Explore models, discover tools and understand the advances that are changing technology.
Verified analysis
A query can run without errors and still calculate a metric incorrectly. This protocol explains how to inspect joins, filters and aggregations, test in a controlled environment, and compare results with known references.
Q4_K_M, Q5_K_M, and Q8_0 alone do not tell you how much hardware you need. Learn to estimate weight memory, calculate the KV cache, and validate a setup with task-specific speed and quality tests.
A practical guide to logging each request and its stages without indiscriminately storing sensitive data. It covers an event schema, an instrumentation example, privacy criteria, diagnostic dashboards, and a process for investigating failures and distinguishing API-reported usage from final charges.
Six routes from headline to informed decisions, comparing alternatives and checking their primary sources.
Verified profiles, capabilities and versions.
What they solve and for whom.
Planning, memory and action.
APIs, patterns and evaluation.
Privacy and control without cloud.
The papers, without losing rigor.
Select up to three models to contrast their orientation and modalities.
Generalist frontier model oriented towards complex tasks, use of tools and highly demanding professional work.
Model oriented to code and knowledge work, with controls that allow effort to be adjusted to each task.
Flash model for long-running software engineering, autonomous agents, and complex business flows.
Complex work, coding, and tool-using agents.
Tasks requiring a balance of quality, speed, and cost.
High volume, subagents, and structured extraction.
i Profiles show their verification date and always link to the primary source. Missing data is never inferred.
Models (100) ↗Memory, quantization, context and speed: a practical route to fit the model to the computer and not the other way around.
Attention, useful signal and practical limits.
A guide to interpreting long benchmarks.
What changes when the inference is local.
Less infinite directory; more context about the problem each tool solves.
An editorial reading of how the product focus has changed. It is not a benchmark: it summarizes recurring capabilities in the official announcements analyzed.
Qualitative editorial index · updated SEP 2026
Each route connects a need with evaluation criteria, not with a specific brand.
Privacy, long context and citations as minimum criteria.
View relevant criteria →Understanding the code, tools and automatic verification.
Compare capabilities →Local memory, quantization and control of the environment.
Open local AI guide →Selected modelsChoose between two and three to compare