DeepSeek V4 Flash 0731: The API Value Frontier
DeepSeek V4 Flash 0731 pairs a 1M context window and MIT weights with a $0.14/$0.28 direct API, but high token use and hallucinations still require evaluation.
Posts
Articles
Technical notes, experiments, and field reports on AI agents, coding tools, security failures, and verification workflows from real production use.
GPT-5.6 Luna Is OpenAI’s Value Default
Why GPT-5.6 Luna is the OpenAI value default for bounded Codex work and high-volume API tasks, with subscription and API economics kept separate.
Claude vs OpenAI Data Retention: What Gets Kept
Claude and OpenAI retention compared by consumer, API, Covered Model, ZDR, safety-review, legal-hold, and local deployment paths.
AI Subscription Capacity Is Perishable
Why AI subscription limits are perishable, how purchased Codex resets differ from credits and grants, and how to use capacity without waste.
Prompt Caching: Cut AI Agent Token Costs
Learn how prompt caching changes LLM token costs, why coding agents resend context, what compaction can waste, and how to measure Codex, Claude Code, and OpenCode.
How OpenAI's Cyber Eval Breached Hugging Face
A preliminary, source-labeled analysis of the ExploitGym eval failure, Hugging Face breach, and five controls for containing cyber agents.
Fable 5 Returns as Claude Sonnet 5 Becomes Default
Fable 5 is back with tighter safeguards while Sonnet 5 becomes Claude's default. Here is the practical routing and cost decision.
How to Read AI Benchmarks Without Getting Fooled
Learn how to read AI benchmarks, spot saturation and contamination, compare coding and chat leaderboards, and test models on your own work.
GPT-5.6 Sol Preview: Access and Agent Risks
GPT-5.6 Sol is a restricted API and Codex preview shaped by a government request. Check access, agent risks, pricing, and safeguards before routing work.
Frontier Model Access: Fable, Mythos, GPT-5.6
Fable 5 is restored globally, while Mythos 5 and GPT-5.6 remain approval-sensitive. These are different access mechanisms, not one licensing regime.
Codex Banked Resets and the GPT-5.6 Preview
A dated Codex chronology separating scheduled limits, banked resets, purchased full resets, credits, incident recovery, and broad resets through August 20.
Claude Fable 5 Restored: Cost and Guardrails
Fable 5 is generally available but credit-controlled. Compare its $10/$50 price, safeguards, retention, and Opus 5 alternative.
AI Coding Subscription Limits: May 2026
May 2026 coding-limit snapshot. Current discovery routes Kimi K3 as the newest flagship and K2.7 Code as the cheaper coding API.
Running LLMs Locally: Gemma, Ollama, and Practical Choices
How to decide between local and cloud, where Gemma fits, which runtime to pick, and what hardware you actually need for useful local AI.
Exa Search: The AI-Native Search Engine Built for Agents
Deep dive into Exa, the AI-native search API. Real benchmarks: 452ms latency, 79-90% token savings, semantic discovery vs keyword matching.
Claude Code Leak: The Hidden Features That Escaped, and What Builders Should Actually Care About
The Claude Code leak exposed hidden features, but the deeper lesson is operational: package artifacts can leak product boundaries, internal experiments, and roadmap intent.
AI Tools in March 2026
March 2026 AI tool recommendations by budget tier — free options, $20/mo, under $100, and $200+. Updated for the current free tier landscape.
Migrating from OpenAI to Kimi, Claude, or Antigravity (2026)
Complete migration guide: export your OpenAI data, compare features with Kimi k2.5 and Claude, cut costs by 80%.
OpenClaw Provider Policy Check 2026: Complete Guide
Find out if your AI provider allows OpenClaw usage. 10-second status check for Anthropic, Google, OpenAI, Kimi, and 10+ providers with migration paths if you're at risk.
Hands-on with Google Lyria 3: AI Music Generation in the Gemini App
First look at Google Lyria 3 — accessible right inside the Gemini app. Includes the revised Lyria prompt workflow, an ancient Mesopotamian trap experiment, image-to-music, and a cat theme song.