{"id":37139,"date":"2025-12-13T04:42:13","date_gmt":"2025-12-13T04:42:13","guid":{"rendered":"https:\/\/www.duck9.com\/blog\/?p=37139"},"modified":"2025-12-13T00:42:24","modified_gmt":"2025-12-13T04:42:24","slug":"chiang-song-aero-and-spike","status":"publish","type":"post","link":"https:\/\/www.duck9.com\/blog\/chiang-song-aero-and-spike\/","title":{"rendered":"Chiang Song Aero and Spike"},"content":{"rendered":"
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Larry Chiang, 650-283-8008<\/a><\/b><\/td>\n<\/tr>\n
\u2066\u202a@LarryChiang\u202c\u2069<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/td>\n<\/td>\n<\/tr>\n
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What They Don\u2019t Teach You \u2066\u202a@ycombinator\u202c\u2069<\/a> <\/p>\n

-a thread-<\/td>\n<\/tr>\n

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10\/27\/24, 8:11\u202fAM<\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/td>\n <\/td>\n<\/tr>\n
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Programming Scalable Bitcoin: Building High-Performance Blockchain Applications from Scratch<\/div>\n
*(Hypothetical Future Edition, O’Reilly Media, 2030 \u2013 hat tip Jimmy Song book and Aerospike experts<\/div>\n
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This extrapolated and imagined book merges and combines the hands-on, code-from-scratch approach of Jimmy Song’s *Programming Bitcoin* (updated for post-2025 Bitcoin developments like OP_CAT covenants, Ordinals\/Runes evolution, and Layer 2 advancements) with the high-performance, distributed database expertise from *Aerospike: Up and Running* (incorporating Aerospike Database 8+ features like distributed ACID transactions, expression indexing, and massive scalability as seen in blockchain integrations).<\/div>\n
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The result is a practical guide for developers building **real-world, scalable Bitcoin applications** \u2013 from core protocol libraries to off-chain\/high-throughput systems using ultra-low-latency databases. It teaches you to implement Bitcoin components in Python while integrating Aerospike for handling millions of transactions per second, inspired by real-world uses like Teranode’s billion-transaction scaling on Bitcoin variants.<\/div>\n
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#### Chapter-by-Chapter Outline<\/div>\n
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**Chapter 1: Foundations of Cryptography and Distributed Systems**  <\/div>\n
Combines finite fields\/elliptic curves with Aerospike’s hybrid memory architecture. Implements basic crypto primitives and introduces high-performance key-value storage for blockchain data.<\/div>\n
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**Chapter 2: Elliptic Curve Cryptography in Practice**  <\/div>\n
ECDSA signing\/verification with secp256k1, plus secure key management in distributed clusters.<\/div>\n
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**Chapter 3: Serialization and Data Modeling**  <\/div>\n
Bitcoin serialization extended to Aerospike data modeling (namespaces, sets, bins) for efficient storage of transactions and UTXOs.<\/div>\n
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**Chapter 4: Transactions and ACID Guarantees**  <\/div>\n
Building\/signing transactions, now with Aerospike’s distributed ACID transactions for off-chain or Layer 2 settlement.<\/div>\n
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**Chapter 5: Bitcoin Script and Covenants**  <\/div>\n
Updated Script with OP_CAT (activated ~2026-2028), enabling covenants, vaults, and advanced smart contracts. Exercises implement restrictive spending conditions.<\/div>\n
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**Chapter 6: Ordinals, Runes, and Inscription Protocols**  <\/div>\n
Hands-on implementation of post-2024 standards for NFTs\/fungibles on Bitcoin, storing metadata efficiently in Aerospike.<\/div>\n
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**Chapter 7: Blocks, Mining, and Proof-of-Work**  <\/div>\n
Block headers\/Merkle trees, plus scaling mining validation with high-throughput databases.<\/div>\n
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**Chapter 8: Peer-to-Peer Networking**  <\/div>\n
Bitcoin P2P protocol, enhanced with Aerospike cluster networking for fast block propagation.<\/div>\n
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**Chapter 9: Simplified Payment Verification and Lightweight Clients**  <\/div>\n
SPV with Bloom filters, now querying Aerospike-backed indexes for real-time verification.<\/div>\n
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**Chapter 10: SegWit, Taproot, and Advanced Upgrades**  <\/div>\n
Post-Taproot features, including expression indexing in Aerospike for complex queries on witness data.<\/div>\n
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**Chapter 11: High-Performance Blockchain Storage**  <\/div>\n
Core integration chapter: Using Aerospike as a scalable backend for UTXO sets, transaction indexing, or explorers \u2013 achieving millions of TPS with low latency.<grok:render card_id=”85013b” card_type=”image_card” type=”render_searched_image”><\/div>\n
<argument name=”image_id”>0<\/argument><\/div>\n
<argument name=”caption”>”Layer 1 on-chain security combined with Layer 2\/off-chain database scaling for massive throughput”<\/argument><\/div>\n
<argument name=”size”>”LARGE”<\/argument><\/div>\n
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<argument name=”image_id”>1<\/argument><\/div>\n
<argument name=”caption”>”High-performance blockchain scaling: From Bitcoin base layer to distributed database acceleration”<\/argument><\/div>\n
<argument name=”size”>”LARGE”<\/argument><\/div>\n
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**Chapter 12: Building Scalable Applications**  <\/div>\n
Real-world projects: Bitcoin wallet with Aerospike backend, fraud detection using real-time queries, or hybrid Layer 2 solutions.<\/div>\n
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**Chapter 13: Administration, Security, and Deployment**  <\/div>\n
Cluster management, security (post-quantum prep), cross-datacenter replication, and cloud deployment.<\/div>\n
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**Chapter 14: Future Directions**  <\/div>\n
Emerging topics: Bitcoin covenants for DeFi, AI\/ML on blockchain data via Aerospike vectors, and sustainable massive-scale networks.<\/div>\n
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This book would equip developers to go beyond toy implementations \u2013 creating production-grade systems that leverage Bitcoin’s security with Aerospike’s speed and scale. Perfect for the era of widespread Bitcoin adoption and real-time blockchain apps! <\/div>\n
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Chapter 1 to Chapter 14\u2019s an \u201cEaster Egg\u201d at <\/span>#ch1 to #ch14. Including #ch2 which\u2019s chapter 2 at my house in Napa California<\/span><\/div>\n

