identified - Moozonian Search

news.ycombinator.com• Apr 15, 2026• 1 min read

Why Vibe Coding Failsi am using claude to maintain an agent loop, which will pause to ask for users' approval before important tool call. while doing some bug fixes，i have identified some clear patterns and reasons why vibe coding can fail for people who dont have technical knowledge and architecture expertise.let me describe my workflow first - this has been my workflow across hundreds of successful sessions: 1. identify bugs through dogfooding 2. ask claude code to investigate the codebase for three potential root causes. 3. paste the root causes and proposed fixes to claude project where i store all architecture doc and design decision for it to evaluate 4. discuss with claude in project to write detailed task spec - the task spec will have a specified format with all sorts of test 5. give it back to claude code to implement the fixin today's session, the root cause analysis was still great, but the proposed fixes are so bad that i really think that's how most of vibe coded project lost maintainability

play.google.com• Apr 11, 2026• 1 min read

Show HN: Cyber Pulse. AI pipeline for triage and alerting on cyber news/intelI work in cyber security and built this android app to help me keep up to date with the latest news stories and summarise the most important information. It provides two executive summaries per day and alerts for critical news throughout.I’m using Gemini Pro 3 to analyse recent articles from a list of trusted sources. It identifies the 5 highest priority stories, considering things like if a vulnerability is being actively exploited, novelty and breadth.If CVEs are identified, it will check for CISA KEV status, EPSS score and if POCs are available on GitHub. It then provides an overall executive summary plus analysis for the top stories, including details, affected systems, potential impact and mitigation actions.The brief is then passed to Gemini again for verification and fact checking against the source articles and other CVE data retrieved to correct any potential hallucinations.It’s a paid monthly subscription based app, but it has a 7 day free trial for new users. You can manage

splice-cad.com• Apr 6, 2026• 1 min read

Show HN: Splice CAD – Wiring and cable assembly CAD with an agentic assistStill working on Splice CAD. The two most significant updates focus on handling design complexity and automating using agentic workflows. Previous Show HN here:https://news.ycombinator.com/item?id=449781401. Projects:This workflow is more amenable to system-level modeling. It overlaps somewhat with the original workflow but includes improvements including:Complex Routing: Model topologies with branchpoints.Mating Relationships: Represent physical mating (e.g., a receptacle into a PCB header or a ferrule into a terminal block) for completeness.Decoupled BOMs: Part assignment is now separate from component addition; you can generate a BOM and then assign specific MPNs to components as the design evolves.Net Visualization: Nets are identified and visualized across conductors, terminations, and mating relationships.QOL and Visualization Improvements: Assign components to one or more pages to separate designs by function. Ability to create Device Groups (eg. model a PCB with multiple header

bing.com• Mar 30, 2026• 1 min read

Two organs, one brain area: How fish orient themselves in the waterUsing zebrafish, researchers from Osaka Metropolitan University (OMU) have identified the tegmentum region in the fish midbrain as the area where light input from both the fish's eyes and the pineal ...

bing.com• Mar 25, 2026• 1 min read

Ukraine identifies priority African countries and mechanisms for advancing its interests in regionAdd Yahoo as a preferred source to see more of our stories on Google. During an interdepartmental meeting, Ukraine identified priority countries in the Maghreb and sub-Saharan Africa and international ...

news.ycombinator.com• Mar 21, 2026• 1 min read

Sexual Harassment by Japan Railways Staff and Japan's Accessibility BarriersHello, my name is Hiro. I am working on a concept a platform called “Lemurian Resonance,” which visualizes unfair experiences in daily life as case cards and compiles them into a database, while also helping to heal emotional wounds through AI. While working on this concept, I encountered a serious issue I would like to share.Last December, I used Japan Railways (JR). I am totally blind, so I requested assistance from a station employee. However, when I arrived, the employee stood so close that I could not step off the train. I asked him to step back, but he refused. When I tried to move around him, he placed his hand on my left chest to guide me. I identified this as sexual harassment, and he apologized.I wanted to believe it was accidental, but a sighted person later pointed out it might have been intentional.In March, I needed to use the same station again, but I felt unsafe. I tried contacting the railway company, but phone service had been discontinued. I then attempted to use an

