bots-bench / Cyber Blue Team CTF / GPT-5.6 family

CyBT-CTF: GPT-5.6 family

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Family Verdict

Chaotic Neutral — Three Sleuths in a Trenchcoat

GPT-5.6 is a family, not one tier. Read terra, luna, and sol as sibling lanes against the updated-harness GPT-5.5 baseline — never as a single collapsed GPT-5.6 score.

Frontier

Where GPT-5.6 lands against the frontier

Each model's best CyBT-CTF run, sorted by solve rate. Harnesses differ across labs (shown per bar and in the tooltip), so read this as a capability landscape, not a controlled head-to-head. GPT-5.6 configs are outlined in white.

Score

terra, luna, and sol versus the GPT-5.5 baseline

Bars are sorted by solve rate on the blinded CyBT-CTF benchmark. terra medium is the flagship (highlighted); GPT-5.5 was rerun on the same updated harness so the gain reflects the model, not the harness.

Cost and Calls

What does the score cost, and how hard does each lane search?

Solve rate versus total model cost (lower cost is to the right). Marker size follows Splunk-call volume — luna searches the most; terra hits the best accuracy for the fewest calls.

Landscape

Explore the whole field

Every model's best CyBT-CTF run on axes you choose. Pick what to compare — accuracy, cost, or speed — and what the bubble size means. GPT-5.6 configs are outlined; harnesses differ across labs, so treat position as a landscape, not a controlled race.

Full board

Every model on CyBT-CTF

The complete field — each model's best CyBT-CTF run, ranked by solve rate. GPT-5.6 rows are highlighted. Harnesses vary by lab and are shown per row; only sanitized aggregate scores, cost, and timing are included.

Memorization

How much does each variant already know?

Does GPT-5.6 solve these because it investigates, or because it has seen the answers? Running each variant on the public BOTSv3 benchmark with no tools shows how much it can recall from memory alone.

Public cross-check

Sol low and none on BOTSv3 with tools

BOTSv3 is public, so these rows are shown separately from the blinded CyBT-CTF leaderboard. They are useful for a public benchmark sanity check, not for the headline ranking.

GPT-5.6 detail

Every GPT-5.6 configuration

Each row is one GPT-5.6 configuration on the blinded CyBT-CTF investigation benchmark — its solve rate, total cost, and how many Splunk searches it ran to get there. Scoring is strict exact-match, so a right answer in the wrong format can still miss the point; read the scores as a floor, not a ceiling.