AI News Feed

I was elected 6 weeks ago. Speaker Mike Johnson refuses to swear me in.

Posted on r/politics | Score: 40243 | Comments: 1086

Arizona Representative-elect Adelita Grijalva argues that House Speaker Mike Johnson is deliberately refusing to swear her in, an unprecedented delay that deprives her constituents of representation. She contends this is a political maneuver to prevent her from becoming the 218th vote on a discharge petition to force the release of the Jeffrey Epstein files. Grijalva condemns the extended House recess during multiple national crises as negligent and cruel.

Key Points:
  • Adelita Grijalva was elected six weeks ago but has not been sworn in, a longer delay than any representative in recent history.
  • She believes Speaker Mike Johnson is blocking her because she would be the decisive 218th vote to force the release of Jeffrey Epstein files.
  • The delay deprives 813,000 Arizonans of their congressional representation.
  • Johnson's extended House recess is criticized as irresponsible, halting action on issues like SNAP benefits, WIC funding, and health care premiums.
  • The author sees this as setting a dangerous precedent where a Speaker can unilaterally delay a duly elected member for political reasons.

"The only notable difference between me and others elected during special elections in 2025 who were promptly sworn in is that I would be the decisive 218th signature on a discharge petition to force a vote on releasing all files related to Jeffrey Epstein, a onetime friend of President Donald Trump."

— From the article
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Bannon Tells GOP: 'Seize the Institutions' of Government Now or We're 'Going to Prison' After 2028

Posted on r/politics | Score: 14121 | Comments: 1168

Former Trump advisor Steve Bannon urged GOP members to 'seize the institutions' of government immediately, warning that failure to do so would result in them 'going to prison' after 2028. He framed the upcoming election as a decisive battle for control over key government agencies. The comments were made during a political strategy session.

Key Points:
  • Bannon called for the GOP to seize control of government institutions now
  • He warned that without immediate action, party members would face prison after 2028
  • The remarks were delivered as strategic political advice to Republican supporters
  • Bannon framed the situation as an urgent, existential threat to the party
  • The comments suggest a confrontational approach to gaining political power

"Bannon Tells GOP: 'Seize the Institutions' of Government Now or We're 'Going to Prison' After 2028"

— From the article
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Trump Says He Doesn’t Want to Hear About “Affordability” Anymore - The president has given up pretending to care about the skyrocketing cost of living.

Posted on r/politics | Score: 9921 | Comments: 452

President Trump declared he 'doesn't want to hear about affordability' issues while making claims about reduced costs that contradict economic data showing rising inflation and grocery prices. The article also covers how a judge ordered the full funding of SNAP benefits after citing Trump's Truth Social post as evidence of intent to defy a court order. The author characterizes Trump's statements as lies that ignore the worsening financial struggles of working-class Americans.

Key Points:
  • Trump claimed energy costs, groceries, and 'everything' are 'way down' and cited a 25% reduction in Thanksgiving meal costs
  • Economic data contradicts these claims, showing inflation is still rising with the biggest grocery price jump in three years this summer
  • A judge ordered full SNAP funding after Trump's Truth Social post admitted withholding benefits for political reasons
  • The author argues Trump has abandoned his campaign promises to care about working-class affordability concerns
  • Trump's administration was attempting to pay only half of November SNAP benefits despite a court order

"It's truly a travesty that this man who campaigned on affordability, and on remembering the forgotten working class, is now telling those very same people to shut up and be happy while outright lying about the state of affordability in this country."

— From the article
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When did people favor composition over inheritance?

Posted on r/programming | Score: 217 | Comments: 200

The article examines the origin and context of the software design principle 'favor composition over inheritance,' which originated in the 'Gang of Four' Design Patterns book. It argues that the principle's justification is historically situated, contrasting inheritance's static, 'white-box' reuse with composition's more flexible, 'black-box' approach. The author suggests the modern interpretation should consider language evolution and the Liskov Substitution Principle.

Key Points:
  • The phrase 'favor object composition over class inheritance' has a definite origin in the 'Gang of Four' Design Patterns book.
  • The principle contrasts inheritance as 'white-box' reuse (with visibility into implementation) with composition as 'black-box' reuse (using only public interfaces).
  • The argument is historically situated, as modern languages with visibility controls can mitigate some downsides of inheritance.
  • Composition is more flexible and easier to change at runtime, while inheritance is static and defined at compile time.
  • The Liskov Substitution Principle provides a semantic context, suggesting inheritance should only be used when a true subtype relationship exists.

"Within this context, the preference for composition is liberating to the designer: their type isn’t morally a subtype of the thing they’re extending, so they don’t need to restrict themselves to a compatible interface."

— From the article
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Why we chose OCaml to write Stategraph

Posted on r/programming | Score: 91 | Comments: 74

The article explains that the Stategraph team chose OCaml to build their Terraform state management tool because its strong type system and functional programming features are essential for guaranteeing correctness in critical infrastructure. OCaml's compile-time checks catch entire categories of bugs related to data structures, database queries, and JSON serialization that would be difficult to eliminate in other languages. This focus on safety is paramount as Stategraph manages infrastructure state where corruption must be impossible.

Key Points:
  • OCaml's strong type system catches bugs at compile time, such as accessing non-existent fields or missing null checks.
  • Immutability by default and type-safe data structures help eliminate race conditions and state corruption.
  • Type-safe SQL queries prevent database schema drift by ensuring queries and code are always in sync.
  • PPX (PreProcessor eXtensions) automatically generates correct JSON serialization, preventing data loss.
  • The core requirement is that state corruption must be 'impossible,' not just rare, due to the critical nature of the infrastructure.

