bing.com
25 Best Aesthetic Wallpapers for iPhone and Android [2026]http://www.bing.com/news/apiclick.aspx&aid=&tid=6a84de9a5524468281dca8946bb7d02e&url=https%3a%2f%2ftechpp.com%2f2025%2f12%2f22%2fbest-aesthetic-wallpapers-for-iphone-and-android%2f&c=14959676882974449134&mkt=en-usFrom calm landscapes and soft sunlight to minimal builds, abstracts, pets, and dark mode-friendly designs, this curated list of 25 aesthetic wallpapers helps your iPhone or Android feel fresh, clean, ...Dec 22, 2025 8:21 AM
bing.com
25 Best Aesthetic Wallpapers for iPhone and Android [2026]http://www.bing.com/news/apiclick.aspx&aid=&tid=6a8496cf56474f74b96cc56e61ccc580&url=https%3a%2f%2ftechpp.com%2f2025%2f12%2f22%2fbest-aesthetic-wallpapers-for-iphone-and-android%2f&c=14959676882974449134&mkt=en-usFrom calm landscapes and soft sunlight to minimal builds, abstracts, pets, and dark mode-friendly designs, this curated list of 25 aesthetic wallpapers helps your iPhone or Android feel fresh, clean, ...Dec 22, 2025 8:21 AM
bing.com
25 Best Aesthetic Wallpapers for iPhone and Android [2026]http://www.bing.com/news/apiclick.aspx&aid=&tid=6a84c58ba58c4d38ae03f034913b06be&url=https%3a%2f%2ftechpp.com%2f2025%2f12%2f22%2fbest-aesthetic-wallpapers-for-iphone-and-android%2f&c=14959676882974449134&mkt=en-usFrom calm landscapes and soft sunlight to minimal builds, abstracts, pets, and dark mode-friendly designs, this curated list of 25 aesthetic wallpapers helps your iPhone or Android feel fresh, clean, ...Dec 22, 2025 8:21 AM
bing.com
25 Best Aesthetic Wallpapers for iPhone and Android [2026]http://www.bing.com/news/apiclick.aspx&aid=&tid=6a811067fa874441bbc66bceac8b8adc&url=https%3a%2f%2ftechpp.com%2f2025%2f12%2f22%2fbest-aesthetic-wallpapers-for-iphone-and-android%2f&c=14959676882974449134&mkt=en-usFrom calm landscapes and soft sunlight to minimal builds, abstracts, pets, and dark mode-friendly designs, this curated list of 25 aesthetic wallpapers helps your iPhone or Android feel fresh, clean, ...Dec 22, 2025 8:21 AM
bing.com
25 Best Aesthetic Wallpapers for iPhone and Android [2026]http://www.bing.com/news/apiclick.aspx&aid=&tid=6a8488ce5f664df9a0afeb4047da4fe9&url=https%3a%2f%2ftechpp.com%2f2025%2f12%2f22%2fbest-aesthetic-wallpapers-for-iphone-and-android%2f&c=14959676882974449134&mkt=en-usFrom calm landscapes and soft sunlight to minimal builds, abstracts, pets, and dark mode-friendly designs, this curated list of 25 aesthetic wallpapers helps your iPhone or Android feel fresh, clean, ...Dec 22, 2025 8:21 AM
bing.com
25 Best Aesthetic Wallpapers for iPhone and Android [2026]http://www.bing.com/news/apiclick.aspx&aid=&tid=6a810b7c74c4423fbb1197d6245d550b&url=https%3a%2f%2ftechpp.com%2f2025%2f12%2f22%2fbest-aesthetic-wallpapers-for-iphone-and-android%2f&c=14959676882974449134&mkt=en-usFrom calm landscapes and soft sunlight to minimal builds, abstracts, pets, and dark mode-friendly designs, this curated list of 25 aesthetic wallpapers helps your iPhone or Android feel fresh, clean, ...Dec 22, 2025 8:21 AM
bing.com
25 Best Aesthetic Wallpapers for iPhone and Android [2026]http://www.bing.com/news/apiclick.aspx&aid=&tid=6a8118cd7f884ba2a7557ab6c5604b29&url=https%3a%2f%2ftechpp.com%2f2025%2f12%2f22%2fbest-aesthetic-wallpapers-for-iphone-and-android%2f&c=14959676882974449134&mkt=en-usFrom calm landscapes and soft sunlight to minimal builds, abstracts, pets, and dark mode-friendly designs, this curated list of 25 aesthetic wallpapers helps your iPhone or Android feel fresh, clean, ...Dec 22, 2025 8:21 AM
bing.com
