
Is NCM Faster Than an LLM? Next Concept Modeling Tested
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.
For people building with AI: new models, local AI, coding tools, pricing and security, explained plainly.

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.

Genie 4 from Google DeepMind turns a place and a character into a world you can explore and edit live. See what testers found, its limits, and who gets access.

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.

Practical Genie 4 uses: scouting AI-generated sets for shots, vibe-coding Doom-style games, microphone-driven worlds, and turning hallucination into film.

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.

God's Eye View is a free, open-source map of live planes, ships, satellites, traffic cameras and plate readers. What it does and the privacy debate.

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.

Moss Image lets you pair a scene description with JSON bounding boxes to control where text and objects land, fix garbled text, and swap single elements.

Run 2-bit GSQ-RCO GGUF builds of DeepSeek V4.1 Flash on a 12GB GPU. Covers file sizes, Strata vs llama.cpp support, MoE design and benchmark recovery.

OpenBot runs persistent AI agent teammates on your own machine with Codex, Claude and Gemini plans. Here is how it compares to Grok Bot, plus the catches.