agent
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Jupid Hit 1 on Product Hunt During Tax Season — 507 Upvotes for an AI Accountant Built on Claude Code
Tax season in America is a $35 billion industry. And every April, 27 million freelancers and sole proprietors stare at the same nightmare: Schedule C. The IRS form that asks you to categorize every single business expense into the right line item — advertising on Line 8, office supplies on Line 18, “other expenses” on… Continue reading
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PrismML Exits Stealth With $16M and a 1-Bit Model That Rivals Llama 3 at 1/16th the Memory
An 8-billion-parameter model that fits in 1 GB of memory. Not a quantized approximation of a bigger model. Not a research paper that’ll never ship. A production-ready LLM, trained from scratch with 1-bit weights, running at 368 tokens per second on an RTX 4090 and 44 tokens per second on an iPhone. PrismML came out… Continue reading
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pi-mono: 29K Stars and a 200-Token System Prompt That Rivals Claude Code
Mario Zechner got annoyed. The guy who created libGDX, one of the most popular open-source game frameworks in Java history, had been using Claude Code for months. It worked. But it also kept changing underneath him. System prompts got longer. New features appeared that he didn’t ask for. Context windows filled up with tokens he… Continue reading
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Google TimesFM Turns BigQuery into a Forecasting Engine — 200M Parameters, Zero Training, 16K Context
Time series forecasting is one of those problems that sounds simple and is absolutely not. You want to predict next week’s sales, next month’s server load, next quarter’s energy demand. Traditional approach: hire a data scientist, collect historical data, pick a model (ARIMA, Prophet, maybe a custom LSTM), train it, tune it, deploy it, and… Continue reading
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Ollama MLX on Apple Silicon: 1,810 Tokens/Sec Prefill and the End of llama.cpp on Mac
Ollama just ripped out its entire inference backend on Mac and replaced it with Apple’s MLX framework. That sentence alone would have been unthinkable a year ago, when Ollama was synonymous with llama.cpp and GGUF quantization. But the numbers from their March 30 blog post make the decision look obvious in hindsight: prefill jumped from… Continue reading
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708 GitHub stars in 48 hours: claude-token-efficient (Universal Claude.md) and the fight over Claude’s most expensive habit
“You’re absolutely right!” That’s Claude’s favorite response to almost anything you say, including statements that aren’t even claims. Developer Scott Leibrand opened an issue about it on GitHub last year. It got 350 upvotes. The Register ran a story titled “Claude Code’s endless sycophancy annoys customers.” Anthropic acknowledged it. Months passed. The problem persisted. So… Continue reading
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Notion MCP scores Product Hunt 1 with 408 votes — the moment mainstream SaaS joined the AI agent race
Anthropic open-sourced the Model Context Protocol back in November 2024. Since then, hundreds of MCP servers have popped up on GitHub, most of them built by indie developers and small startups. But when a product with 30 million users ships an official MCP server, takes the #1 spot on Product Hunt with 408 upvotes, and… Continue reading
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Gemini 3 Deep Think Scores 84.6% on ARC-AGI-2 — Google’s Reasoning Bet Is Paying Off
Google’s been quietly building something serious. When they launched Gemini 3 with Deep Think mode back in November 2025, the initial numbers were respectable — 45.1% on ARC-AGI-2, the best any AI model had scored at the time. Solid, not earth-shattering. Then on February 12, 2026, Google dropped a major upgrade. The new Deep Think… Continue reading
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Coasts Gives Every AI Agent Its Own Localhost — and That Changes Everything
If you’ve run two Claude Code sessions on the same machine, you already know the pain. Agent A spins up a dev server on port 3000. Agent B tries the same port five seconds later. One crashes. You spend the next ten minutes manually editing .env files, changing port numbers, restarting Docker containers. Meanwhile, both… Continue reading
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46% of GitHub Code Is Now AI-Generated — Qodo Raised $70M to Clean Up the Mess
Nearly half the code on GitHub is now written by machines. Claude Code alone accounts for over 4% of public commits. Cursor, Copilot, Windsurf, and a dozen other AI coding tools are collectively producing billions of lines of code every month. And here’s the uncomfortable truth nobody in the “vibe coding” hype cycle wants to… Continue reading
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