How engineers use AI, how to do it well, and what it means for your job. Written for people who ship and run the software, not people who build models.
The Roast Room is a council of persona sub-agents in Claude Code that debate your idea and vote. See how it works, how to add members, and why sub-agents.
Set up the open-source Qwen Audio Agent with Claude Code over ACP: install, config, voice-built app tests, interruptions, task cancellation and cost notes.
Run DiffuSpace's Clover-35B-A3B diffusion model locally: about 69 GB of BF16 weights, Transformers 5.19.0 setup, block diffusion defaults, controls and SGLang.
A simple AI second brain stack: Claude Code, an Obsidian markdown vault, Excalidraw, Open Router, Slack, a $20/month VPS and Arcade tool recommendation.
How DiffuSpace's Clover derives from Qwen3.6-35B-A3B: bidirectional GDN attention, confidence-threshold decoding, and block-level expert coreset selection.
An AI second brain needs four parts: context, connections, capabilities and cadence. See how to build one with Claude Code and Obsidian, and audit each part.
Stanford's NCM writes text coarse to fine. Independent DGX Spark tests show about 4x speed for one user, slower batching, and a Sudoku result with a caveat.
Anthropic's S-1 shows over half the Fortune 500 as customers, yet under $1 spent per $1,000 of expenses. Here is what the filing says about demand.
Anthropic's IPO filing cites $16.3B in half-year revenue, up to $750B in compute commitments and a class F share with 50.1% of votes. Key figures.
LFM3-1.7B is pitched as matching 9B models on agent benchmarks. Here is what the card claims, what hands-on tests showed, and where it fell short.
Team mode with an architect and parallel workers versus one coding chat: when file scopes and review agents pay off, and when they just burn tokens.
Hostinger KVM2 VPS specs (2 vCPU, 8 GB RAM, 100 GB NVMe, 8 TB bandwidth), the 24-month deal, and whether it can host an AI project or agent.
How one builder used Claude for research and art, Codex for code, AI testing and an Ubuntu VPS to ship Bloodbench, an LLM benchmark game.
OpenAI says its model disproved the Exponential Time Hypothesis. Here is what ETH is, how it relates to P vs NP, and what the claim does and doesn't mean.
Learn how to fine-tune Liquid AI's LFM3-1.7B with TRL using SFT, DPO, GRPO and continued pre-training, and which recipe fits JSON, RAG, tools or new languages.
How to run Baidu's Unlimited OCR 2 on your own GPU: about 8.3 GB VRAM at full precision, Transformers and SGLang setup, and test results on real documents.
How US medical billing works, from claims and ICD-10 codes to denials, and how Candid Health uses automation and AI to fix revenue cycle management.
Run Liquid AI's LFM3-1.7B on a phone or laptop: GGUF, MLX, ONNX, FP8 and NVFP4 checkpoints, sampling settings, tool calling, and where it falls short.
Unlimited OCR 2 scores about 77 on a 100-page document test while most rivals fall under 30. How SR-SWA attention works, plus where the model still fails.
Four principles for managing AI agents in Claude and Codex: count human follow-up work, run light experiments, set stop conditions, and budget your attention.
Anthropic argues teams overuse sub-agents. Learn the keep-in-loop test, the skills/tools/lookup split, the 30 to 50 tool limit, and how to fold safely.
ALEF's flying car starts around $300,000, has 3,600+ pre-orders and targets first deliveries by year-end after its 1,000th test flight. Here is what we know.
GPT-6.1 Terra costs $1 per million input and $5 per million output tokens, with a 1M+ context window, 128K max output and a June 2026 cutoff.
OpenBot is a free app, hosted EU servers start at €20/$25 a month, and the PolyForm Noncommercial license limits commercial use. Here is the cost picture.