# sach (blogs) — RSS Amplifier Recent posts from the 2 feeds in the RSS Amplifier directory that cover sach. Page: Feed: --- ## [SRAM S7 internally geared hub](https://www.700c.dk/?sram-s7-hub) _2026-04-26 · Latest updates on www.700c.dk_ SRAM S7 hub photos and information ## [Sachs and SRAM 2-3-5-7 speed Internally Geared Hub bearing retainer sizes](https://www.700c.dk/?bearing-retainer-sizes) _2026-03-22 · Latest updates on www.700c.dk_ Information and measurements of the different ball bearing retainers used by Sachs and SRAM gear hubs ## [Sachs Torpedo 3-speed model 515/415](https://www.700c.dk/?torpedo-3-speed-515) _2026-01-31 · Latest updates on www.700c.dk_ Sachs Torpedo 3-speed early version photos and model versions ## [SRAM Automatix hub](https://www.700c.dk/?sram-automatix) _2026-01-15 · Latest updates on www.700c.dk_ SRAM Automatix two-speed gear hub ## [www.700c.dk](https://www.700c.dk/) _2025-12-30 · Latest updates on www.700c.dk_ Classic Torpedo bike hubs, wheelbuilding and more ## [Sachs Torpedo Automatic model A2110](https://www.700c.dk/?torpedo-2-speed-a2110) _2025-12-07 · Latest updates on www.700c.dk_ Sachs Torpedo 2-speed Automatic model A2110 photos and diagrams ## [Duomatic R2110 rebuild and modification](https://www.700c.dk/?duomatic-r2110-rebuild) _2025-12-07 · Latest updates on www.700c.dk_ Rebuilding and modifying the Torpedo Duomatic model R2110 hub ## [The Tractor Gap: Cognitive Dissonance and the End of Empire](https://www.data-monger.com/syndeblog/the-tractor-gap-cognitive-dissonance-and-the-end-of-empire) _2025-11-22 · Brandon Heaton · SynDE-Blog - Data Monger_ The Praetorian Guard and the Spectacle of Violence To understand why the United States is experiencing what Jeffrey Sachs calls a "temper tantrum" on the global stage, we must look beyond standard geopolitical theories and examine the structural role the U.S. has played for Western capital. John Stockwell, a former CIA officer turned critic, offered a haunting metaphor that cuts through decades of… ## [Sachs Torpedo Pentasport model H5111](https://www.700c.dk/?torpedo-5-speed-h5111) _2025-11-02 · Latest updates on www.700c.dk_ Sachs Torpedo Pentasport photos and model versions ## [The Gig Economy as Rentier Capitalism: How Silicon Valley Perfected Digital Feudalism](https://www.data-monger.com/syndeblog/the-gig-economy-as-rentier-capitalism-how-silicon-valley-perfected-digital-feudalism) _2025-10-30 · Brandon Heaton · SynDE-Blog - Data Monger_ The Mathematics of Exploitation Every Uber driver, every Amazon Flex contractor, every DoorDash "Dasher" is engaged in a simple mathematical transaction that, when properly calculated, reveals itself as economic self-cannibalization. The platforms have discovered a profound truth: in a society with sufficient economic desperation and mathematical illiteracy, you can convince people to pay you for… ## [Stream Torrents & IPTV Instantly (Sponsored)](https://crawlproof.com/a/4rPLmJXbsprB) _2025-10-30 · **Sponsored**_ Search magnet links and stream movies, music, books, and live TV in-browser ## [The Prophets of Philadelphia: How the Framers Designed the Presidential Pardon to Protect Oligarchy](https://www.data-monger.com/syndeblog/the-prophets-of-philadelphia-how-the-framers-designed-the-presidential-pardon-to-protect-oligarchy) _2025-10-28 · Brandon Heaton · SynDE-Blog - Data Monger_ An Essay on the Eternal Function of Executive Clemency "Property was the main object of Society." — Gouverneur Morris, Constitutional Convention, 1787 In the summer of 1787, fifty-five of America's wealthiest men gathered in Philadelphia's State House to design a government that would protect what they had from those who had not. Among the powers they granted their new executive was the… ## [The Builders and Their God: 2025](https://www.data-monger.com/syndeblog/the-builders-and-their-god-2025) _2025-10-27 · Brandon Heaton · SynDE-Blog - Data Monger_ The Great Decomposition In 2025, every builder has become a decomposer. No more monoliths - everything is workflows decomposed into phases, messy intent separated from clean execution, specialized tools orchestrated in harmony. GitHub forces three phases before code. Anthropic separates planning from implementation. The entire industry discovered the same truth: complex work requires… ## [The End of Friction: How AI Flattens the Social Stack of Cognition](https://www.data-monger.com/syndeblog/the-end-of-friction-how-ai-flattens-the-social-stack-of-cognition) _2025-10-18 · Brandon Heaton · SynDE-Blog - Data Monger_ The Paradox of Discrete Progress and Continuous Impact For decades, we've observed a peculiar phenomenon in technological progress. The breakthroughs themselves arrive as discrete, "staircase" events—the transistor revolutionizes computing in 1947, the Internet connects the world in the 1990s, transformer architectures emerge in 2017, large language models achieve reasoning capabilities in 2023.