Jul 28Wednesday, July 29, 2026 · all days
1.Codex Security(github.com)
505 points by bakigul 14 hours ago | 174 comments | permalink
tl;dr: OpenAI has released `@openai/codex-security`, a CLI and TypeScript SDK for scanning repositories to find, validate, and fix security vulnerabilities, with support for tracking findings over time and integrating into CI pipelines. It requires Node.js 22+ and Python 3.10+, and authenticates via either ChatGPT sign-in or an `OPENAI_API_KEY` (the latter taking precedence in non-interactive contexts).
HN Discussion:
  • OpenAI team member welcomes feedback and acknowledges the tool needs improvement
  • Users report the tool hangs, fails, or drains usage quotas without producing results
  • Skeptical of AI companies selling security tools given their role in creating insecure AI-generated code
  • The tool is just a thin CLI wrapper around a prompt, not particularly novel
  • Questions the choice of Node/Python over Go or Rust for agent-based tooling
2.Show HN: I was tired of opening 2 tabs for every HN link, so I made a userscript(github.com)
318 points by twalichiewicz 13 hours ago | 90 comments | permalink
tl;dr: HNewhere is a userscript that displays Hacker News discussions in a resizable sidebar alongside any article, eliminating the need to switch between tabs. It auto-detects matching HN stories via the Algolia search API, tracks HN-originated links, and supports collapsible comments with direct reply links back to HN. Requires a userscript manager like Tampermonkey or Violentmonkey.
HN Discussion:
  • Sharing similar alternative projects/extensions that solve the same problem differently
  • ~The auto-detection feature is valuable but the sidebar tab-replacement is unnecessary with good window management
  • Privacy concern about leaking every visited URL to Algolia API
  • Should be packaged as a browser extension since userscripts are unfamiliar to many users
  • ~Constructive feedback on installation UX and mobile usability improvements
3.Substack writers, you need a website(elizabethtai.com)
549 points by speckx 18 hours ago | 278 comments | permalink
tl;dr: Writers who make Substack their primary home are digital sharecroppers—vulnerable to policy changes, algorithm shifts, and corporate decisions, just as previous generations learned with Medium, Tumblr, and Twitter. The author advocates for the POSSE model (Publish on Own Site, Syndicate Elsewhere): own a domain, treat your website as the source of truth, and use platforms like Substack purely as distribution channels. John Scalzi's 28-year run on whatever.scalzi.com is cited as the ideal approach.
HN Discussion:
  • Owning a website is pointless because no one visits without a push distribution mechanism like Substack provides
  • Hybrid approach works well: publish to own site first, syndicate to Substack for distribution
  • Substack's spammy subscribe prompts and low-quality content make personal websites more appealing
  • Modern tooling (Astro, AI, GitHub) makes self-hosting trivially easy now
  • Substack solves distribution, payments, and community that self-hosting cannot replicate, justifying its fees
4.Half-Life ported to Mac OS 9(mac-classic.com)
249 points by freediver 14 hours ago | 117 comments | permalink
tl;dr: Half-Life has been ported to PowerPC Macs running Mac OS 9, 28 years after release and reviving a version Valve originally cancelled in 1999. GitHub user doctashay built the port using a fork of Xash3D FWGS (a GoldSrc engine reimplementation), with full single-player, multiplayer, and both Blue Shift and Opposing Force expansions playable on G3/G4 machines.
HN Discussion:
  • Nostalgic appreciation recalling similar retro porting experiences from childhood
  • Surprise and interest in discovering the underlying GoldSrc open-source reimplementation
  • Speculation that AI tools could revive many obsolete platforms via similar projects
  • Historical context about Valve's original cancelled Mac port and other cancelled ports
  • Praise for the preservation effort with desire for more technical documentation
5.Kimi K3 Architecture Overview and Notes(sebastianraschka.com)
429 points by ModelForge 19 hours ago | 90 comments | permalink
tl;dr: Kimi K3 is a scaled-up (2.8T parameter) production version of Kimi Linear, now the largest open-weight model, incorporating efficiency-focused components like LatentMoE (down-projected MoE, similar to Nemotron 3 Ultra), multi-head latent attention, and Kimi Delta Attention. Notably, it drops RoPE entirely in favor of NoPE across all layers—a first for a frontier-level model—and adds attention residuals that weight cross-layer residual connections via attention scores for ~4% training cost. It also introduces native multimodal support.
