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What shipped, what broke, and what it really cost — from running production AI systems.
Latest articlesWhat shipped, what broke, and what it really cost — from running production AI systems.
Perplexity Ads: Current Status and How to Get Cited
Perplexity has pulled back from ads. Check its buying status, follow a citation checklist, and explore the separate ChatGPT self-serve route.Oct 22, 2026Business
Webflow AI
Build a three-page site with Webflow AI, refine it with the Assistant, and connect Claude through MCP. Current features, limits and manual checks.Oct 22, 2026Design
Gumloop Review
Gumloop reviewed for lead research, scraping, documents and email: a step-by-step setup, current credits, approval controls and alternatives.
Oct 22, 2026Build
Meta Muse Privacy: Settings and a Workplace Policy
What Meta's Muse keeps, trains on and shares, with verified privacy controls, reported incidents and a short staff policy.Oct 22, 2026AI
Synthetic Data Generation: LLM Training and Test Data
Generate LLM evals, fine-tuning examples and test fixtures with a worked recipe, filtering, deduplication, human checks and provider terms.Oct 22, 2026Build
RLHF Explained: Human Feedback, DPO and Fine-Tuning
How RLHF turns human rankings into model behavior, how DPO and verifiable rewards differ, and which preference fine-tuning APIs a small company can use.Oct 22, 2026Build
Model Router: How LLM Routing Works and How to Test It
Learn how LLM model routing works, compare documented options, and test quality with a support-app example, cost formula, and held-out eval set.Oct 21, 2026Build
Semantic Caching: How It Works and When to Reuse Answers
Understand semantic caching, its four-step lookup, and how thresholds, expiry and user scope prevent similar questions from receiving the wrong answer.Oct 21, 2026Build
Human in the Loop AI: Approvals, Review Queues and Escalation
Decide when AI agents need approval, sampled review or escalation, with a support-agent example, current tool docs and practical logging rules.Oct 21, 2026AI
Pydantic AI vs LangChain
Choose a Python agent framework with matching ticket-triage code, validated outputs, LangGraph workflows, tracing, evals and migration guidance.Oct 21, 2026BuildThe lanes.Pick the one you came for.
244 pieces
AI
Models, agents and coding assistants, image, video and voice tools: reviewed, priced and compared.297 piecesBuild
Ship software with AI, whether or not you write code: coding agents, app builders, automation, MCP and the infra under it.123 piecesDesign
AI as a craft tool for designers, brand owners and creative directors: image, video, type, and the prompts behind the work.203 piecesBusiness
Voice and phone agents, customer service, sales and marketing, operations and AI search visibility, for the people who run a business.8 piecesPlaybooks
AI for your niche: the workflows that actually move, tool by tool, priced52 piecesExplained
What shipped, explained: every real release, decoded for the people who use it0 piecesLab
The agent journey, entry by entry: what shipped, what broke, what was decided, in the ventures I run660–683 / 927
Vercel Pricing (2026): The $20 Plan Is Only the Floor
Vercel Pro is $20 a month, but seats, usage, add-ons, v0, and AI costs stack separately. See every live rate and break-even point.Aug 7, 2026Build
Cloudflare Review (Verified August 2026)
Cloudflare's Free plan is excellent, but paid plans, support, nameserver control, Workers limits, and add-ons decide whether it fits production.Aug 7, 2026Build
How to Use v0 API
Use the new v0 API to generate, iterate, preview, and deploy apps from your product, agent, script, or CI job, with real costs and use cases.Aug 6, 2026Build
How to Use Muse Code
Install Meta's terminal coding agent, plan a safe first task, use persistent agents, and know the limits before it edits a real repository.Aug 6, 2026Build
MiniMax AI (August 2026 Review)
MiniMax AI review: M3, H3, Code, Hub, current pricing, US open-weight limits, and who should choose ChatGPT, Claude, or Runway instead.Aug 6, 2026AI
