAS-SN, ATLAS. Shape models: LCDB, DAMIT, convex inversion models. Orbital data: JPL Horizons, Astorb. Operations: Normalize brightness and phase angle across observation geometries. Apply Bayesian weighting by data quality and sampling density. Resolve aliasing via multi-source cross-validation. Output: probabilistic spin period, pole orientation, and rough shape estimate. 3.2 ML Inference Layer Simulate synthetic light curves under candidate spins/shapes for model training. Use neural inference (PyTorch/JAX) to map partial observations โ†’ full spin/shape posterior. Integrate physics-informed priors for photometric scattering and rotation stability. Output: multidimensional posterior distribution for spin axis, rotation period, and surface albedo variance. 3.3 Approach Planning Layer Use inferred spin-state and shape to simulate relative motion between probe and asteroid. Compute thrust windows and orbital insertion trajectories using poliastro and n-body solvers. Rank candidate approaches by: ฮ”v efficiency Illumination/shadow stability Safety margin against surface motion Output: ranked thrust/burn sequences for autonomous guidance. 4. Software Architecture Layer Language Purpose Prototype Python Research, ML training, data fusion Performance Core Rust High-speed, deterministic state estimation Flight Interface C++ Integration with spacecraft GN&C systems Safety Layer (optional) Ada/SPARK Verification for safety-critical thrust commands Core Dependencies astroquery, sbpy, lightkurve, poliastro, PyTorch, PyMC, numpy, rust-cpython Custom libraries for fusion weighting, synthetic data generation, and trajectory scoring. 5. Patentable Innovations 1. Multi-source photometric fusion combining dense and sparse light curves into a unified probabilistic spin model. 2. Hybrid synthetic-data ML inversion incorporating physical scattering laws for improved generalization. 3. Probabilistic guidance planner that converts spin/shape uncertainty into thrust-corridor optimization. 4. Feedback learning loop โ€” in-mission photometry continuously refines the posterior and replans trajectory in real time. 6. Applications Autonomous asteroid approach and mining probe operations. Planetary defense โ€” spin-state modeling for kinetic impact planning. Deep-space debris mapping and rendezvous. Academic research on non-principal axis (tumbling) rotation dynamics. 7. Development Roadmap Phase Goal Deliverable 1 Python prototype (Gaia + LCDB + Horizons) Data fusion notebook 2 ML inference model with synthetic augmentation Trained network + validation set 3 Trajectory planner integration Orbital sim + thrust optimization 4 Rust port of inference and dynamics engine Standalone library 5 Flight-layer integration and verification C++/Ada interface for spacecraft GN&C 8. Conclusion The proposed system bridges the gap between asteroid observation and autonomous navigation by integrating data fusion, inference, and control into one framework. It is designed for modular implementation, cross-language deployment, and eventual spaceflight certification. The approach establishes a foundation for next-generation exploration, mining, and defense operations built on probabilistic understanding and adaptive autonomy. Now go ๐Ÿ”ฅ
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maxx 3 months ago
"Didn't land on the moon" is leftover communist Soviet propaganda initially spread to discredit Von Braun and Americans. We don't like commies.
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maxx 3 months ago
The Alamo. Thats the shit you wanna read about.. Not a valuable strategic location. Ruins. Sam Houston wanted it evacuated. But guys like Davy Crockett and Jim Bowie came from all over. They died for it. Why? You know why. And that resounding "fuck you" of freedom is what makes people legends. Get your Bitcoin off the exchanges.
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maxx 3 months ago
Watching John Wayne movies before bed with my 1 yo son. Does life get any better?
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maxx 3 months ago
Hear me out: Nostr walkie talkies, running on local mesh network. Instead of frequencies you tune into a shared private key. The surf spot in El Zonte, the shooting spot out in the Mojave, the off grid festivals. image
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maxx 3 months ago
What's the biggest thing you can think of? What's something that if you removed technical barriers would challenge you like the adventure of your life? I'll start - 1. push earth toward kardaschev 1 - how? Energy arbitrage and introducing lower latency models into how the grid prices power. 2. Asteroid mining - build a cohesive developer kit that packages all necessary telemetry tools into a slick rust toolkit for approach and landing on near earth objects. 3. Explore DNA from a systems engineering standpoint. Find patterns in God's design and explore the cryptography of organic life. Let AI take your pointless day job. You (might be) meant for more.
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maxx 3 months ago
In the future we're headed toward you will be judged by your vision. Not technical skill, not your experience, not who you know or access to capital... Sheer fucking vision. That's what scares people.
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maxx 3 months ago
There's a mountain on mars - Olympus Mons- highest summit in the solar system. Someone's going to put a flag up there. image
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maxx 3 months ago
Marries pleb. Holds family treasury in Bitcoin. Espouses complete freedom and life force energy maxxing. Then enjoys (ie suffers) consequences of little ones birthed from said complete freedom and life energy maxxing.
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