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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.

AI Productivity Tools in 2026: ChatGPT, Claude, Reclaim and More
Choose one AI productivity tool per job: calendar, tasks, email, meetings, dictation, research and automation. Clear picks and alternatives.Nov 1, 2026AI
Fillout Review
Fillout reviewed for lead capture, payments, booking and Airtable workflows, with documented limits and a clear verdict for each use.Nov 1, 2026Business
Runable Review
Runable's research, slides, websites and task automation, with credit limits, candid drawbacks and alternatives for founders and operators.
Nov 1, 2026AI
Claude for Nonprofits: The Plugin and Your First Month
Understand the nonprofit plugin, eligibility, connectors and data controls, with grant, donor and board workflows for your first month.Nov 1, 2026AI
Gemini Spark: Tasks, Connected Apps and Business Limits
Gemini Spark is now Task. Learn how recurring work runs, which apps connect, who gets access, and where business workflows need human review.Nov 1, 2026AI
Google Jules Shutdown: Export Your Work and Move On
The Google Jules shutdown timeline, export steps, API uncertainties and migration paths to Antigravity, Codex, Claude Code and GitHub Copilot.Nov 1, 2026Build
Smolagents: How Code Agents Work and When to Use Them
How smolagents uses Python actions, tools and sandboxes, with a small example and clear choices against LangGraph and the OpenAI Agents SDK.Oct 31, 2026Build
Reasoning Models: When to Turn Thinking Up or Down
How reasoning models use thinking tokens, the exact OpenAI, Claude, Gemini and DeepSeek controls, and when extra effort earns its wait.Oct 31, 2026AI
Warp Terminal Review
Should Warp replace your terminal or coding agent? Compare workflows, current plans, team privacy controls and the limits that decide the switch.Oct 31, 2026Build
Kilo Code Review
Kilo Code review: VS Code, JetBrains, CLI, cloud agents, model choice, and who should choose it over Cline or Claude Code.Oct 31, 2026BuildThe lanes.Pick the one you came for.
295 pieces
AI
Models, agents and coding assistants, image, video and voice tools: reviewed, priced and compared.332 piecesBuild
Ship software with AI, whether or not you write code: coding agents, app builders, automation, MCP and the infra under it.126 piecesDesign
AI as a craft tool for designers, brand owners and creative directors: image, video, type, and the prompts behind the work.223 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 run636–659 / 1036

Best AI Search APIs for Autonomous Agents 2026
Eight agent search APIs ranked by live 2026 pricing, evidence depth, workflow fit, and the cost of 10,000 production searches.Aug 27, 2026Build
Best Compact Coding Models for Agent Workloads 2026
Compare 7 compact coding models for agent workloads, with verified 2026 pricing, real cost math, production limits, and a clear routing rule.Aug 27, 2026Build
Best AI Gateways With Managed Agent Tools 2026
Compare AWS AgentCore, Vercel, Portkey, TrueFoundry, Kong, and Cloudflare on managed agent tools, live pricing, and the workflow cost each removes.Aug 27, 2026Build
AI Inference Chips vs GPUs for Agent Workloads 2026
AI inference chips vs GPUs for agent workloads, with OpenAI Jalapeño benchmarks, live prices, crossover math, switching costs, and a 2026 verdict.Aug 27, 2026AI
Best AI Inference Hardware for Low Latency Agents 2026
Seven AI inference hardware paths compared on agent latency, model fit, access, and current cost, verified against live vendor pages in August 2026.Aug 27, 2026AI
Qwen3.8 Flash vs GLM 5.3 Flash for Coding Agents 2026
Qwen3.8-Flash vs GLM-5.3-Flash for coding agents: live pricing, benchmark caveats, cache crossover, switching cost, and a clear 2026 verdict.Aug 27, 2026AI
Cal.com Pricing (2026): Free for Solo, $12 for Teams
