Category: ai
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How to Review an Open-Source Agent Framework Before Adopting It
A practical checklist for verifying an agent framework’s exact package, maintenance, license, dependency security, workflow fit, and operating risks before adoption.
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AI Agent Frameworks in 2026: Choose by Control, State, and Data
Compare AI agent frameworks by workflow control, state, retrieval, and governance—not stars or downloads. Includes a practical shortlist, research caveats, and a fair bake-off plan.
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Claude API Prompt Caching Costs: Modelled Examples, Not Benchmarks (2026)
A transparent 50-turn cost model for Claude API prompt caching using current published rates. These are calculated examples, not live measurements or benchmarks.
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Claude Pro vs API in 2026: What $20 Buys at Current Prices
What $20 buys on the Claude API in tokens, why Pro has no token count to compare, and the worked math for when each one is cheaper. Checked 2026-09-24.
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Qwen-Image 2.1 on 16 GB or 24 GB GPUs: VRAM Facts vs Estimates
Qwen-Image 2.1 is a 33.1 GB download in BF16. We measured the files: what fits on 16 GB and 24 GB cards in BF16, INT8 and GGUF, and what does not.
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Free AI Video Generator Limits 2026: One-Time Credits, or 50 a Day
What free AI video plans buy in 2026: Runway’s 125 one-time credits, Google Flow’s 50 a day, Pika’s 0. Clip counts checked 21 Sep 2026.
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AI Image Generation for Products: API, Self-Hosting, or No-Code?
We checked live pricing for hosted APIs, self-hosted GPU rental, and no-code builders — here’s what 1,000 images actually cost on each.
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Which AI Platforms Watermark Images in 2026? 5 Compared
OpenAI, Google, Meta and Adobe label AI images differently, and Microsoft quietly watermarks them too. We tested all 11 official tools live today and show how to verify one.
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Claude Code Parallel Agents: Subagents, Agent Teams, and Usage Limits
We ran three subagents at once inside a live Claude Code session, timed the real wall-clock speedup, and priced the token bill against official rates.
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Can You Trust a Cloned Voice? What Three Studies Say About Detection
Three studies reveal why hearing a familiar voice, checking a website, and reading a detector score are different forms of evidence. Includes study limitations and a worked false-alarm calculation.