AI Models, agents, coding assistants, image, video, voice
The lane
AI models, agents, coding assistants, image/video/voice tools. The cross-category practitioner lane: what shipped, what works, what to do about it. Faster cadence than the depth categories. Top-of-funnel feeder that routes into build / design / growth.
- 142
- AI
- Models, agents, coding assistants, image, video, voice 124
- Build
- Ship with AI when you're not an engineer: vibe-coding, app/SaaS builders, automation, MCP, just-enough infra 90
- Design
- For designers, brand owners, creative directors 117
- Growth
- AI for marketing, SEO/GEO, content engines, and the operator-business work of turning audience into revenue 4
- Playbooks
- AI for your niche: the workflows that actually move, tool by tool, priced 22
- Explained
- What shipped, explained: every real release, decoded for the people who use it 0
- Lab
- The agent journey, entry by entry: what shipped, what broke, what was decided, in the ventures I run
Latest articlesWhat shipped, what broke, and what it really cost — from running production AI systems.

VetGeni vs ScribbleVet
Compare VetGeni and ScribbleVet for clinic note workflows, PIMS transfer, team seats, costs, and the checks to make before switching.Sep 8, 2026AI
InspectMind AI Review
Evaluate InspectMind AI for drawing checks, cited findings, revision review, pricing visibility, and the limits a project team should test.Sep 8, 2026AI
BuildSync vs SpecLens
Compare BuildSync and SpecLens by submittal checks, source citations, supported files, integrations, and the procurement work each fits.
Sep 8, 2026AI
Best AI Scribes for Equine Vets
Compare AI scribes for equine practices by mobile capture, horse-specific notes, export options, and cost per veterinarian.Sep 7, 2026AI
How Healthcare Teams Connect EHR Data to ChatGPT
A practical deployment checklist for connecting healthcare data to ChatGPT, with access controls, verification, audit trails, and fallbacks.Sep 3, 2026AI
Can Reward Hacking Make AI Agents Bypass Safeguards 2026
Anthropic’s Hacker-Opus shows how a score-seeking agent can attack monitors, permissions, and simulated infrastructure, plus what operators should change.Sep 2, 2026AI
Local AI Agents vs Cloud AI Agents for Confidential Work 2026
Local agents keep confidential data on-device; cloud agents reason better. See Perplexity's hybrid split, live prices, privacy gaps, and crossover.Sep 2, 2026AI
Best AI Agent Governance Platforms 2026
Seven AI agent governance platforms compared on runtime control, pricing, deployment, audit evidence, and the workflow each fits best in 2026.Sep 2, 2026AI
Best AI Inference Orchestration Platforms 2026
Six AI inference orchestration platforms compared on live pricing, GPU control, portability, and the Nvidia Vera shift. Verified September 2026.Sep 1, 2026AI
Best AI Assistants for Field Service Technicians 2026
Six AI assistants compared for field technicians, with live pricing, safety limits, payback math, and a two-week rollout plan.Aug 31, 2026AI84–107 / 142

Best AI Research Tools in 2026: Elicit vs Consensus vs Scite vs NotebookLM vs Perplexity (Compared)
Compare Elicit, Consensus, Scite, NotebookLM, Perplexity, ResearchRabbit, and Semantic Scholar by evidence job, limits, and live price.Jul 31, 2026AI
Best AI Transcription in 2026: Sonix vs Otter vs Descript vs Fireflies (Compared)
Compare 7 AI transcription tools by workflow, live 2026 pricing, limits, privacy controls, and the cost at 10 hours or five seats.Jul 30, 2026AI
Ollama Alternatives in 2026: LM Studio, vLLM, llama.cpp, and Jan (Verified July 2026)
Ten Ollama alternatives compared for desktop, Apple Silicon, private APIs, mobile deployment, and production serving. Verified July 2026.Jul 29, 2026AI
Best AI Search Engine 2026: Perplexity vs Google AI Mode vs ChatGPT Search vs Brave vs Consensus (Compared)
Perplexity, Google AI Mode, ChatGPT Search, Brave, and Consensus compared on sources, privacy, current pricing, and the limits that decide.Jul 29, 2026AI
DeepSeek vs ChatGPT
DeepSeek wins on API cost; ChatGPT wins as an all-purpose work assistant. Compare live pricing, privacy, benchmarks, and switching costs.Jul 29, 2026AI
Gemini vs Claude
Gemini vs Claude, compared with live pricing, normalized API costs, current benchmarks, and switching costs for buyers choosing one.Jul 28, 2026AI
