Moving forward, the industry cannot continue to train bigger and bigger models since their intelligence not only plateaus but often will get worse
GPT-5.5 and DeepSeek V4 Pro are two of the clearest hallucination leaders, despite being absolutely huge. Because of their immense size they simply did not learn how to say “I don’t know”
You can do things like change the local context window and watch performance improve or degrade, and really dig into how your tokens are processed on the GPU. You can change the system prompt, the quantizations. You can pit models against each other. You can also change and introspect the harness side.
The possibilities are endless, and the tools only keep getting better.
Tokenomics: Quantifying Where Tokens Are Used in Agentic Software...
Our preliminary findings show that the iterative Code Review stage accounts for the majority of token consumption for an average of 59.4% of tokens. Furthermore, we observe that input tokens consistently constitute the largest share of consumption for an average of 53.9%, providing empirical evidence for potentially significant inefficiencies in agentic collaboration.
So what’s actually different between GPT and Claude and Gemini and LLaMA? Public details vary, and the proprietary models do not publish every architectural choice. But at the level this post is covering, they broadly sit in the same transformer-family design space.
Beyond Benchmarks: Frontier LLM Disagreement on Fact-Checks
The twenty claims in this corpus with the widest spread between the highest- and lowest-bucket frontier verdicts. These are claims where the panel doesn't just disagree — it disagrees substantively, with at least one model picking a verdict ≥2 buckets away from another.
How Claude Code works in large codebases: Best practices and where to start | Claude
The harness is built from five extension points—CLAUDE.md files, hooks, skills, plugins, and MCP servers—each serving a different function. The order in which teams build them matters
The sefirot are the ten spheres on the Tree of Life. Each sefirah (singular of sefirot) represents a different aspect of the Divine, as well as aspects of human consciousness and existence. These are, from top to bottom
What actually happens when you type a message into Claude Code? The agent loop, 40+ tools, multi-agent orchestration, and unreleased features, mapped straight from the source.