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ViewpointWhat Is GPT-6.1 Terra?
OpenAI's GPT-6.1 Terra replaces GPT-5.6 Terra at $1/$5 per million tokens. The specs, the price cut that's bigger than the headline, every benchmark with its source, and when to pick it over Sol or Luna.
Ashley Innocent
October 27, 2026
ViewpointWhat Is Kimi K3.1 Pro?
Kimi K3.1 Pro is Moonshot AI's post-trained Kimi K3: same 2.8T MoE design, 1M-token context, one third cheaper at $2/$10 per 1M tokens, and far fewer hallucinations on Moonshot's tests. Specs, vendor-run benchmarks, pricing, Highspeed and the open-weights date.
Ashley Innocent
October 24, 2026
ViewpointPHP2Shell: The PHP Bug That Lets Anyone Run Code on Your Server (Patch Now)
Two critical PHP bugs, CVE-2026-109618 and CVE-2026-109619, give unauthenticated attackers code execution on every SAPI that serves HTTP. Here's how to check your servers, patch to 8.5.12/8.4.27/8.3.36/8.2.35, and what the workarounds really cover.
Ashley Innocent
October 23, 2026
ViewpointGemini 4 Argon Ships to Defenders Without Cyber Guardrails: What It Means for the APIs You Run
Google released Gemini 4 Argon without cyber guardrails to Fairwind defenders, and since October 13 any team with a paid Gemini API key can call gemini-4-argon. Here are the cyber numbers, both access routes, Google's safeguards, and the API checks to schedule now.
Ashley Goolam
October 15, 2026
ViewpointWhat Is the OpenAI Decisions API?
OpenAI's Decisions API (POST /v1/decisions, GPT-6 Luna, GA since Oct 22, 2026) turns text, images and JSON into predicate, choice and score answers with probabilities, at $0.10 per 1M input tokens ($0.01 cached) and no output charge. What it returns, costs, and when to pick it.
INEZA Felin-Michel
October 10, 2026
ViewpointOpenAI Decisions API vs Responses API
Decisions for classify, route, score and gate with probabilities and input-only billing at $0.10 per 1M; Responses for text, your own JSON, tools, streaming and state. The same ticket routed both ways, the cost math, a feature matrix and testing both in Apidog.
INEZA Felin-Michel
October 10, 2026
ViewpointOpenAI Decisions API vs Jev:
OpenAI's Decisions API (GA since Oct 22) and TypeSafe's Jev both return typed answers with probabilities and bill input only. Compare price, caching, inputs, limits, access and output shapes, with the same ticket-routing request in both, then test both in one Apidog project.
Ashley Innocent
October 10, 2026
ViewpointWhat Is Claude Haiku 5.5?
What is Claude Haiku 5.5? Anthropic's Oct 7, 2026 model: $0.10/$0.50 for prompts up to 100K tokens, 1M context, benchmarks, and changes from Haiku 4.5.
Ashley Innocent
October 8, 2026
ViewpointNano Banana 2.1 Is Out: Half the Price of Nano Banana 2, and the Text Finally Works
Nano Banana 2.1 (gemini-nano-banana-2.1) costs half of Nano Banana 2 per image. What Google says improved, full pricing, and the catches.
Ashley Innocent
October 6, 2026
ViewpointMistral Is Back: Le Chonk Beats GPT-6 Astra and Claude
Mistral Large 4 scores 82% on a cyber test where GPT-6 Astra and Claude Opus 5.5 score near zero. Here's why, plus specs, $0.68 pricing and where it loses.
Ashley Innocent
October 6, 2026
ViewpointGemini 4 Argon vs GPT-6 Astra vs Claude Opus 5.5
Gemini 4 Argon is GA on the paid Gemini API and leads Google's table on 13 of 19 rows. Here's how it compares with GPT-6 Astra and Claude Opus 5.5 on price, limits and benchmarks, which to route each task to, and how to test all three.
Ashley Innocent
October 2, 2026
ViewpointGemini 4 Argon Pricing: $2/$10 Intro, $4/$20 After, and What a 1M-Token Answer Costs
Gemini 4 Argon costs $2/$10 per 1M tokens through November 30, 2026, then $4/$20, with cached input 95% off. Here's the full rate card, cost math for real workloads, a maxed-out long decode, and how it compares with Opus 5.5, Astra and Sol.
INEZA Felin-Michel
October 2, 2026
ViewpointWhat Is Gemini 4 Argon?
Gemini 4 Argon is Google's frontier model, generally available since October 13, 2026 as gemini-4-argon on the paid Gemini API and for Pro and Ultra subscribers in the Gemini app. Here's what it costs, how it benchmarks, and how to call it.
Ashley Innocent
October 2, 2026
ViewpointMCP Events explained: build and test a webhook-emitting MCP server ChatGPT can subscribe to
MCP Events explained: how ChatGPT subscribes to your MCP server with events/subscribe, Standard Webhooks signing, the 256 KiB limit, and tests in Apidog.
Medy Evrard
October 2, 2026
ViewpointHow to use GPT-6.1 Sol APl ?
GPT-6.1 Sol API guide: your first gpt-6.1-sol request, effort levels, Batch/Flex/Fast pricing, and the four changes to migrate from gpt-6-sol.
INEZA Felin-Michel
September 30, 2026