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Show HN: Codereport – track TODOs, refactors, and bugs in your repo with a CLI
Startups
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Show HN: Codereport – track TODOs, refactors, and bugs in your repo with a CLI

I got tired of TODOs, temporary hacks, and refactors that never get addressed. In most repos I work on: - TODOs are scattered across files/apps/messages - “Critical” fixes don’t actually block people from collecting debt - PR comments or tickets aren’t enough actionable So I built codereport, a CLI that stores structured follow-ups in the repo itself (.codereports/). Each report tracks: - file + line range (src/foo.rs:42-88) - tag (todo, refactor, buggy, critical) - severity (you can configure i

Show HN: NSED is public – Mixture-of-Models to Hit SOTA using self-hosted AI
Startups
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Show HN: NSED is public – Mixture-of-Models to Hit SOTA using self-hosted AI

Hey HN, We're open-sourcing (source-available, BSL 1.1, patent pending) the orchestrator behind our paper benchmark results. NSED (N-Way Self-Evaluating Deliberation) is a Rust binary that coordinates multiple LLMs through structured rounds of proposals and cross-evaluation, using quadratic voting to prevent any single model from dominating the consensus. The result: Three open-weight models (20B, 8B, 12B) on consumer GPUs — 64GB total VRAM, ~$7K hardware — score 84% on AIME 2025. The same model

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Dyson turned its skinny PencilVac into a lightweight wet floor cleaner
Technology
The Verge

Dyson turned its skinny PencilVac into a lightweight wet floor cleaner

The PencilWash is designed to be lightweight and maneuverable. | Image: Dyson Dyson has announced an alternate version of its skinny PencilVac that's designed to clean spills and stains on hard floors instead of sucking up dirt and debris. Like the PencilVac, which Dyson called "world's slimmest vacuum cleaner" when it was announced nine months ago, the new PencilWash squeezes a battery, motor, and other electronics into its 1.5-inch-diameter handle. But it trades a dust bin for a water reserv

Show HN: Generate baseline Kubernetes NetworkPolicies from rendered manifests
Startups
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Show HN: Generate baseline Kubernetes NetworkPolicies from rendered manifests

A lot of clusters still run “allow-all” east/west because NetworkPolicies aren’t enforced everywhere. I built a small static analyzer that reads rendered manifests (Helm/Argo CD/Kustomize output) and emits baseline NetworkPolicy YAML you can commit + diff in PRs. Workflow: PR changes manifests CI regenerates policies reviewers see “newly allowed” connections as a normal permission diff Curious how others handle this: would you rather review generated policy diffs, or a connectivity-graph diff? A

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Show HN: Designing package namespacing for a new language (Coi)
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Show HN: Designing package namespacing for a new language (Coi)

Hey HN, I'm building Coi, a component-based language that compiles to WASM, JS, CSS and HTML with O(1) reactivity (no virtual DOM). I just shipped a built-in package manager, but the interesting part wasn't the implementation, it was all the ecosystem design questions I'd never thought about as a user of package managers. The problem I kept circling: how do you handle naming? Global names like auth or json seem fine until someone squats them. First-come-first-served creates perverse incentives

Meta is reportedly planning to launch a smartwatch this year
Technology
The Verge

Meta is reportedly planning to launch a smartwatch this year

Meta is planning to launch a smartwatch with health tracking and AI features later this year, along with an updated version of its Meta Ray-Ban Display smart glasses, The Information reports. The smartwatch would arrive ahead of a pair of mixed reality glasses, code-named Phoenix, that Meta has reportedly delayed until 2027 amidst efforts to streamline the company's AR and MR roadmap. Meta previously scrapped plans for an earlier smartwatch in 2022 due to technical challenges and cost-cutting m

Show HN: HiddenState – How I keep up with 500+ ML papers a day
Startups
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Show HN: HiddenState – How I keep up with 500+ ML papers a day

HiddenState monitors arxiv, Reddit, GitHub, HN, Bluesky, HuggingFace, OpenReview, PapersWithCode, and a handful of research blogs. Every few hours it pulls new items, throws most of them away (+95%), and clusters what survives by the specific technical constraint being attacked. Not by topic, not by domain. Example from this week; 7 independent VLA papers dropped within 24 hours from 9 different orgs. Xiaomi, GigaBrain, RISE, all attacking sim-to-real transfer for robotic manipulation. None coor

All Look Same?
Technology
Hacker News

All Look Same?

Article URL: https://alllooksame.com/ Comments URL: https://news.ycombinator.com/item?id=47067498 Points: 14 # Comments: 1

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The best iPad deals you can get right now
Technology
The Verge

The best iPad deals you can get right now

The 11-inch iPad Pro is down to a new low price. | Photo: David Pierce / The Verge While the best iPad deals usually land during major sale events like Black Friday, many great iPad deals are available outside of those times. The day-to-day discounts come and go like changing winds, so there’s often some amount to be saved, particularly on Apple’s most affordable iPad, the iPad Mini, and the latest iPad Air. Hell, you can even often find discounts on the latest M5 iPad Pro, which is already on

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