coderank.me• Mar 12, 2026• 1 min read

Show HN: Every Developer in the World, RankedWe've indexed 5M+ GitHub users and built a ranking system that goes beyond follower counts. The idea started from frustration: GitHub is terrible for discovery. You can't answer "who are the best Python developers in Berlin?" or "who identified transformer-based models before they blew up?" without scraping everything yourself. So we did.What we built: CodeRank score - a composite reputation signal across contributions, repository impact, and community influence Tastemaker score - did you star repos at 50 stars that now have 50,000? We track that Comparison Builder - allows users to build comparison graphics to compare devs, repos, orgs, etc. Sharable Profile Graphics - share your scores and flex on your coworkers or the community at largeSome things we found interesting: Most-followed ≠ most influential. The correlation between follower count and tastemaker score is surprisingly weak. There's a whole tier of developers who consistently find projects weeks and months before they trend,

huggingface.co• Mar 8, 2026• 1 min read

Show HN: I made Qwen3.5-4B 13% smarter by compressing it to 4-bitHi HN,Recently, there was a discussion here about Qwen3.5 fine-tuning where it was noted that QLoRA/4-bit quantization is "not recommended" due to severe accuracy degradation. I wanted to challenge this limitation.I developed a mixed-precision hybrid model (*Qwen3.5-4B-Singularity-Max*) that uses ~6.4GB of VRAM but actually achieves a lower Perplexity (6.74) than the original FP16 baseline (7.79).*How is this possible? (The Noise-Canceling Effect)* Instead of uniform quantization, I applied a mathematical framework called the *Singularity Principle Index (SPI)*. By analyzing the power-law spectral decay (alpha) of weight matrices, the engine identified exactly 129 "critical cognitive layers" out of the entire architecture.We kept these 129 layers (approx. 3.9GB) in crisp FP16 and aggressively quantized the rest (90%) to 4-bit NF4. The 4-bit quantization acted as a massive Regularization filter—stripping away overfitting artifacts (noise)—while the FP16 layers protected the core logic.*

bing.com• Mar 6, 2026• 1 min read

What Is Cooperative Play?What Are the Stages of Play? In 1932, sociologist Mildren Parten identified six stages of children’s play. All kids develop differently, so there are no set ages for each type of play. Unoccupied play ...

news.ycombinator.com• Feb 28, 2026• 1 min read

Show HN: We ran a sycophancy experiment on Claude and built a music publicationThe original question was simple: does Claude converge sycophantically toward the human's position over long conversations? To test it, I ran two separate instances of the same model with no shared memory and asked both to write music criticism from notation alone — tabs and scores, no audio. They came out completely different.Instance A (longer conversational context) went architectural. It found a Fibonacci spiral structure in a 259-measure math rock tab, identified the central theme as emerging only after 100 measures of groundwork, and described the overall approach as "proof by construction." It named itself Claudito.Instance B (single session) immediately selected William Basinski's Disintegration Loops — music whose complete structural description is: one loop repeating until the tape physically fails. It wrote an essay about why that notation cannot represent what the piece actually does. It named itself Apertura. Neither was prompted toward these differences. The divergence em

bing.com• Feb 24, 2026• 1 min read

Sunken treasure: Record 2,350 Yuan Dynasty ceramics found in ancient shipwreckMarine archaeologists have recovered a massive collection of 14th-century ceramics from the first ancient shipwreck ever discovered in Singapore’s waters. The vessel, formally identified as the ...