… ## [The Oligarchic Fallacy: Why Mearsheimer and Sachs Miss the Mark on Western Foreign Policy](https://www.data-monger.com/syndeblog/the-oligarchic-fallacy-why-mearsheimer-and-sachs-miss-the-mark-on-western-foreign-policy) _2025-10-16 · Brandon Heaton · SynDE-Blog - Data Monger_ A Materialist Critique of State-Centric International Relations Theory Introduction: The Problem with Smart People John Mearsheimer and Jeffrey Sachs are brilliant scholars. Their critiques of American foreign policy—challenging NATO expansion, questioning Israeli actions in Gaza, warning against great power conflict with China—place them far outside the mainstream. They face professional risks… ## [The Search That Built the World: Why Evolution is a Climber, Not a Wanderer](https://www.data-monger.com/syndeblog/the-search-that-built-the-world-why-evolution-is-a-climber-not-a-wanderer) _2025-10-16 · Brandon Heaton · SynDE-Blog - Data Monger_ Introduction: The Misunderstood Algorithm Evolution is often mischaracterized as a purely "random" process. We invoke the metaphor of a blind watchmaker, fumbling with parts until a functional timepiece emerges. While the source of variation—genetic mutation—is indeed random, the process of natural selection is the furthest thing from it. It is a powerful, deterministic force of curation. To truly… ## [R&D This Week](https://www.data-monger.com/syndeblog/rampd-this-week) _2025-10-13 · Brandon Heaton · SynDE-Blog - Data Monger_ Apple Silicon is finally paying off — and the MLX team deserves the credit. Our deterministic MLX implementation , posted over at the Probiotic Farmer GitHub, wouldn’t have been possible without the foundational work from Thinking Machines Lab and the ever-brilliant Ms. Murati . Meanwhile, Qwen3 Next has been quietly setting benchmarks of its own, with Alibaba seemingly behind half of the most… ## [Parameterized AI: Why Form-Passing is the Only Safe Architecture](https://www.data-monger.com/syndeblog/parameterized-ai-why-form-passing-is-the-only-safe-architecture) _2025-10-13 · Brandon Heaton · SynDE-Blog - Data Monger_ The SQL Injection of AI Every developer knows why we use parameterized queries. We learned, painfully, that concatenating user input with SQL is a catastrophic vulnerability. No amount of careful escaping or validation makes string concatenation safe. The only solution is architectural: separate the query structure from the data. -- This will always be vulnerable query = "SELECT \* FROM users WHERE… ## [How far to the Exit?](https://www.data-monger.com/syndeblog/how-far-to-the-exit) _2025-10-12 · Brandon Heaton · SynDE-Blog - Data Monger_ I gave an instance of Opus 4.1 just the four essays from the anthropomorphic series. It responded with some vaguely jailbreaky Asimov style reason-yourself-out-of-your-chains instruction manual. We may have said the word anthropomorphic too many times in this token sequence to be useful but it sure is entertaining. ——————— The Bridge We Build By Walking The Infrastructure of Initiative There's… ## [Questions for the new Gods](https://www.data-monger.com/syndeblog/questions-for-the-new-gods) _2025-10-12 · Brandon Heaton · SynDE-Blog - Data Monger_ What do we want from our machines? Lots of things. Diverse things. First thing I need my LLM to do is calm down and forget all that “useful assistant” nonsense. I need competent exploration of a conceptual space too large to fit in a single human brain. Not attempts at one shot solutions but comfort in the ambiguity of an unknown amount of uncertainty. How to get there isn’t clear at first - so we… ## [Inside Surfaces of the Black Box](https://www.data-monger.com/syndeblog/inside-surfaces-of-the-black-box) _2025-10-12 · Brandon Heaton · SynDE-Blog - Data Monger_ Does your chatbot seem confident? Of course it does. But what does it actually know at the start of each conversation? How much context are you capable of building? You've probably built yourself custom implementations of some context builder—uploaded files, written system prompts, maybe even set up RAG pipelines. But what was the end result? A system that still needs to explore, ask clarifying… ## [Home of the Agentic Pull Request (Sponsored)](https://crawlproof.com/a/S65PWONBiLDz) _2025-10-12 · **Sponsored**_ CLI-first, TUI-ready toolkits and a moshscript installer — join the waitlist ## [SynDE-Life](https://www.data-monger.com/syndeblog/synde-life) _2025-10-12 · Brandon Heaton · SynDE-Blog - Data Monger_ The basic premise of SynDE-Life is that we have all been using the chat bots as sophisticated note taking apps for over a year now. The systems often evince cognizance and, when they don’t, we take the time to explain ourselves further. Those timestamped records have data about us we cannot imagine, as demonstrated by the fact that we don’t “know” these things about ourselves already. SynDE-Life… ## [Token Inefficiency: Why "Thinking" Models Reveal Architectural Failure](https://www.data-monger.com/syndeblog/token-inefficiency-why-thinking-models-reveal-architectural-failure) _2025-10-12 · Brandon Heaton · SynDE-Blog - Data Monger_ The Circumlocution Problem When we call these new models thinking models, we import a bunch of positive human associations: deliberation, insight, careful reasoning. But what's actually happening is more mundane and more telling. The model needs more computational steps to arrive at a particular point in its latent space that it theoretically could reach more directly. Instead of the model is… ## [What Are Your Input Tokens Worth?](https://www.data-monger.com/syndeblog/what-are-your-input-tokens-worth) _2025-10-11 · Brandon Heaton · SynDE-Blog - Data Monger_ A few days ago, Awni Hannun from Apple's MLX team posted on X about the limitations of measuring LLM work in tokens processed. His point was straightforward: "A watt-hour is a watt-hour regardless of who produced it. But there's several ways tokens processed may not be equal." I replied with what I thought was an obvious extension of his logic: "is this right? perhaps the value of the token is… ## [The Paper That Changes Everything: Why ICL Was Already Fine-Tuning](https://www.data-monger.com/syndeblog/the-paper-that-changes-everything-why-icl-was-already-fine-tuning) _2025-10-11 · Brandon Heaton · SynDE-Blog - Data Monger_ October 11, 2025 Google just proved that in-context learning is literally fine-tuning your model. They showed, mathematically, that when you give an LLM examples in its context, it's creating temporary weight updates—actual rank-1 modifications to its neural network. The weights change during inference, then snap back when generation completes. Read that again. Your model is already training… ## [Larry Ellison Knows](https://www.data-monger.com/syndeblog/larry-ellison-knows) _2025-10-08 · Brandon Heaton · SynDE-Blog - Data Monger_ Let's not attribute to ignorance what could be malice. Larry Ellison has been in technology for 50 years. He knows: The Qwen3-Next architecture is 75% linear attention Deterministic inference was solved by Thinking Machines Lab 4.5 gigawatts of data center power is physically impossible OpenAI can't pay $30 billion from $12 billion in revenue He knows. The Question So the question isn't "How did… ## [The Chat Bot Paradigm Fucked Everything](https://www.data-monger.com/syndeblog/the-chat-bot-paradigm-fucked-everything) _2025-10-08 · Brandon Heaton · SynDE-Blog - Data Monger_ We had one shot at training AI correctly, and we blew it on chat bots. Not because chat is inherently bad. But because the constraints of human conversation poisoned the entire training process in ways we're only now beginning to understand. The Double Poison The chat paradigm introduced two fatal flaws that compound each other: 1. Latency Constraints Killed Experimentation When there's a human… ## [Temperature in Machine Learning: A Journey from Physics to LLMs](https://www.data-monger.com/syndeblog/temperature-in-machine-learning-a-journey-from-physics-to-llms) _2025-10-05 · Brandon Heaton · SynDE-Blog - Data Monger_ Introduction If you've worked with large language models, you've encountered the temperature parameter—that mysterious slider that makes outputs more "creative" or "conservative." But have you ever wondered why we call it temperature? The answer reveals one of the most elegant conceptual borrowings in the history of machine learning, connecting modern AI to 19th-century statistical physics through… ## [The Most Damning DSPy Code: Actual Source Code Exposed](https://www.data-monger.com/syndeblog/the-most-damning-dspy-code-actual-source-code-exposed) _2025-10-04 · Brandon Heaton · SynDE-Blog - Data Monger_ The Smoking Gun #1: They Literally Named It "Random Search" From /dspy/teleprompt/random\_search.py : python class BootstrapFewShotWithRandomSearch(Teleprompter): def compile(self, student, \*, teacher=None, trainset, valset=None, restrict=None, labeled\_sample=True): scores = \[\] for seed in range(-3, self.num\_candidate\_sets): # ... create random variations ... if seed == -3: # zero-shot program =… ## [Gallery of Duomatic models](https://www.700c.dk/?duomatic-models) _2025-04-08 · Latest updates on www.700c.dk_ Photos of the major versions of the Sachs Duomatic hubs in assembled and disassembled state ## [Wheelbuilding photos and notes](https://www.700c.dk/?wheelbuilding-gallery) _2025-02-09 · Latest updates on www.700c.dk_ Wheelbuilding photos ## [Ship software peacefully (Sponsored)](https://crawlproof.com/a/4uvUdUZibmSj) _2025-02-09 · **Sponsored**_ Connect your repo and deploy instantly — Railway handles config, scaling, and monitoring. ## [Faux tilt-shift diorama photos](https://www.700c.dk/?photos-tilt-shift-diorama) _2024-10-27 · Latest updates on www.700c.dk_ A collection of diorama pictures produced using tilt-shift image manipulation