http:\/\/www.youtube.com\/watch?v=ejeIz4EhoJ0<\/span><\/p>\n


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On 09-09-39, “What They Will NEVER Teach You at Stanford Business School” debuts at 300 w 44th St at New York Fashion Week’s front row
http:\/\/www.youtube.com\/watch?v=QXIaNZi3mHQ<\/span><\/span><\/div>\n

What A Super Model Can Teach a Harvard MBA About Credit www.slideshare.net\/larrychiang\/what-a-super-model-can-teach-a-harvard-mba-about-credit<\/a><\/span><\/p>\n

American Express hosts me mentoring you about FICO scores at New York Fashion Week
t.co\/inxTmZAj<\/a><\/span><\/p>\n

My video boils down 20,000 hours and moves you to the right on the entrepreneur bell curve 
http:\/\/www.youtube.com\/watch?v=eudADPfTWiE<\/span>
<\/span>***********<\/span><\/div>\n

Steve Jobs Texted me on 650-283-8008 in the same way that Mr Jobs called Bill Hewlett <\/span>https:\/\/x.com\/superSaiyanSkai\/status\/1941392367304761636\/video\/1<\/a><\/span><\/div>\n

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<\/span><\/div>\n
Larry Chiang<\/span><\/div>\n
Fund of Founders<\/div>\n
Founding Stanford EIR<\/div>\n
@duck9 alum, Deeply Understood Capital Credit Chinese Knowledge 9<\/div>\n
Solo Founder Uber API<\/div>\n
650-566-9600 Office<\/div>\n
650-566-9696 Direct<\/div>\n
Cell: 415-720-8500 <\/div>\n

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650-283-8008 (cell)<\/span><\/div>\n

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Editor of the widely syndicated “What They Don’t Teach at School”
whattheydontteachyouatstanfordbusinessschool.com\/blog<\/a><\/span><\/p>\n

CNN Video Channel: ireport.cnn.com\/people\/larrychiang<\/a><\/span><\/p>\n

Read my last 10 X posts at www.X.com\/LarryChiang<\/a><\/span><\/p>\n

Author of #WTDTYASBS a NY Times Bestseller released 09-09-09 at #NYFW on a runway under the tents
whattheydontteachyouatstanfordbusinessschool.com\/blog\/?s=Ny+times+bestseller<\/a><\/span><\/p>\n

www.fastcompany.com\/embed\/c0d4562ea2049<\/a><\/span><\/p>\n

52 Cards. Two Jokers. What They DO Teach You at Stanford Engineering
http:\/\/www.youtube.com\/watch?v=vDBY0GkI3-g<\/span><\/p>\n

Emergency swings and cutting deals as an 9 year old
http:\/\/www.youtube.com\/watch?v=OFGY7v9C4G0<\/span><\/p>\n

Hunter Pence shared thoughts before winning WORLD SERIES’ Game #7
http:\/\/www.youtube.com\/watch?v=usu0luYy9pw<\/span><\/span><\/p>\n


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    Larry Chiang, 650-283-8008 \u2066\u202a@LarryChiang\u202c\u2069 What They Don\u2019t Teach You \u2066\u202a@ycombinator\u202c\u2069 -a thread-   10\/27\/24, 8:11\u202fAM     Programming Scalable Bitcoin: Building High-Performance Blockchain Applications from Scratch *(Hypothetical Future Edition, O’Reilly Media, 2030 \u2013 hat tip Jimmy Song book and Aerospike experts This extrapolated and imagined book merges and combines the hands-on, code-from-scratch approach […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-37139","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"post_mailing_queue_ids":[],"_links":{"self":[{"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/posts\/37139","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/comments?post=37139"}],"version-history":[{"count":0,"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/posts\/37139\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/media?parent=37139"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/categories?post=37139"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.duck9.com\/blog\/wp-json\/wp\/v2\/tags?post=37139"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}