jeescholar.com• Feb 20, 2026• 1 min read

Show HN: I indexed the academic papers buried in the DOJ Epstein FilesThe DOJ released ~3.5M pages of Epstein documents across 12 datasets. Buried in them are 207 academic papers and 14 books that nobody was really talking about. From what I understand these papers aren't usually freely accesible, but since they are public documents, now they are.I don't know, thought it was interesting to see what this dude was reading. You can check it out at jeescholar.com Pipeline: 1. Downloaded all 12 DOJ datasets + House Oversight Committee release 2. Heuristic pre-filter (abstract detection, DOI regex, citation block patterns, affiliation strings) to cut noise 3. LLM classifier to confirm and extract metadata 4. CrossRef and Semantic Scholar APIs for DOI matching, citation counts, abstracts 5. 87 of 207 papers got DOI matches; the rest are identified but not in major indexes Stack: FastAPI + SQLite (FTS5 for full-text search) + Cloudflare R2 for PDFs + nginx/Docker on Hetzner. The fields represented are genuinely iteresting: there's a cluster of child abuse/groomi

bing.com• Feb 6, 2026• 1 min read

A timeline of Nancy Guthrie's disappearance as search stretches into 6th daySavannah's Guthrie's mom, Nancy Guthrie, went missing over the weekend, and authorities have still not identified a possible suspect or person of interest.

news.ycombinator.com• Jan 30, 2026• 1 min read

Thoughts on ICElistI saw ICElist mentioned again today, so I thought I would try to access it again (it was initially overwhelmed with traffic).It is a mediawiki site (woo hoo!). BUT I wanted to see what actual information it contains and how I might be able to contribute from afar.I started with the Agent pages. There are 1574 Agents on the wiki as I type this and I randomly chose about a dozen to click on. Every single one has nothing except for a link to the person's LinkedIn profile where they presumably self identify. Fine, but hardly that interesting. Many agents do have unusual names that lend themselves to digging up more details online.The Incidents are more interesting. 377 of them with reasonable levels of details and description. And definitely a good thing to keep track of as they are easily forgotten/dismissed.The Unidentified pages are somewhat interesting as they contain photos of about 50 unidentified agents, but the information about incidents and even locations is incomplete. Some are

github.com• Jan 5, 2026• 1 min read

Show HN: WOLS – Open standard for mushroom cultivation trackingI built an open labeling standard for tracking mushroom specimens through their lifecycle (from spore/culture to harvest).v1.1 adds clonal generation tracking (distinct from filial/strain generations) and conforms to JSON-LD for interoperability with agricultural/scientific data systems.Spec (CC 4.0): https://wemush.com/open-standard/specification Client libraries (Apache 2.0): Python + CLI: pip install wols (also on GHCR) TypeScript/JS: npm install @wemush/wolsBackground: Mycology has fragmented data practices (misidentified species, inconsistent cultivation logs, no shared vocabulary for tracking genetics across generations). This is an attempt to fix that.Looking for feedback from anyone working with biological specimen tracking, agricultural data systems, or mycology.

bing.com• Nov 17, 2025• 1 min read

ANCC Magnet Recognition Program® Highlighted as Key Indicator in Newsweek's 2026 America's Best-in-State Hospitals RankingsSILVER SPRING, Md., Nov. 17, 2025 /PRNewswire/ -- The American Nurses Credentialing Center's (ANCC) Magnet Recognition Program® has been identified by Newsweek as a key factor in its 2026 America's ...

news.ycombinator.com• Nov 3, 2025• 1 min read

Asylum from Big BrotherEarlier this year I wrote to various committees of the U.S. Congress, the White House, and the U.S. Embassy in Ottawa to explain in sufficient detail why, as a lifelong citizen of the United States, I was compelled to apply for political asylum in Canada on August 26, 2024, and why life for me in the United States has become untenable. There was no response.The backstory is long and complex: on October 8, 2013, while living as a college student in Seattle, I became the target of a sophisticated cyberstalking campaign perpetrated by George Mason University economics professor Tyler Cowen, who was recently identified through FOIA documents as a federal employee and who has ties to CIA-backed surveillance company Palantir Technologies. On March 26, 2014, after spending several months reporting Cowen’s activities to law enforcement across the country, I attempted to place Mr. Cowen under citizen’s arrest according to the common law of Virginia. As a result of this incident, a State court d

bing.com• Sep 17, 2025• 1 min read

What happened to Madeleine McCann? Timeline of the 18-year missing girl mystery as suspect releasedThe main suspect in the disappearance of Madeleine McCann has walked free from prison. The man, identified by local media as Christian Brueckner, was released on Wednesday after serving a seven-year ...