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AI News & Models

For people building with AI: new models, local AI, coding tools, pricing and security, explained plainly.

591 articles · 8 topics · Updated Nov 13, 2026
Tiny figurines on a giant server rack are bypassing the towering maze of cables to route data through a single thin paper file.
AI Coding Tools ·

Lean REA vs REA: Is a Skill File Better Than an MCP Server?

Lean REA is an 8KB skill file that replaces the 207-tool REA MCP server. Compare speed, cost, turns and context use using the Sonnet 5.5 benchmark figures.

Lean REA vs REAreverse engineer anything MCPREA 207 tools
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AI Pricing & Costs ·

DeepSeek V4.1 Flash Pricing vs Sonnet 5.5 and Opus 5.5

DeepSeek V4.1 Flash costs 15 cents per million input tokens off-peak. Compare it with Sonnet 5.5 and Opus 5.5 on cached input, peak pricing and agent run costs.

DeepSeek V4.1 Flash pricingDeepSeek vs Sonnet costDeepSeek peak off-peak pricing
Tiny figurines are constructing the microscopic circuits on a giant computer chip.
AI Models & Industry ·

Why Are There Only Three Leading-Edge Chip Foundries?

Fixed costs near 80%, yield leverage, and a capex gap of roughly $20B vs $50B explain why three foundries remain and what Intel must do to catch TSMC.

leading-edge foundriesIntel Foundry vs TSMCsemiconductor economies of scale
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AI Pricing & Costs ·

Should You Buy AI Per Seat, Per Token or Per Outcome?

Seat, token and outcome pricing for enterprise AI compared, with Cedar, Sierra, forward-deployed engineering and OpenAI's Thrive deal, plus how to measure ROI.

AI pricing per seat vs per tokenoutcome-based AI pricingenterprise AI pricing
A person compares two image test prints side by side under a magnifying glass, using a red pen to circle a poorly generated seatbelt to evaluate the results.
AI Image, Video & Audio ·

Is FLUX 3 Klein Better Than FLUX 2? Hands-On Test Results

Hands-on FLUX 3 Klein results: Arabic and English text, multi-reference edits, a hair color fix, a failed seatbelt edit, and how it compares to FLUX 2.

FLUX 3 Klein reviewFLUX 3 vs FLUX 2FLUX 3 image editing test
A cursor drags an ID badge forward, plugging its lanyard directly into a server port.
AI Models & Industry ·

What Is Forward-Deployed Engineering and Why Do AI Labs Use It?

Forward-deployed engineering explained: how OpenAI's deployment company, Anthropic's joint venture and the Thrive stake help firms turn AI into ROI.

forward deployed engineeringOpenAI Thrive HoldingsAnthropic joint venture Blackstone
A person snaps a perfectly shaped, solid data block into the socket of a giant decision node while reading a built-in confidence gauge.
AI Models & Industry ·

What Is DecisionNode? A Hands-On Look at Typed Decisions

DecisionNode returns typed answers with calibrated confidence instead of chat text. See tests on image boosters, API routing, the CLI, injection and RAG.

DecisionNodedecision modeltyped outputs AI
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AI Coding Tools ·

How to Use Kimi K3.1 Pro in Claude Code Without Shortcuts

Practical rules for running Kimi K3.1 Pro inside Claude Code: pin the method, force GPU flags, track cost and effort, and verify with external grading scripts.

Kimi K3.1 Pro Claude Codeuse Kimi in Claude Codeagent harness verification
Exploded cutaway of a model-serving node showing a 33B weights block, a very long context strip, a GPU cache grid, swappable vLLM and SGLang engine modules, and a thinking toggle.
Local AI ·

How to Run Nanbeige4.3-33B Locally With vLLM or SGLang

Run Nanbeige4.3-33B with Transformers, vLLM or SGLang. Covers the 512K context, thinking flags, tool-call format, and recommended sampling settings.

run Nanbeige4.3-33BNanbeige vLLMNanbeige SGLang
A person uses bolt cutters to snap a heavy padlock off the cooling fans of a graphics card.
Local AI ·

How to Enable Faster Prefill on RTX 3090 and 4090 for vLLM

A free GPU unlocker patch speeds up prefill on RTX 3090, 4090 and other Ampere/Ada cards in vLLM. Steps for Proxmox/Linux plus before and after numbers.

RTX 3090 faster prefillNvidia GPU unlockervLLM prefill speed
A digital cursor pulls the bottom edge of a paper receipt upward, cropping the paper exactly in half to represent a cut in usage limits.
AI Pricing & Costs ·

OpenAI $200 Plan Cut to 10x Usage: What Changes and Costs?

OpenAI's $200 plan reportedly drops from 20x to 10x usage about 30 days after Dev Day, with a $500 tier launched and Anthropic testing its limits.

OpenAI $200 plan usage limitsOpenAI $500 plan20x to 10x usage
Tiny figurines use giant scissors to cut sections out of a massive itemized receipt.
AI Pricing & Costs ·

How Do You Cut Claude Token Costs When Running Agents?

Claude agents can cost thousands a day. Learn how prompt caching, batch APIs and matching Haiku, Sonnet and Opus to tasks cut token spend.

reduce Claude token costsprompt caching ClaudeAnthropic batch API
A long store receipt is shown mid-construction, with the top section rendered as solid white paper and the bottom section formed from an unfinished 3D wireframe grid.
Local AI ·

Is Local AI Worth It? Cost vs ChatGPT and Claude Plans

Break-even math on local AI: a $4,000 machine over three years versus ChatGPT or Claude plans, plus what data sovereignty and access are worth.

is local AI worth itlocal AI vs ChatGPT costlocal LLM vs Claude subscription
A 3D rendering of four oversized chat bubbles made of frosted glass being assembled piece by piece like a physical model kit.
AI Agents & Automation ·

Claude Duet vs Dot vs Muse vs Grok Bot: Which to Pick?

Compare Meta's Muse, OpenAI's Dot, xAI's Grok Bot and Claude Duet on price, Slack support, setup effort and which always-on AI agent suits you.

Claude Duet vs DotMuse vs Grok Botbest always-on AI agent