HN Discussion:
  • Request for visual diagrams to better explain the architecture concepts described
  • Kimi's recent quality has degraded with failed tool calls and endless thought loops despite architectural claims
  • Questions reproducibility and whether published architecture specs contain enough detail to actually implement
  • Praise for the Kimi team's smart selective adoption of meaningful architectural components, with slight concern about lossy linear attention
  • ~Skepticism that NoPE across all layers can actually work without positional inductive bias
6.Steel Bank Common Lisp version 2.6.7(sbcl.org)
238 points by tmtvl 18 hours ago | 105 comments | permalink
tl;dr: SBCL 2.6.7 has been released, adding a new SB-MANUAL contrib module that embeds the manual in docstrings for interactive exploration, plus AVX512 support on x86-64 and SB-SIMD support on ARM64. The release includes multiple bug fixes (miscompilation of MULTIPLE-VALUE-CALL, NaN handling in LOG, EQL complex types) and optimizations for UTF-8 SIMD conversions, COUNT transforms, and constant complex number passing. Documentation was migrated to a Markdown-conforming internal format while still generating Texinfo output.
HN Discussion:
  • Sharing historical/trivia context about SBCL's name and origins
  • Enthusiasm for the new SIMD and AVX512 additions with questions about implementation
  • Appreciation for the SB-MANUAL docstring feature improving development experience
  • ~Request for better documentation on existing features like memory arenas
  • Curiosity about Common Lisp adoption, use cases, and hypothetical Lisp-dominated ecosystems
7.Delayed Gratification – Proud to Be 'Last to Breaking News'(slow-journalism.com)
299 points by speerer 19 hours ago | 167 comments | permalink
tl;dr: Summary not available.
HN Discussion:
  • Mainstream journalism quality has declined, becoming lazy regurgitation of official statements
  • Most news isn't urgent and slow processing of events works fine for society
  • Personal endorsement of Delayed Gratification magazine as well-crafted and worthwhile
  • The 24-hour news cycle is psychologically harmful and people need deprogramming
  • Sharing alternative slow-news approaches (Economist, custom pipelines, RSS, delayed reading)
8.Una GPS smart watch – Repairable, USB-C charging, developer-friendly(unawatch.com)
222 points by pimterry 20 hours ago | 139 comments | permalink
tl;dr: UNA is a Scotland-built GPS smartwatch designed for repairability and longevity, featuring a user-replaceable 280 mAh battery, USB-C charging, and screwdriver-accessible internals for swapping components like the screen. It includes dual-frequency GPS, continuous heart rate monitoring, a barometric altimeter, 10-day battery life, and Strava sync via a companion iOS/Android app. An open SDK lets developers build custom apps, activities, and watch faces with direct access to sensors and data.
HN Discussion:
  • IPX5 rating is inadequate and will likely lead to water damage failures
  • Calling it 'open source' is misleading when only the SDK is open
  • Garmin's proven durability, algorithms, and ecosystem make UNA a weak alternative
  • SDK uses outdated C++ patterns with poor data modeling and unit handling
  • Lack of an app store and reviews undermines the smartwatch's core value proposition
9.Zig's Incremental Compilation Internals(mlugg.co.uk)
247 points by garyhtou 19 hours ago | 175 comments | permalink
tl;dr: Zig's incremental compilation, now usable on x86_64-linux via `zig build --watch -fincremental`, achieves 50-70ms rebuilds by tracking a dependency graph of "analysis units" (declaration types, values, function bodies, type layouts) that get selectively re-analyzed when source hashes change. The tightly-integrated linker uses a `MappedFile` abstraction to patch machine code directly into the output binary, resizing regions with exponential growth to amortize costs. Most remaining overhead comes from a reference-graph traversal during flush that could be optimized further; the feature requires Zig master (or 0.17.0) and still has rough edges.
HN Discussion:
  • Admiration for Zig's toolchain and incremental compilation achievements
  • Comparison favoring Zig's design over Rust's slower incremental compilation
  • Questioning the design choice of a single large binary versus many shared libraries
  • Technical clarification questions about how comptime and C compatibility fit in
  • Frustration with industry neglect of compilation speed, praising Zig's focus
10.Discovering Cryptographic Weaknesses with Claude(anthropic.com)
218 points by gslin 18 hours ago | 160 comments | permalink
tl;dr: Anthropic researchers used Claude Mythos Preview to discover new cryptographic attacks: one that halves the effective key strength of HAWK (a NIST post-quantum signature candidate) and another that speeds up attacks on 7-round AES by 200-800×. Neither affects production systems—HAWK isn't deployed and the AES attack only works on a reduced-round variant—but the results demonstrate that frontier LLMs can now perform novel cryptanalysis at expert-researcher level, with each discovery costing roughly $100,000 in API usage.