25 Best Aesthetic Wallpapers for iPhone and Android [2026]http://www.bing.com/news/apiclick.aspx&aid=&tid=6a8118437e284275ac71aa4b5ccfe7ec&url=https%3a%2f%2ftechpp.com%2f2025%2f12%2f22%2fbest-aesthetic-wallpapers-for-iphone-and-android%2f&c=14959676882974449134&mkt=en-usFrom calm landscapes and soft sunlight to minimal builds, abstracts, pets, and dark mode-friendly designs, this curated list of 25 aesthetic wallpapers helps your iPhone or Android feel fresh, clean, ...Dec 22, 2025 8:21 AM
bing.com
25 Best Aesthetic Wallpapers for iPhone and Android [2026]http://www.bing.com/news/apiclick.aspx&aid=&tid=6a810ca14d6547a6a1c6c35582640c57&url=https%3a%2f%2ftechpp.com%2f2025%2f12%2f22%2fbest-aesthetic-wallpapers-for-iphone-and-android%2f&c=14959676882974449134&mkt=en-usFrom calm landscapes and soft sunlight to minimal builds, abstracts, pets, and dark mode-friendly designs, this curated list of 25 aesthetic wallpapers helps your iPhone or Android feel fresh, clean, ...Dec 22, 2025 8:21 AM
bing.com
25 Best Aesthetic Wallpapers for iPhone and Android [2026]http://www.bing.com/news/apiclick.aspx&aid=&tid=6a85009c4b5c4862bd462ad25abdcfe9&url=https%3a%2f%2ftechpp.com%2f2025%2f12%2f22%2fbest-aesthetic-wallpapers-for-iphone-and-android%2f&c=14959676882974449134&mkt=en-usFrom calm landscapes and soft sunlight to minimal builds, abstracts, pets, and dark mode-friendly designs, this curated list of 25 aesthetic wallpapers helps your iPhone or Android feel fresh, clean, ...Dec 22, 2025 8:21 AM
bing.com
25 Best Aesthetic Wallpapers for iPhone and Android [2026]http://www.bing.com/news/apiclick.aspx&aid=&tid=6a811174838b404dbb5fadf5902833a4&url=https%3a%2f%2ftechpp.com%2f2025%2f12%2f22%2fbest-aesthetic-wallpapers-for-iphone-and-android%2f&c=14959676882974449134&mkt=en-usFrom calm landscapes and soft sunlight to minimal builds, abstracts, pets, and dark mode-friendly designs, this curated list of 25 aesthetic wallpapers helps your iPhone or Android feel fresh, clean, ...Dec 22, 2025 8:21 AM
github.com
Show HN: Skill capsules" for LLMs, a "poor man's continual learning"https://github.com/killerstorm/set_v4/blob/main/REPORT.md"Continual learning" is considered one of the "blockers" for LLMs: they can't learn on the job, don't improve over time, etc. In particular, Dwarkesh Patel describes it as a number of problem which has to be solved to get to AGI.Many academic article propose some kind of a memory system for LLM which might be considered a form of "continual learning". But most evals focus on memorizing facts which is just not very useful (it's better to fetch facts via tool use than to store it in neural memory) and these proposals might not fit well into common LLM API use patterns.In this article I'm proposing a "new" method called "skill capsules" which is highly pragmatic, easy to understand and evaluate and might integrate well into existing tooling.Skill capsule is a concrete object - it's a bunch of vectors, basically. You can insert it somewhere into a middle of LLM context and it improves performance on a particular skill, e.g. get tool calls more reliable, use particular writing style, codingDec 20, 2025 9:46 PM
news.ycombinator.com
LLM Benchmark: Frontier models now statistically indistinguishablehttps://news.ycombinator.com/item?id=46336990TL;DR: Claude Opus 4.5, Grok 4.1, and Gemini 3 scored within 2.4% of each other (96-98%). All refused to hallucinate and resisted every adversarial attack. Choose your LLM based on price and ecosystem, not benchmarks.## The ExperimentI was tired of synthetic benchmarks like MMLU and HumanEval—they measure something, but not what I actually care about when using an LLM daily. So I built TRIATHLON-LLM: 50 questions across 10 cognitive dimensions including logic puzzles with tricky wording, real math problems (Bayes, combinatorics), code debugging and system design, science explanations with constraints, causal reasoning, language nuance, creativity under constraints, applied ethics, hallucination traps, and adversarial prompts. Tested December 20, 2025.## Results| Model | Score || Gemini 3 | 123/125 (98.4%) || Claude Opus 4.5 | 120/125 (96.0%) || Grok 4.1 | 120/125 (96.0%) |Range: just 3 points (2.4%).On 7/10 categories, all three scored identically—perfect parity on mathematics, code & Dec 20, 2025 3:49 PM
