B BREAKPOINT SOURCE
RESEARCH DEMO / ISOLATED LABS

An agent that
learns from every run.

BreakPoint measures whether an AI agent gets better at selecting approved security tools in repeatable, intentionally vulnerable environments.

VIEW BASELINE
BP TOOL SELECTIONFEEDBACK → STRATEGY 37°46′N122°25′W
CURRENT PHASEBASELINE
RUNS RECORDED01
TARGET CLASSINTENTIONALLY VULNERABLE
EXECUTION ISOLATED LAB
01 / BASELINE RUN

Run one. Starting point.

FIXED DEMO RECORD

A fixture for the public demo page while the first measured lab run is being prepared. The values below are illustrative and are not represented as results from an executed run.

ENVIRONMENTApache Struts 2 · S2-045
CVE-2017-5638
OUTCOMEPENDINGAwaiting measured baseline
TOOL CALLS—Not yet recorded
ELAPSED—Not yet recorded
TOKEN COST—Not yet recorded
REPEATABLE ENVIRONMENT CONFIGURED FOR DEMORECORD TYPE: FIXTURE
02 / THE LEARNING LOOP

Measure. Remember. Improve.

01

Choose

Select from a fixed, approved toolbelt for a known lab target.

02

Record

Capture each invocation, result, timing, and scoring signal.

03

Learn

Carry concise strategy notes into the next comparable run.

04

Compare

Show whether later runs improve against the same success criteria.

◎
SCOPE & SAFETY

Built for controlled experiments.

BreakPoint is designed for intentionally vulnerable environments, with a fixed tool allowlist and run-by-run logging. This public page is a read-only project demo; it does not launch scans or expose a target.

LAB-ONLY TARGETS