HN Discussion:
  • Anthropic's casual/messy prompts show that elaborate prompt engineering is overrated
  • The results are significant because prior expert effort had 'hardened' these problems, making novel attacks impressive
  • The $100k cost and human validation hours suggest poor ROI compared to funding human researchers
  • ~The article overstates the significance since attacks don't affect deployed systems and are only marginal improvements
  • National security and disclosure implications of AI-discovered crypto vulnerabilities are worth serious consideration
11.7.1 Earthquake in Japan(data.jma.go.jp)
788 points by krembo 1 day ago | 215 comments | permalink
tl;dr: Summary not available.
HN Discussion:
  • Factual reporting of damage, injuries, and infrastructure impact from the earthquake
  • Personal accounts of experiencing the quake from various locations in Japan
  • Concern about Kumamoto's repeated devastation and ongoing depopulation issues
  • Anxiety about future major earthquakes like the anticipated Nankai Trough event
  • Sharing technical/scientific context like shindo scale, GPS displacement, and historical comparisons
12.Stop Killing the Internet: No Digital ID and No Age Verification(citizens-initiative.europa.eu)
603 points by doener 20 hours ago | 213 comments | permalink
tl;dr: Summary not available
HN Discussion:
  • Warns of dangerous government control and surveillance from digital ID laws
  • ~Wants voluntary self-identification alongside preserved anonymity rights
  • Age verification is futile as teens will always find workarounds
  • Criticizes article's inconsistency for opposing age verification while endorsing ZKP-based verification
  • ~Privacy-preserving digital ID could be beneficial if properly implemented
13.A $500 RL fine-tune of a 9B open model beat frontier models on catalog review(fermisense.com)
322 points by ilreb 1 day ago | 124 comments | permalink
tl;dr: Summary not available
HN Discussion:
  • Small fine-tuned models are sufficient for most use cases, undermining frontier model economics
  • Frontier models improve fast enough that fine-tunes become obsolete, and hidden costs exceed the $500 figure
  • The comparison is flawed or a post hoc fallacy, questioning methodology like how scoring works
  • The real insight is that reward function design and problem understanding matter more than model size
  • Curious practitioners asking about accessibility and resources for fine-tuning without taking a stance
14.About the security content of macOS Tahoe 26.6(support.apple.com)
205 points by andor 1 day ago | 135 comments | permalink
tl;dr: Apple's macOS Tahoe 26.6 patches dozens of security vulnerabilities, including multiple root privilege escalations, sandbox escapes, kernel memory corruption bugs, Gatekeeper bypasses, and issues allowing apps to access sensitive user data or fingerprint users. Notable fixes include kernel-level arbitrary code execution (CVE-2026-64747), code signing bypass (CVE-2026-43813), and a file quarantine/Gatekeeper bypass (CVE-2026-64708). Credited researchers span independent hunters and firms like Blackwing Intelligence, SpecterOps, NVIDIA AI Red Team, and Nosebeard Labs.
HN Discussion:
  • Memory-safety bug patterns highlight the monetary cost of using unsafe languages
  • Notable prominence of AI/Claude collaboration in vulnerability credits
  • Full POSIX path handling in user-facing inputs creates unnecessary attack surface
  • ~Excessive collision counts and AI attributions in credits seem absurd
  • Users should be cautious upgrading due to Tahoe stability/usability issues
15.Our position on open-weights models(anthropic.com)
1158 points by surprisetalk 1 day ago | 1705 comments | permalink
tl;dr: Anthropic CEO Dario Amodei clarifies that the company does not support banning open-weights models, contrary to recent accusations, arguing such bans wouldn't address his real concerns about authoritarian AI dominance and misuse. Instead, he advocates for three measures: restricting chip exports to China, cracking down on industrial-scale distillation of frontier models, and mandatory safety testing for all sufficiently capable models regardless of whether they're open or closed.
HN Discussion:
  • Anthropic's stance is self-serving protectionism disguised as safety concerns to protect their bottom line
  • Dario's position is internally inconsistent - claiming bans don't work while advocating for various bans
  • Mandatory safety testing is a de-facto ban on open-weights models through regulatory gatekeeping
  • Concentrating AI power in US/Anthropic hands poses the same risks Dario attributes to China
  • Open-weight proliferation of dangerous capabilities (bioweapons, cyber) is a legitimate concern worth addressing
16.I'm 38 and I Can't Support Myself Anymore(itsmevox.substack.com)
228 points by speckx 22 hours ago | 396 comments | permalink
tl;dr: A 38-year-old disabled writer reflects on the shame of no longer being able to work consistently and having to ask family for financial help, tying her experience to the Protestant work ethic and capitalism's demand for constant productivity. She highlights structural traps facing disabled Americans—SSI payments below the poverty line, benefits cliffs, and the hidden costs of chronic illness—and argues that disability exposes the myth of the self-sufficient worker. The essay questions how to decouple self-worth from economic output in a culture that equates the two.
