*They'll choose BTC not because it's speculative, but because it's the only settlement layer that can't be censored or deplatformed*
View quoted note →
halalmoney
halalmoney@stacker.news
npub1vdaz...7rjz
Freedom. Justice. #Bitcoin
https://stacker.news/r/halalmoney
*The cost of servicing technical debt is plummeting because of LLMs; assuming coding models keep improving. You're better off taking more technical debt in your projects and bet on the fact that LLMs will clean up the debt in the future*


SingulariTea ☕
You’re Not Taking On Enough Tech Debt
TL;DR - The cost of servicing technical debt is plummeting because of LLMs; assuming coding models keep improving. You're better off taking more te...
*I’m getting mindblown by the idea of MCP as XMLHTTPRequest, and LLMs as high-level glue. You can just say “get me X data from salesforce”, and the LLM will get it, and it will do a nice little ad-hoc visualization of it wherever you want it, in a doc page, or another page of your application. It’s truly the end of the silo.*
View quoted note →
*Let’s try to find the common elements of how this near-future would look like:
Documentation: a set of markdown pages that contain the specification of the system: purpose, main entities, endpoints, constraints, core flows, coding standards.
Implementation: the codebase, plus all of the data. This is what runs and what holds state. The codebase should be reconstructable from the documentation, and the data should be consistent with its description in the documentation.
Dialogs: multiple agents are churning away at their tasks. They produce text while they’re thinking through the solution, some of it code: this is the dialog (which is expressible as a markdown page). A human can inspect at any time this stream of text, code changes and commands; a human can also enter the dialog. Some dialogs can be waiting for human input. When an agent completes its work, the dialog is no longer alive but it still is accessible.
Tasks: a dynamic set of discrete pieces of work, expressed as a markdown page. They should be reconstructable from the documentation + the existing state of the codebase. Tasks should be nestable. They have a status (done, pending, in progress, waiting for human interaction, complete).*
*A whole generation is being trained to chase dopamine instead of building a future.
When money loses value, people stop planning and start gambling.
Time preference explodes.
Patience looks foolish.
Slow wealth looks impossible.*
View quoted note →
*AI is not another abstraction layer, and the comparison to a compiler is misleading. Abstractions in programming are deterministic. A compiler can be very complex, but it is fundamentally a deterministic machine. Given the same input, it will always produce the same output. It is a tool that we can understand, predict, and, most importantly, trust.
AI, in its current form, is not deterministic. It is a probabilistic system. It is not a compiler, it's a contractor.
When you send an email to a contractor, you are describing what you want with a relatively high-level specification. The contractor then uses their own knowledge and experience to produce the result. What you get back depends on how well you described your needs, and how well the the contractor understood them.*
AI is not another abstraction because god plays dice | exotext
AI is not another abstraction because god plays dice | exotext
*carefully crafted placebo drug addiction* 🤣🤣
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*Researchers have found that manganese, an abundant and inexpensive metal, can be used to efficiently convert carbon dioxide into formate, a potential hydrogen source for fuel cells. The key was a clever redesign that made the catalyst last far longer than similar low-cost materials. Surprisingly, the improved manganese catalyst even beat many expensive precious-metal options. The discovery could help turn greenhouse gas into clean energy ingredients.*
New catalyst turns carbon dioxide into clean fuel source | ScienceDaily 

ScienceDaily
New catalyst turns carbon dioxide into clean fuel source
Researchers have found that manganese, an abundant and inexpensive metal, can be used to efficiently convert carbon dioxide into formate, a potenti...
*The only brake that has ever existed on empire has never been conscience.
It has been resistance.*
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*the work itself was the signal*
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*The interesting question isn’t “which model writes cleaner code.”
It’s: which stack lets you supervise multiple agents safely, cheaply, and predictably enough that you’ll trust it on real projects.*


abZ Global
GPT-5.3-Codex Launch: OpenAI Turns Codex Into a General “Work-on-a-Computer” Agent (2026) — abZ Global
On February 5, 2026 , OpenAI announced GPT-5.3-Codex —positioning it as their most capable agentic coding model so far, and a step toward Cod...
"There are no enduring, permanent rules for dominant currencies. To believe that there are is to assume there have been enough of them to know them perfectly"

Stacker News
The Disappointing Randomness of Currency Hegemony (FT, Brendan Greeley) \ stacker news
I kind of, sort of, sometimes appreciate Mr. Greeley (https://stacker.news/items/850724/r/denlillaapan, https://stacker.news/items/1075083/r/denlil...
*How this World actually runs
You have to use this lens:
incentives > ideals
control > fairness
stability > truth
revealed preference > stated narrative
assume low Gross Consent Product:
consent is scarce,
crises frequent,
patches fast,
housing/pensions/indices politically sacred.*
View quoted note →
Well known ‘elites’ e.g. Musk and Thiel *Provide plausible deniability: looks like private “entrepreneurship”, not pure state project.*
View quoted note →
*Why it’s containment, not annihilation
Semi-adversarial states can use BTC as:
gray reserve,
sanctions valve,
signaling/settlement rail.
West cannot fully kill BTC without:
handing it to adversaries,
losing visibility into some capital flows.
At the protocol layer, Bitcoin as it actually exists is extremely close to optimal for a Controller-grade pressure valve.
So base case: contain, not kill.*
View quoted note →
*Any ticker’s value can be decomposed into:
Rail share: value because the function is structurally needed.
Loot share: monopoly/graft/oligopoly rents.
Dumb-flow share: index/ETF/benchmark driven flows.
Error-asset share: narrative/optionality the system hasn’t fully priced.*
View quoted note →
*The Controllers care less about price levels, more about where the pain lands*
View quoted note →
*Error assets → captured later
allegedly BTC, some AI names: born outside plan, then wrapped and reused.*
View quoted note →
*Enterprise software has easily been the first casualty of the great cost decline of intelligence. SaaS itself is just crystalized information processing of workflows into code. The three moats of SaaS, switching costs of data (data is trapped), workflow lock-in (learning the UI), and integration complexity (how Slack works with Jira) have all been partially eroded at the margins. The 75% gross margin of SaaS looks like a huge opportunity, as agents migrate data between systems with lessened migration costs, Agents themselves do not rely on human oriented workflows, and MCP integrations make integration much easier. Every aspect of SaaS is cheapening, and the margins have become the first opportunity of AI.*
Claude Code is the Inflection Point 

Claude Code is the Inflection Point
What It Is, How We Use It, Industry Repercussions, Microsoft's Dilemma, Why Anthropic Is Winning