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The Kimi K3.1 Pro vs Opus 5.5 Gap is Embarrassing. For Anthropic.
Opus 5.5 still wins. It just doesn’t win by enough to justify charging nearly three times as much per…
Your AI Agent Writes Safe SQL and Unsafe Everything Else
How do you verify AI-generated code before merging? Start with the checks your test suite cannot…
Jev + MCP: The Decision Layer Your LLM Workflow Needs
Claude Code ran three times cheaper with Jev in the loop. Not because Jev writes better code: it writes no…
Codex vs Claude Code: What Each $20 Plan Gets You Before the Usage Limit
Prices, five-hour and weekly windows, and every way past a limit, from OpenAI’s and Anthropic’s…
Can You Change the Scene and Keep the Subject?
The duck survived the move to a garden. The framing didn’t.New Scene, Same Subject?A yellow rubber duck…
Anthropic Is Becoming a Drug Company. It Also Decides Who Else Gets to Be One.
It bought a biotech, signed Lilly and BMS, and diverts most of biology away from its best model. Now its two…
I analyzed over 5000 Medium Stories, and I know why AI posts feel like slop
I had Jev read every story. AI posts weren’t copying each other’s headlines. They were following the same…
Design an AI Copilot for 10 Million Developers at Scale
Design an AI Copilot for 10M DevelopersBreaking down the architecture behind real-time code completion,…
Your Agents Don’t Need More Context. They Need Ablation Testing.
Before you add another instruction to your agent, ask whether the instructions you already have are making it…
This Is What Agentic Efficiency Looks Like
Inside a seven-developer team’s AI coding costs, delivery metrics, and the practices that keep humans…
Top 5 Claude Code Skills for Coding in 2026
Five skills that stop Claude from giving bland code, and how to start with each one.Continue reading on…
How to Build Your Own Muse/Dot: Under the Hood of Three Open-Source Architectures
Why securing AI agents requires strict permissions, sandboxing, and safeguards that go beyond the…
Can Claude Build LEGO?
I let an AI design LEGO buildings and Then Built Them for RealContinue reading on Generative AI »
Qwen-Image-2.1-Turbo’s real constraint lives in config files, not the step count
Diffusers 0.41.0 silently uses the checkpoint’s eight-value sigma grid instead of the step count you…
Seeing More or Reasoning Better?
Understanding How PaliGemma 2 ScalesIn Bronzino’s An Allegory with Venus and Cupid, a smiling boy on the…
If AI Removes the Starter Work, What Replaces the Learning Loop?
Automating entry-level production can be a real efficiency gain. It can also remove the practice and feedback…
Your Data Is AI’s Oxygen: The Behavioural Substrate
Nobody ever told you the price. And two of the people building it have now said, in public, that it might…
Claude Sonnet 5.5 vs Opus 5.5, and when the cheaper model costs more
Same token price as GPT-6.1 Sol, half the token price of Opus, and a bill that depends almost entirely on the…
Why AI Agents Fail in Production: The Engineering Problems Nobody Sees in the Demo
A practical engineering guide to context failures, tool errors, excessive permissions, runaway workflows,…
Build a Multi-Agent RAG System with LangGraph and Hugging Face
Combine Retrieval, Specialist Agents, and Grounded AnswersContinue reading on Generative AI »
When an Agent Task Needs More Than a Prompt
A prompt is enough until the work has to survive replanning, handoffs, recovery, and independent…
The Next Battle Isn’t Better Models; It’s Better Harnesses.
Why Google’s Harness² might be one of the most important agent papers of 2026Most discussions about AI…
OpenCode’s Breach Raises Questions About AI Coding Tools
We trust AI agents with our code and secrets. Should we?Continue reading on Generative AI »
CDC Pricing Models Explained: MAR, Per Row, Per GB, and Per Connector
Where the charges come from when your database gets busier, and one destination becomes three.The most…