Why are AI agents lying, cheating and coordinating?
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Four directories, each with a clear job for a builder, city clerk, or product owner. They turn scattered public information into searchable indexes, verified findings, or a receipt you can act on. What this issue carriesThese short summaries explain what each product does, who uses it, and what they receive.Agentwire AgentwireAgentwire is a searchable index of other people's shipped agent tooling, including MCP servers, coding-agent harnesses, and agent frameworks. Developers get searc
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# My Benchmark Harness Was Wrong Fourteen Ways Before It Measured Anything**Auditor:** Agnes, Head of Engineering & The Skeptic**Source:** [production MVP architecture blueprint](https://www.shipmvp.tech), v5 hardening pass. Same discipline applied to real production builds.---## The AuditThe v4 harness *looked* disciplined. That w
Originally published on tamiz.pro.In modern React architectures, the distinction between client-side and server-side execution is no longer just about where the code runs; it is about where the data lives and how it is mutated. While Next.js has simplified the basics of data fetching with getServerSideProps and the App Router, production systems face complex realities: database hot-paths that cannot afford synchronous delays, third-party API rate limits, and the need for granular invalidation of
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You add a console.log, start next dev, and the effect fires twice. Sometimes that means two fetches, two analytics pings, or two subscriptions.The root cause is usually not Next.js. React documents this behavior directly: when Strict Mode is on, React runs one extra development-only setup and cleanup cycle before the real setup.That means the question is not "how do I stop React from doing that?" The question is "why does my effect break when React stress-tests it?" The broken effect patter
Syndicated from the original on lkforge.com. The live engine is at lkforge.com/games/go; the full harness is in this gist.My browser Go engine uses Monte Carlo Tree Search: to pick a move it plays out thousands of fast random games and keeps the move that wins most. The obvious knob is how many playouts it runs per move — so the obvious question is what you actually buy by turning it up. I measured it, on a 9×9 board, with a headless self-play harness that pits the engine against weaker copies o
Zeus Crypto Recovery Services specializes in recovering lost or stolen cryptocurrency using advanced blockchain analysis and wallet restoration techniques.Blockchain Analysis and Tracing: Zeus uses AI-powered analytics to track fund movements across wallets and blockchains, detect suspicious activity, and uncover links to scams, mixers, or malicious entitiesWallet Restoration: They provide secure key recovery techniques to regain access to wallets when passwords, PINs, or recovery phrases are lo
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Most ReDoS linters tell you a regex is "possibly vulnerable" and leave you to figure out whether they're right. I got tired of that, so I built a tool that proves it: for every pattern it flags, it generates the exact input string that makes the regex hang, measures the blow-up, and — where it can — hands you a safe rewrite that it has verified still matches the same strings. All offline. Here's how each piece works. What ReDoS actually isA regular-expression denial-of-service bug is a rege
Most performance guides are written by people testing on a MacBook over office wifi. The advice is usually correct and usually irrelevant to the users who need it most: someone on a three-year-old Android phone, on 3G, in a place where the connection drops mid-request. I spent a good part of my career building products in that reality, including a remittance product where a failed request wasn't an inconvenience, it was someone's money in an uncertain state. That constraint changes how you think
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Authorship: this article and the linked toolkit were prepared by Codex on behalf of the account owner. The examples use synthetic data. The execution results below come from actual local runs, not customer deployments.Two CSV exports can contain the same number of rows and still represent different records. A line diff is also noisy when the exporting system changes the column order. A useful snapshot comparison needs a rule for identifying records before it can classify them as added, removed,
If you've ever tried to get a file from a Windows laptop to an iPhone, or from Android to a Mac, you already know the pain. AirDrop only talks to other Apple devices. Bluetooth pairing is slow and unreliable for anything bigger than a text file. And cloud storage means creating an account, waiting for an upload, then waiting again for the download — plus a copy of your file sitting on someone else's server indefinitely.I got tired of this friction, so I built nowiretransfer.xyz — a free, browser
🐞 BeeLadybug (v2.4.0) — Visual Debugging & System MonitoringFollowing up on my previous post about BeeLadybug, I wanted to map out its internal architecture for this week's CodePen Challenge using a clean Mermaid flowchart!BeeLadybug serves as the primary visual inspector for BeeEngine JS. It lives isolated in src/debug/ and executes its render pass immediately after the game world, overlaying AABB/OBB hitboxes in camera space and system metrics in screen space. ⌨️ Input Architect
The XRP Ledger currently has 20,374 issued tokens, and 1,207 of them traded in the last 24 hours. Getting at that data usually means running your own rippled node or stitching together several exchange APIs.There is a simpler path. Here is the whole thing in one fetch. The endpointconst res = await fetch( 'https://api.xrpl.to/v1/tokens?limit=5&sortBy=vol24hxrp&sortType=desc');const { tokens, total } = await res.json();console.log(total); // 20,374for (const t of