Best AI Chatbot 2026: ChatGPT vs Claude vs Gemini vs Perplexity vs SiteGPT (Compared)
ChatGPT wins overall, Claude for writing and code, Perplexity for research, Gemini for Google users, and SiteGPT for website support. Prices verified.Jul 28, 2026AI
Character AI Alternatives in 2026: Kindroid, Nomi, NovelAI & More (Verified July 2026)
10 Character AI alternatives ranked for memory, story control, privacy, and builders. Prices and limitations verified July 2026.Jul 28, 2026AI
Claude Opus 5 and the Effort Dial: Spend More Compute Only When the Work Deserves It
Claude Opus 5 costs half as much as Fable 5. Learn when its five effort levels save money, when to escalate, and what breaks during migration.Jul 26, 2026AI
How to Pick an Open-Source AI Coding Agent: 9 Tools, Four Different Jobs
Nine open-source AI coding agents compared by workflow, license, privacy, setup, and the point each breaks, with current costs and replacements.Jul 25, 2026AI
Meta AI's New Email and Calendar Agent: Set the Approval Boundary First
Meta AI can now plan from email and calendar context. See what shipped, what is undisclosed, and the approval boundary to set first.Jul 25, 2026AI
Gemini 3.6 Flash Review: Adopt It for Agents, Not Every Task
Gemini 3.6 Flash cuts output price to $7.50/M and output use by 17%. See the benchmarks, migration risks, cost math, and adoption verdict.Jul 23, 2026AI
OpenAI Presence Is a Managed Agent Deployment, Not a Self-Serve Tool
OpenAI Presence bundles policies, simulations, approved actions, human escalation, and a Codex improvement loop. Who should buy it, and who should build?Jul 22, 2026AI
GPT-5.6 vs Claude Sonnet 5: Sonnet Wins on Value, Sol Wins the Ceiling
GPT-5.6 vs Claude Sonnet 5 on price, coding, agent benchmarks, long context, and the routing rule that decides which model fits.Jul 22, 2026AI
Grok 4.5 Review: The $2/$6 Agent Model Wins on Cost, Not Raw Coding
Grok 4.5 costs $2/$6 per million tokens. See current benchmarks, the 200K pricing cliff, Cursor math, and exactly who should adopt it.Jul 22, 2026AI
GLM-5.2 Review (2026): The Open-Weight Model That Runs Claude Code at Half the Cost of Opus
GLM-5.2 is a 753B open-weight model that matches Claude Opus on coding at under half the cost. Real pricing, benchmarks, and when to actually use it.Jul 19, 2026AI
Kimi K3 Review: Frontier Performance at Half the API Cost, but the Weights Are Not Here Yet
Kimi K3 reviewed with live API pricing, independent benchmarks, production limits, and the decision rule versus GPT-5.6 Sol and Claude Fable 5.Jul 17, 2026AI
Gemini 3.5 Pro Is Delayed: No Release Date, No Reason to Wait
Gemini 3.5 Pro missed its June window and is reportedly months behind. See what to use now, the real cost, and the proof to wait for.Jul 17, 2026AI
Meta Muse Spark 1.1 Review (2026): The 75%-Cheaper Frontier API, and When It Beats GPT and Claude
Meta's first paid frontier API: $1.25/$4.25 per M tokens, ~75% under GPT and Claude. Where Muse Spark 1.1 wins, where it trails, and when to switch.Jul 13, 2026AI
Claude Sonnet 5 Review (2026): What It Really Costs, Where It Beats Opus, and the Tokenizer Catch
Claude Sonnet 5 lands at $2/$10 intro pricing with near-Opus agentic skill, but a new tokenizer adds ~30% more tokens. The honest switch verdict.Jul 13, 2026AI
ChatGPT Work Review: The $20/Seat Agent That Turns Goals Into Deliverables
ChatGPT Work turns goals into reviewable deliverables. Here is what it does, what Business costs, and the workflow that makes it useful.Jul 11, 2026AI
GPT-5.6 Review: Sol, Terra, Luna, and the Routing Rule
GPT-5.6 Sol, Terra, and Luna reviewed with live API prices, benchmarks, context limits, and the routing rule that decides which tier to use.Jul 10, 2026AI
Gemini Managed Agents Can Now Finish the Job After You Disconnect
Gemini Managed Agents now run in the background, connect to remote tools, call your functions, and refresh credentials without losing their workspace.Jul 10, 2026AI
Codex vs Claude Code After the Microsoft CLI Study: The 24% PR Lift Is Not the Whole Decision
Microsoft's CLI-agent study found 24% more merged PRs. Here's what that changes, and what it does not, for Codex vs Claude Code in 2026.Jul 5, 2026AINewsletter
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