How to run AI agent security evaluations
A practical, incident-informed workflow for scoping, isolating, monitoring, scoring, and reporting security evaluations of tool-using AI agents.Aug 6, 2026AI
Palantir AI (August 2026 Review)
Palantir AI review with live AIP pricing facts, real workflows, cost math, hard limits, and when Databricks, Fabric, or C3 AI is the better fit.Aug 6, 2026AI
How to Build a Chatbot
Build a production chatbot around one job, with trusted knowledge, memory, controlled actions, safety tests, and a clean human handoff.Aug 5, 2026Build
Best AI Marketing Tools in 2026: ChatGPT, Claude, Semrush, Canva, Zapier & WhatConverts (Verified August 2026)
Eight AI marketing tools ranked by the job they do best, with live August 2026 pricing, candid limits, cost math, and a decision guide.Aug 5, 2026Business
Grammarly Alternatives in 2026: LanguageTool vs ProWritingAid vs QuillBot vs Wordtune vs Hemingway (Compared)
Five Grammarly alternatives ranked by price, app coverage, and hard limits, with every live plan verified in August 2026.Aug 5, 2026Business
How to Use Midjourney
Use Midjourney V8.2 from first prompt to refined image, with the right controls, seven workflows, honest limits, and three business opportunities.Aug 5, 2026Design
Best AI Translator: DeepL vs Google Translate vs ChatGPT vs ElevenLabs (Verified August 2026)
DeepL wins documents, Google wins free translation, and ElevenLabs wins dubbing. Eight AI translators compared with live August 2026 pricing.Aug 5, 2026AI
n8n vs Make
n8n vs Make: choose Make for fast visual automation, n8n for custom AI and self-hosting. Live 2026 pricing reveals the cost crossover.Aug 5, 2026Build
How to Fine-Tune an LLM
A practical LoRA workflow for choosing a base model, preparing JSONL data, evaluating checkpoints, and knowing when RAG is the better answer.Aug 5, 2026Build
Best AI for Excel in 2026: ChatGPT vs Claude vs Copilot vs Shortcut (Compared)
Compare 10 AI tools for Excel with live 2026 pricing, workbook limits, privacy tradeoffs, and the exact task that makes each worth buying.Aug 5, 2026Business
Best Local LLMs in 2026: Qwen3.6, Gemma 4, gpt-oss, and Phi-4 (Compared)
Six current local LLMs ranked by memory fit, workload, and runner, with 4-bit sizes, 2026 pricing, setup steps, and models to skip.Aug 5, 2026Build
Best AI Resume Builder in 2026: Rezi vs Teal vs Kickresume vs Jobscan (Verified August 2026)
Rezi wins overall, Teal wins tracking, and Kickresume wins fast first drafts. Compare seven AI resume builders with verified August 2026 pricing.Aug 4, 2026Business
How to Build an AI Agent
Build a useful AI agent from one job, one tool, and one guardrail, then add memory, tracing, and a sandbox only when the workflow earns them.Aug 4, 2026Build
How to Use Claude Code
Install Claude Code, plan changes safely, write better prompts, verify every edit, and turn the agent into a reliable repository workflow.Aug 4, 2026Build
ChatGPT Alternatives in 2026: Claude, Perplexity, Gemini, and Copilot After GPT-5.6 (Verified August 2026)
Compare Claude, Perplexity, Gemini, and Copilot after GPT-5.6, with verified August 2026 prices, limits, and a job-by-job decision guide.Aug 4, 2026AI
Best AI Detector in 2026: Pangram vs GPTZero vs Originality.ai vs Copyleaks (Verified August 2026)
Pangram leads eight AI detectors for low false positives. Compare prices, evidence, limits, and the workflow that keeps scores from becoming verdicts.Aug 4, 2026AI
Airtable Pricing (2026): The $20 Seat Has Fine Print
Airtable pricing verified August 2026: every tier, seat rule, limit, AI credit, add-on, discount, refund window, and five-seat cost.Aug 4, 2026Build
Cursor Review (Verified August 2026)
Cursor review with live 2026 pricing, real workflows, hard limitations, and a clear verdict against Copilot, Claude Code, and Devin Desktop.Aug 4, 2026AI
Supabase Pricing (2026): $25 Covers One Micro Project
Supabase costs $0, $25, $599, or custom. See every limit, overage, hidden add-on, free-plan cutoff, and live 2026 cost scenario.Aug 4, 2026BuildPrefer this site in Google
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