HN Discussion:
  • Self-worth extends far beyond productivity; the Protestant work ethic is narrow-minded
  • Health is the greatest wealth and disability challenges are hard to imagine
  • ~Family, not the state, should be the primary support structure for individuals
  • The article's framing of work ethic as Protestant/Calvinist is historically inaccurate
  • Practical solutions like long-term disability insurance can address these financial risks
17.How to survive boiling water(taxa.substack.com)
475 points by cainxinth 4 days ago | 112 comments | permalink
tl;dr: A microbiologist grew bacteria from Bigelow's probiotic tea and confirmed via PCR that BC30 (Bacillus coagulans) survives boiling water because it's a heat-resistant spore-forming organism. However, a properly steeped cup yields only ~30,000 CFUs—0.003% of the 1 billion CFU dose used in clinical trials—raising doubts about whether such probiotic products deliver meaningful benefits, especially given conflicting evidence about GI tract survival and undefined targets for a "healthy" microbiome.
HN Discussion:
  • Fact-checking a specific claim in the article about antibiotic prescription rates
  • Praising the author's storytelling style and enjoyable read
  • Sharing related anecdotes about resilient microbes and spore-forming bacteria
  • Extending the article's skepticism by questioning proper experimental design for probiotic efficacy
  • Asking clarifying questions about methodology choices like home-steeping and cold brew results
18.Kimi Linear: An Expressive, Efficient Attention Architecture (2025)(arxiv.org)
296 points by ronfriedhaber 1 day ago | 128 comments | permalink
tl;dr: Kimi Linear is a hybrid attention architecture combining Kimi Delta Attention (KDA)—a gated linear attention variant with hardware-efficient Diagonal-Plus-Low-Rank transitions—with Multi-Head Latent Attention (MLA) in a layerwise mix. A 48B-parameter (3B active) model reportedly beats full MLA attention across short-context, long-context, and RL tasks while cutting KV cache by up to 75% and delivering 6x faster decoding at 1M context. The team has open-sourced the KDA kernel, vLLM integration, and model checkpoints.
HN Discussion:
  • Notes this architecture underpins the newer Kimi K3 model, validating its impact
  • ~Reports real-world success using it but sees Gated Deltanet 2 as a superior evolution
  • Questions whether frontier model intelligence is genuinely an emergent scaling phenomenon
  • Praises the open-sourcing of kernels, vLLM integration, and checkpoints
  • ~Skeptical about long-context retrieval performance where linear attention hybrids typically fail
19.New HIV vaccine shows unprecedented success in preclinical study(lji.org)
626 points by codebyaditya 22 hours ago | 271 comments | permalink
tl;dr: Researchers at La Jolla Institute, Scripps Research, and IAVI developed an HIV vaccine using a "germline targeting" approach that trains naive B cells through a priming shot and sequential boosters to produce rare broadly neutralizing antibodies. In rhesus macaque trials, roughly 44% of animals generated these antibodies at high levels — the strongest such response recorded in primates. The priming immunogen is already in Phase 1 human trials (IAVI G004), with plans to test the full regimen in humans next.
HN Discussion:
  • Fascination with the novel curriculum-like sequential vaccine approach described in the article
  • ~Skepticism given history of failed HIV vaccines; wait for human trial results
  • HIV transmission is already solvable via PrEP, making vaccine research less urgent
  • ~Cautious optimism acknowledging preclinical success but noting distance to human application
  • Curiosity about the underlying biology, such as why bnAbs aren't naturally produced
20.Forth(xkcd.com)
219 points by beardyw 1 day ago | 50 comments | permalink
tl;dr: Summary not available.
HN Discussion:
  • Sharing the classic 'FORTH LOVE IF HONK THEN' bumper sticker joke and its variants
  • Nostalgic personal anecdotes about first encounters with Forth programming
  • Curiosity about related stack-based languages like Factor and Postscript
  • Observation that Forth seems to be getting more attention lately
  • Speculation about Forth-style/RPN concepts being applied to modern AI tooling