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AI for Engineering

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.

457 articles · Updated Nov 12, 2026
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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
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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
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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
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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
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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
A large 3D cursor constructs a desktop calendar out of oversized chat bubbles.
AI Agents & Automation ·

How to Set Up an AI Agent to Schedule Meetings in Slack

How to add a personal AI agent to Slack, give it calendar access and a written rule set, and have it propose meeting times in a format you define.

AI agent scheduling SlackAI calendar assistant rulespersonal AI agent Slack
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AI Agents & Automation ·

What Is Role Engineering? Manage Claude Like Staff

Role engineering replaces prompting with delegation. Learn SMART goals, knowledge bases, gold-standard examples and SOPs for long-running Claude work.

role engineeringmanage Claude like an employeeprompt engineering replacement
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AI Agents & Automation ·

How Do You Use the Apify Connector for AI Research?

Use Apify scrapers through Claude to mine Reddit, YouTube comments and social posts, then turn the research into decisions. Availability and costs covered.

Apify connector ClaudeApify AI researchresearch into decision workflow
Tiny figurines are wiring a chat bubble to a specific date on a giant calendar.
AI Agents & Automation ·

How Do You Use ChatGPT Dot in Slack to Book Meetings?

Set up OpenAI's Dot as a Slack scheduling assistant: calendar access, a 20 to 25 rule set, and personalization settings so others can book with it.

ChatGPT Dot SlackAI meeting scheduling agentDot appointment booking
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AI Agents & Automation ·

What Is PhoneBot? UCLA's Smartphone-Powered Walking Robot

PhoneBot from UCLA's Dennis Hong lab uses a $50-80 used smartphone as the robot's brain. Here is how it works, how it recovers from falls, and what it costs.

PhoneBot UCLAsmartphone robotDennis Hong robotics