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Moozonian News
news.ycombinator.com• Apr 9, 2026• 1 min read
Mythos, Glasswing, and the hardware disclosure problem nobody is discussingCoverage of Anthropic's Claude Mythos Preview and Project Glasswing has focused almost entirely on software vulnerabilities. That is where the demos are and where controlled release maps cleanly onto existing disclosure practice. I have not seen anyone engage with the next obvious question: what happens when a Mythos-class model is given detailed hardware architecture documentation and asked to do a security-oriented review? My intuition is the hardware case is meaningfully worse, for reasons beyond "hardware is harder."The tight feedback loop that makes Mythos effective on software partially breaks on hardware: no sandbox, no instant PoC iteration. But this is actually where an LLM could shine. Fusing disparate technical sources is what these models are unusually good at, and hardware security is bottlenecked by how few humans can hold all the context in their heads at once. Spectre, Meltdown, Downfall, Zenbleed, and LVI were all found by tiny teams of specialists. A model that can ti
Moozonian News
github.com• Apr 9, 2026• 1 min read
Show HN: Spicedb-dev. Claude Code plugin that adds authorization as you buildWe built a Claude Code plugin that adds fine-grained authorization to apps. Works for creating new apps, adding features to existing apps, and migrating legacy authorization layers. The plugin helps design the permission model, write a SpiceDB schema, identify authorization points in the code base, generate SpiceDB client code, and test the authorization model.We designed the plugin around different modes of working with Claude Code:1. Guided workflow. /spicedb-dev:plan is the single entry point for anyone unsure where to start. It scans your data model, produces an authorization plan, and takes you through model design, schema generation, implementation, coverage auditing, and testing in sequence.2. Single-purpose commands. Nine commands, each doing one thing. If you already know what you need, use a command directly.3. Shared skills. Schema design patterns, client best practices, and testing strategies, exposed as skills that Claude and plugins like Superpowers can draw on for author
Moozonian News
noxscan.io• Apr 9, 2026• 1 min read
Show HN: Noxscan.io 65K Port and Vuln scanner with LLM false-positive filteringHi HN.We built NoxScan as a side product to solve our own problem.Backstory: we're SOC 2 compliant, which means we have to run continuous vulnerability scanning on our own infrastructure. We were paying €700/mo to a well known scanner for 50+ IPs. For that money we got full port coverage, but scans ran once a month on top of basic Nmap. No service enrichment, no smart filtering. Just raw output that we had to triage by hand. Their cheaper tiers were worse: capped at the top 1,000 ports.What we actually wanted was three things: full 65,535 port coverage, daily scans instead of monthly, and output that a human didn't have to hand filter. That combination didn't seem to exist at a price that made sense for our size, so we started building it ourselves. After running it internally for a while we realized other small SOC 2 and ISO 27001 shops almost certainly have the same pain, so here we are.We started with masscan. It's the obvious choice for sweeping 65K ports across a lot of hosts. It'
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Moozonian News
gitvelocity.dev• Mar 30, 2026• 1 min read
Show HN: We scored 50k PRs with AI – what we learned about code complexityI'm a CTO with a ~16-person engineering team. Last year I wanted real data on what was actually shipping, not guesswork or story point theater. So we built GitVelocity.Every merged PR gets scored 0–100 by Claude across six dimensions: scope (0–20), architecture (0–20), implementation (0–20), risk (0–20), quality (0–15), perf/security (0–5). Six dimensions added up, then scaled by change size — a 10-line fix scores lower than a 500-line refactor even at the same complexity. Full formula at gitvelocity.dev/scoring-guide.After scoring 50,000+ PRs across TypeScript, Python, Rust, Go, Java, Elixir, and more, some things surprised us:Big PRs don't automatically score high. An 800-line migration with low complexity scores worse than a 200-line architectural change. Size gets you the full multiplier, but the base score still has to earn it.You can't score well without tests. The quality dimension (0–15) won't give you points without test coverage. At similar experience levels, this was the cle
Moozonian News
bing.com• Mar 24, 2026• 1 min read
The YouTube logo: A definitive historyUPDATE: YouTube has asked publications to remove coverage of its new marketing identity due to an internal copyright issue. We hope to reinstate the story as soon as possible. The YouTube logo hasn't ...
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Moozonian News
lucidshark.com• Mar 18, 2026• 1 min read
Show HN: LucidShark - Quality pipeline for AI coding agentsHi HN,I built LucidShark: a local-first, open-source CLI tool that acts as a quality & security pipeline. It can be used to increase the confidence in AI-generated (or AI-assisted) code.- Config lives as code in version-controlled lucidshark.yml- 100% local; no cloud, no SaaS- Runs 10 quality domains automatically: linting, formatting, type checking, SAST/security scanning, SCA/dependency checks, IaC validation, container scanning, unit tests, coverage thresholds, code duplication, etc.- Produces a QUALITY.md dashboard with health scores (e.g. 9.1/10), trends, and issue lists that you can commit to git
Moozonian News
news.ycombinator.com• Mar 18, 2026• 1 min read
Meta's "digital ghost" patent has nothing to do with dead peopleI spend a lot of time reading patent filings. Not as a lawyer, but because patents are one of the few places where companies have to describe what they're building technically instead of letting marketing handle it. LLMs make them surprisingly readable now."Meta wants to post for you after you die" was the coverage of US 12513102B2. Good for clicks. Misses the point. Meta was granted this patent in December 2025 for a system that trains a language model on a user's historical interactions (posts, comments, likes, DMs, voice messages) and deploys it to simulate that user's social media behavior autonomously. Filed in November 2023 by CTO Andrew Bosworth.The press ran with the death angle because it's eerie and shareable. The patent text is more interesting. The primary use case is simulating users who are "absent from the social networking system," which includes breaks, inactivity, or death. The deceased framing reads like a broadening mechanism for the claims. What they actually built
Moozonian News
bing.com• Mar 8, 2026• 1 min read
Whitehawk Therapeutics Inc 3350Morningstar Quantitative Ratings for Stocks are generated using an algorithm that compares companies that are not under analyst coverage to peer companies that do receive analyst-driven ratings.