AIREITERBlog
MiniMax H3: Specs, Pricing, and How It Compares
What MiniMax H3 is (a video model, not M3), verified specs and official pricing, how it compares to Veo, Kling, and Seedance, the open-weights reality, and how to access it.
GPT-5.6 Luna vs GPT-5.4 Mini: Which Is Cheaper Now?
After OpenAI's July 30 cut, GPT-5.6 Luna ($0.20/$1.20) is ~73% cheaper than GPT-5.4 mini ($0.75/$4.50) and matches nano. Same-prompt tests show Luna winning on cost; mini leads on latency.
Cheapest LLM API for Coding: 4 Models Tested (2026)
DeepSeek V4 Flash is the cheapest coding API tested; Kimi K2.7 Code gave the most complete answer, while GPT-5.4 mini was the fastest.
When to Rewrite, When to Tolerate a Browser Bridge: A Three-Tier Ladder for Landing Reversed Code
Reverse-engineered logic has to land as one of three forms: native rewrite, local JS engine, or passive browser bridge. Each tier down jumps cost an order of magnitude — so fight for the top tier.
Differential Testing: The Only Gate That Stops Model Hallucination in Reverse Engineering
An LLM’s algorithm hypothesis is just a sentence until you write the assert. Differential testing turns “maybe” into “yes/no” — boundary inputs, hidden entropy, layer peeling, and durable fixtures.
Reverse-Engineering an Obfuscated Signature: 90% Is Standard, the Deadly 10% Is the Deviation Points
Most of an obfuscated signature is standard code you copy verbatim; the real work is the 10% quietly altered from the standard — four deviation types, and why hunting them needs a reasoning model.
LLM-Assisted JS Reverse Engineering: Four Things AI Can Do, and Three You Can't Hand Off
An LLM spots the algorithm family in obfuscated JS but can’t verify it — a four-stage workflow built around that split: the prompts, the differential tests, and which model fits each stage.
The Cheapest LLM API in 2026: Verified Prices & Best Picks
Verified July 2026 prices for the cheapest LLM APIs, how caching and batch APIs cut real costs, the cheapest pick per use case, and when an aggregator beats going direct.
AI Video Generator Prompt Adherence: 6 Models Tested
Two prompts, 20 checkable elements, six models: Seedance 2.0 Fast, Kling 3 Turbo, Veo 3.1, Wan 2.7, Grok Imagine and Hailuo 02 Pro. Scores, costs, latency and the frames where each slipped.
HunyuanImage 3.0 Alternatives After the China-Only Login Wall
Tencent's official HunyuanImage 3.0 demo now sits behind Chinese-ecosystem login. We verified the weights are still open, checked hosted pricing, and ran a text-rendering test on three alternatives.
Free Video Upscaler Tools: What's Actually Free in 2026
We verified the free limits of 7 video upscalers in July 2026: browser tools like free.upscaler.video, quota services Krea and TensorPix, and open-source Video2X and SeedVR2, with a hands-on test.
GPT-5.6 Sol vs GPT-5.5: Same Price, a Different Bill (Tested)
GPT-5.6 Sol lists at the same API price as GPT-5.5. We verified the pricing, ran the same three prompts on both, and mapped 5.5 effort levels to the 5.6 lineup to show when the upgrade pays off.
Best Free AI APIs in 2026: Official Limits and Data Policies
Nine providers issue free AI API keys without a credit card. We verified every official rate limit, data policy, and privacy commitment so you can pick the right one.
Seedance 2.5 Launched: Availability, API Status, and Pricing
ByteDance launched Seedance 2.5 on July 31, 2026, naming Jimeng and Doubao Pro as first channels. Every route checked hours later still read coming soon, and ModelArk prices 2.5 about 50% above 2.0.
Best AI UGC Video Generator in 2026: 5 Picks by Use Case
A dated, scenario-based comparison of ReelFlood, Creatify, Arcads, HeyGen, and MakeUGC, with official pricing links, credit-model caveats, and a practical pre-publish checklist.
OpenAI Codex Security CLI: What One Real Scan Costs
OpenAI open-sourced the Codex Security CLI on July 28, 2026. Five scans of a nine-line repository cost $1.46 to $8.54 each and never reached a finding. What that means for your budget.
Unlimited OCR: What Baidu's 3B Model Can and Can't Do
Baidu's Unlimited OCR replaces the per-page OCR loop with a single 32K call. Verified numbers on accuracy, throughput, VRAM and cost per 1,000 pages, plus where it still garbles invoices.
Video Face Swap Tools: How to Choose One in 2026
Choose a video face swap tool by project type, published plan details, local versus cloud processing, full-clip quality checks, and consent.
Grok 4.6 API: Pricing, Benchmarks and What Changed
Grok 4.6 is live on the xAI API at $2 input and $6 output per million tokens, 500K context, with a new xhigh reasoning effort. Same headline price as Grok 4.5, higher real cost.
Claude Opus 5 vs Fable 5: Is 2x Still Worth It?
Every line of Fable 5's price sheet is 2x Opus 5's. In our four-task smoke test Fable 5 spent 21% fewer output tokens and still cost 1.6x per pass. Here is the break-even threshold and who clears it.