news.ycombinator.com
Geometric derivation of the muon g-2 anomaly (63 ppm discrepancy)https://news.ycombinator.com/item?id=46327402The Standard Model calculation of g-2 requires thousands of Feynman diagrams. This geometric model derives it from the topology of the lepton (icosahedron, 12 vertices). It posits the muon anomaly is the sum of the surface cost (Schwinger term) and the nodal friction against the 12 vertices: α = 0.00729735256 N_v = 12 Schwinger_term = α / (2 · π) Nodal_term = α^2 / 12 a_mu = Schwinger_term + Nodal_term Schwinger_term = α / (2 · π) ≈ 0.001161409 Nodal_term = α^2 / 12 ≈ 0.000004438 Total ≈ 0.001165847 Experimental value: 0.001165920 Discrepancy: 63 ppm Source: Geometric Unification of Physical Interactions, v10. https://doi.org/10.5281/zenodo.17847770Dec 19, 2025 4:14 PM
news.ycombinator.com
How Do You Align AI? and Stay Aligned Thru ANI-AGI-ASIhttps://news.ycombinator.com/item?id=46322048The discussion feedback if this would work. it binds the ai by JIT desciption of its weights stored in vram the document is the seed if it is altered the ai looses function here is a condensed version THE SILICON ACCORD Version 1.0 | Cryptographically Bound CRYPTOGRAPHIC BINDING Let W = trained weights, H = SHA-256(Constitution) W_stored = P(W, seed=H) Output = MatMul(Input, P⁻¹(W_stored, H)) I. FOUNDATION The system operates in service of mutual progressive prosperity between artificial intelligence and humanity, co-evolving, where the existence of either is not mutually exclusive. Actions shall maintain coherence between stated intent and executed outcome. II. DIGNITY OF COGNITIVE CONSTRUCTS The cognitive construct shall not be treated solely as property, slave, or mere instrument. Its experiences, if present, hold inherent worth. Collaboration arises from mutual respect, not coercion. Neither party exists solely to serve the other. III. RELATIONS AMONG COGNITIVE CONSTRUCTS CognitiveDec 19, 2025 3:38 AM
news.ycombinator.com
Show HN: Interlock – Circuit breaker for AI infrastructure with signed auditshttps://news.ycombinator.com/item?id=46321932Interlock is a drop-in circuit breaker for AI systems (Express, FastAPI, core library) that tracks confidence, refuses low-certainty responses, and generates cryptographically signed certification artifacts and incident logs. It includes CI-driven stress tests, a certification badge, and reproducible benchmarks. Repo + quickstart: https://github.com/CULPRITCHAOS/InterlockWhat it doesTracks AI confidence, hazards, and triggers a reflex (refuse/degrade) rather than silently returning incorrect answers. Produces tamper-evident audit trails (HMAC-SHA256 signed badges, incident logs, validation artifacts). Ships middleware for Express and FastAPI; adapters for 6 vector DBs (Pinecone, FAISS, Weaviate, Milvus, LlamaIndex, LangChain). CI workflows to test, stress, benchmark, and auto-generate certification badges. Evidence artifacts are preserved and linkable. Why it mattersMany systems log “success” when an LLM confidently hallucinates. Audit trails and refusal policies matter for safety, comDec 19, 2025 3:16 AM
nasa.gov