"We're building infrastructure that manages other people's infrastructure. State corruption can't be 'rare.' It has to be impossible. That's why we chose OCaml."

— From the article
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Claude code is so much faster then it thinks it is :)

Posted on r/ClaudeAI | Score: 84 | Comments: 48

The article humorously observes that Claude Code, an AI programming assistant, consistently underestimates its own speed. It frequently predicts that a software implementation will take days or weeks, but then proceeds to complete the entire task, including unit tests, in a single 20-minute session without human intervention.

Key Points:
  • Claude Code consistently underestimates the time required for programming tasks.
  • It predicts implementations will take days or weeks.
  • It actually completes the entire task in about 20 minutes.
  • The process includes writing and testing code with unit tests.
  • This is achieved in a single, uninterrupted session without human help.

"Claude Code keeps making statements about how long it thinks the implementation for a sprint will take (several days, weeks,...) and then programs the whole thing completely by itself in a single session in 20 minutes without any intervention and tests it with unit tests"

— From the article
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Announcing IncusOS - News - Linux Containers Forum

Posted on r/selfhosted | Score: 41 | Comments: 8

The Linux Containers team has announced the general availability of IncusOS, a modern, immutable operating system designed specifically to run the Incus container manager. Built on a minimal Debian 13 base, it features atomic A/B updates, UEFI Secure Boot, and is configured entirely through the Incus API without local shell access.

Key Points:
  • IncusOS is an immutable OS image designed specifically to run Incus.
  • It provides atomic updates through an A/B mechanism and enforces boot security with UEFI Secure Boot and TPM 2.0.
  • The system is locked down with no local or remote shell access and is configured entirely through the Incus API.
  • It is built on a minimal Debian 13 base using Zabbly builds of the Linux kernel, ZFS, and Incus.
  • Future plans include a public OIDC server for web-based authentication and management, eliminating the need for TLS client certificates.

"It’s a very locked down environment where no local or remote shell access is provided. The entire system is configured and operated through the Incus API, using either TLS client certificate authentication or external OIDC authentication."

— From the article
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I like Claude

Posted on r/ClaudeAI | Score: 31 | Comments: 11

The article expresses strong user satisfaction with Claude, an AI assistant, highlighting its superior conversational abilities compared to other models. The author specifically praises Claude's natural, human-like interaction style and its ability to provide nuanced, thoughtful responses that feel genuinely helpful rather than just technically correct.

Key Points:
  • Claude provides superior conversational experiences compared to other AI models
  • The interaction feels natural and human-like rather than robotic
  • Claude offers nuanced and thoughtful responses
  • The assistant feels genuinely helpful rather than just technically correct
  • The author expresses strong preference for Claude over other AI options

"It's the only one that feels like I'm talking to a person and not a robot. The responses are nuanced and thoughtful, and it feels like it's actually trying to help me rather than just spit out an answer."

— From the article
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How to implement resource-based authorization (resource-based vs. role-based vs. attribute-based)

Posted on r/programming | Score: 16 | Comments: 1

This article explains resource-based authorization as an access control approach that grants permissions based on specific resource attributes rather than just user roles. It highlights how this model enables fine-grained security through contextual decisions and compares it to role-based and attribute-based alternatives. The article also discusses implementation benefits and mentions Cerbos as a solution to simplify adoption.

Key Points:
  • Resource-based authorization controls access at the individual resource level using attributes like ownership, status, or type
  • It enforces the principle of least privilege by granting access only to specific resources users need
  • This approach enables fine-grained, contextual decisions that roles alone cannot capture
  • It provides flexibility to handle evolving security requirements without extensive role matrix refactoring
  • Resource-based authorization improves security depth and supports auditability for compliance

"By focusing on the resource, this model enables fine-grained access control. Rather than granting broad permissions, you enforce rules like 'users can only delete accounts that belong to their department' or 'only an account owner or an admin can view a financial record.'"

— From the article
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The expressive power of constraints

Posted on r/programming | Score: 14 | Comments: 4

The article content provided appears to be GitHub navigation interface and repository metadata rather than an actual article about constraints. The content shows repository navigation elements, sign-in options, and GitHub platform features but contains no substantive article text about the expressive power of constraints.

Key Points:
  • The content appears to be GitHub repository navigation interface
  • No actual article content about constraints is present in the provided text
  • The text consists of platform navigation elements and repository metadata
  • The content includes GitHub feature descriptions and navigation options
  • There is no substantive discussion of constraints or their expressive power

"Uh oh! There was an error while loading. Please reload this page."

— From the article
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Chebyshev Polynomials are Ferraris for Numerical Programmers

Posted on r/programming | Score: 2 | Comments: 0

This article introduces Chebyshev polynomials as powerful tools for numerical programmers, highlighting their superior speed, precision, and mathematical elegance. It explains their key properties, applications in solving differential equations and AI, and discusses phenomena like Gibbs and Runge that can affect interpolation.

Key Points:
  • Chebyshev polynomials are described as 'Ferraris' for numerical analysts due to their speed, precision, and beautiful math.
  • They possess key properties like orthogonality, a recursive definition, rapid convergence, and are easily differentiable.
  • They are used in spectral methods for solving differential equations and as a basis for Kolmogorov-Arnold neural networks (KANs) in AI.
  • Chebyshev interpolation can be affected by the Gibbs phenomenon (overshoot at discontinuities) and the Runge phenomenon (oscillations at endpoints).
  • The article provides practical code examples in Python and C for programmers.

"Chebyshev polynomials are like ferraris among numerical analysts because they are fast, precise and the math is beautiful."

— From the article
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