Releases

Dated release windows beat vague recency claims.

Supporting variants should look like disciplined products, not fuzzy promises. Each release carries a freeze date, coverage window, and a clear status.

Founder review

One sentence. One benchmark. One obvious next step.

Operator review

Simple pricing. Domestic routing. Honest limits.

Release rail

Release dates beat fuzzy recency claims.

Supporting variants look more credible when they behave like dated products with coverage windows and freeze points.

Planned format

toolkit-llm-current-na-2026-03

Monthly public-affairs rail with a dated freeze window and explicit release notes.

Window
March 1, 2026 to March 31, 2026
Freeze
March 31, 2026
Planned format

toolkit-llm-politics-na

Politics variant focused on direct, neutral US policy and civics responses.

Window
Stable civics lane
Freeze
Versioned by adapter release
Planned format

toolkit-llm-current-na-2026-02

Prior monthly release kept visible so recency claims remain concrete and inspectable.

Window
February 1, 2026 to February 28, 2026
Freeze
February 28, 2026
Cadence

Freeze dates are part of the product.

Each release should publish a coverage start, coverage end, and freeze date instead of implying vague real-time awareness.

Versioning

The rail should make comparison easy.

Keep the current monthly release and one prior release visible so buyers can inspect what changed and when.

Scope

Variants support the flagship, they do not replace it.

The base model remains the public flagship. Supporting releases deepen the family without hijacking the homepage.

Toolkit-LLM

The smarter machine to buy.

Run the benchmark, inspect the routing and pricing posture, and decide with numbers instead of brand gravity.