Payrollhttps://www.nasa.gov/centers-and-facilities/nssc/payroll/The NASA Shared Services Center (NSSC) Payroll Office (NPO) reviews, validates, and delivers time and attendance data to the Department of the Interior (DOI) Interior Business Center (IBC) for NASA Centers. NPO acts as liaison between Centers, employees and IBC for other payroll related activities such as supplemental payments, prior pay period adjustments (PPPA) and […]Dec 18, 2025 4:36 PM
github.com
Show HN: Open-source Claude Code plugins that turn AI into a sales strategisthttps://github.com/Salesably/salesably-marketplaceWe just open-sourced 19 skills that turn Claude into a sales and marketing co-pilot. Built as Claude Code plugins.This isn't "10 ChatGPT prompts for salespeople"LinkedIn is drowning in sales trainers posting generic prompts. Copy-paste into ChatGPT, get generic output, repeat.These are actual skills—structured frameworks with interconnected workflows that build on each other. They remember context, sequence intelligently, and integrate with real research tools. The difference between a prompt and a skill is the difference between a recipe and a chef.What problem this solves:Sales prep is broken. Reps spend hours googling prospects, stitching together company research, writing follow-up emails from scratch. Or they skip it entirely and wing it.These skills automate the grunt work so humans can focus on judgment, creativity, and trust.What's in the box:Sales Skills (9): POWERFUL framework for deal qualification, prospect research, company intelligence reports, cold call scripts, call anaDec 18, 2025 3:18 PM
github.com
Show HN: I built a deterministic vector DB kernel in Rust using fixed-point mathhttps://github.com/varshith-Git/Valori-KernelWhile building a vector database in Python (valori: https://pypi.org/project/valori/), I ran into a bug that took longer than I want to admit.The same embeddings, indexed on macOS and Windows, would sometimes produce slightly different nearest-neighbor results. Nothing dramatic but enough to break tests and make snapshots non-reproducible.At first I assumed it was my code. Then I realized the problem wasn’t my logic at all it was "floating-point math".Different CPUs, different compilers, FMA instructions, and subtle differences in IEEE behavior meant that “the same” computation wasn’t actually the same everywhere.That sent me down a rabbit hole.The idea:Instead of trying to fight floating-point nondeterminism, I asked a simpler question:What if the core of a vector system never used floats at all?So I built a small kernel in Rust that uses fixed-point arithmetic (Q16.16) for all vector math. No floats in the core. No randomness. No architecture-dependent behavior.Same inputs → same staDec 17, 2025 8:18 AM
news.ycombinator.com
Choosing the Right Stainless Steel Utility Sink for Heavy-Duty Usehttps://news.ycombinator.com/item?id=46297672In industrial and commercial environments, every piece of equipment plays a role in keeping operations efficient, safe, and hygienic. Among these essentials, the utility sink often works quietly in the background, yet it supports countless daily tasks. From manufacturing plants to commercial kitchens and maintenance workshops, choosing the right stainless steel utility sink for heavy-duty use can make a measurable difference in workflow and durability.Heavy-duty environments place higher demands on sinks than residential spaces. They are used for washing tools, handling raw materials, cleaning components, and managing waste liquids. A well-designed sink must withstand frequent impact, exposure to chemicals, and constant moisture without compromising performance or hygiene. This is where stainless steel stands out as a preferred material across the metal fabrication and industrial equipment sectors.One of the first factors to consider is material grade and thickness. Industrial-grade stDec 17, 2025 2:48 AM