Cal.com starts free for solo scheduling. Teams costs $12 per user monthly on annual billing, with seat, messaging, API, and refund costs explained.Aug 26, 2026Business
Can AI Video Tools Relight Footage After Recording 2026
Yes. Higgsfield Video Relight changes lighting on existing footage. See the $6.75-per-pass math, best use cases, build ideas, and limits.Aug 26, 2026Design
Best Low Latency Text to Speech APIs for Voice Agents 2026
Compare eight low-latency TTS APIs for voice agents by TTFA, streaming, interruptions, pricing, and the production decision each changes.Aug 26, 2026AI
Best Embeddable Coding Agent Harnesses 2026
Seven embeddable coding agent harnesses compared on runtime control, isolation, portability, and the monthly cost of a production workload.Aug 26, 2026Build
Best Voice Controlled AI Coding Agents 2026
Seven voice controlled coding agents compared on controls, privacy, platforms, and total monthly cost, with live pricing verified August 2026.Aug 26, 2026Build
Can AI Agents Process Sensitive Documents Locally 2026
Yes. Local-first AI agents can analyze sensitive files on-device. See the privacy boundary, cost math, best use cases, and what to build.Aug 26, 2026AI
Best MCP Identity and Access Management Tools 2026
Nine MCP IAM tools ranked by layer, deployment fit, live price, and implementation wall. Includes August 2026 cost math and a Monday rollout plan.Aug 26, 2026Build
Perplexity Portable Computer Alternatives for On-Premise AI Agents 2026
Seven on-premise AI agent alternatives compared on privacy, deployment effort, live pricing, and the hardware-to-cloud break-even point.Aug 26, 2026AI
Best AI Video Platforms With Scene Level Editing 2026
Six AI video platforms ranked by scene-level control, live pricing, revision cost, continuity, and the exact workflow each one can truly edit.Aug 25, 2026Design
DGX Spark vs Mac mini M6 for Local AI Agents 2026
DGX Spark wins on model capacity, CUDA, and a turnkey local Perplexity agent; Mac mini M6 wins on solo-agent cost and everyday desktop utility.Aug 25, 2026AI
Best AI Coding Agents With Mobile Remote Control 2026
Compare Claude Code, Codex, Cursor, GitHub Copilot, Happy, and Replit for phone-started coding, current pricing, security, and workflow fit.Aug 25, 2026Build
GitHub Copilot Alternatives With Local Model Support 2026
Six GitHub Copilot alternatives with local models, verified 2026 prices, hardware limits, privacy tradeoffs, and a clear pick for each team.Aug 25, 2026Build
Best AI Video Generators With ProRes Export 2026
Runway, Premiere, ElevenLabs, and Luma ranked by native ProRes path, live pricing, credit cost, codec limits, and production handoffs.Aug 25, 2026Design
Open Source Coding Agents That Use Existing Subscriptions 2026
Eight open-source coding agents can reuse plans you already pay for. Compare OpenCode, fx, goose, Codex CLI, Gemini CLI, Cline, Kilo Code, and Aider.Aug 25, 2026Build
Sesame Pricing (2026): Free for Now, No Paid Plan Yet
Sesame is free in its 2026 preview. See the 30-minute call cap, data-training tradeoff, missing paid plan, and when ChatGPT or Gemini wins.Aug 25, 2026AI
Best AI Model Gateways for Reducing Inference Costs 2026
Compare six AI model gateways by live 2026 pricing, cache savings, fees, and the exact workload that makes Vercel, LiteLLM, or Cloudflare win.Aug 24, 2026AI
Wan 3.0 vs Seedance 2.5 Cost per 30 Second Video
Wan 3.0 costs $1.20 vs Seedance 2.5 at $3.60 for the same 30-second 720p render on Topview. See the retry crossover and pick the right model.Aug 24, 2026Design
Best MCP Security Platforms for Enterprise Agents 2026
Ranked MCP security platforms for enterprise agents, with verified controls, pricing status, identity gaps, and a $72K buy-versus-build line.Aug 24, 2026BuildPrefer this site in Google
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