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https://github.com/CyberSecurityUP/NeuroSploit.git
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v3.5.1: POMDP belief-state + value-of-information planner + grounded anti-hallucination
Partial observability is now first-class: - belief.rs — property-graph world model; nodes (host/service/vuln/exploit/cred) carry a probability, not a boolean. Bayesian observation updates; per-node Shannon entropy; mean-uncertainty + recon-frontier. Black-box = diffuse priors that sharpen with observation; white-box collapses toward deterministic (MDP). - pomdp.rs — value_of_information(), decide() (recon vs exploit falls out of belief entropy), and may_assert() — the mathematical anti-hallucination gate: no exploitability claim while the belief is diffuse (high entropy) → observe first. - grounding.rs — verification engine, hard rule "no claim without a tool receipt": empirical grounding for black-box (raw HTTP/OOB/error markers), symbolic for white-box (file:line into reviewed source). Ungrounded claims demoted + flagged receipt_missing (feeds future reward shaping). - pipeline.finish(): grounding gate before reporting + belief-uncertainty readout. - bump 3.5.0 → 3.5.1; README documents the v3.5.1 belief/grounding architecture and the infra/bandit/reward roadmap. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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@@ -1,4 +1,4 @@
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//! NeuroSploit v3.5.0 — interactive harness + CLI (`run` / `whitebox` / `agents` / `models`).
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//! NeuroSploit v3.5.1 — interactive harness + CLI (`run` / `whitebox` / `agents` / `models`).
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mod repl;
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@@ -10,8 +10,8 @@ use std::path::{Path, PathBuf};
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#[command(
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name = "neurosploit",
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version,
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about = "NeuroSploit v3.5.0 — multi-model autonomous pentest harness",
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long_about = "NeuroSploit v3.5.0 — a Rust multi-model harness that drives a pool of LLMs \
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about = "NeuroSploit v3.5.1 — multi-model autonomous pentest harness",
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long_about = "NeuroSploit v3.5.1 — a Rust multi-model harness that drives a pool of LLMs \
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(API key or local subscription: Claude/Codex/Gemini/Grok) to autonomously test a target. \
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After recon it INTELLIGENTLY selects only the agents matching the discovered surface, runs \
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them in parallel, then validates every finding by cross-model voting before reporting.\n\n\
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@@ -276,7 +276,7 @@ async fn run_mode(base: &Path, mut cfg: RunConfig, mcp: bool, mode: Mode) -> any
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cfg.rl_path = Some(base.join("data").join("rl_state_rs.json").display().to_string());
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write_status(&workdir, "running", &format!("\"target\":{:?}", cfg.target));
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println!(" ┌─ NeuroSploit v3.5.0 · by Joas A Santos & Red Team Leaders");
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println!(" ┌─ NeuroSploit v3.5.1 · by Joas A Santos & Red Team Leaders");
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println!(" │ run id : {run_id}");
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println!(" │ target : {}", cfg.target);
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println!(" │ models : {}", cfg.models.join(", "));
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@@ -1,4 +1,4 @@
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//! NeuroSploit v3.5.0 — interactive session (Claude-Code / Codex / Cursor-CLI style).
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//! NeuroSploit v3.5.1 — interactive session (Claude-Code / Codex / Cursor-CLI style).
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//!
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//! Launched when `neurosploit` runs with no subcommand. A persistent REPL with
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//! real line editing (arrow-key history recall, Ctrl-A/E/K, paste), model
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@@ -191,7 +191,7 @@ pub async fn repl(base: &Path) -> anyhow::Result<()> {
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let backends = harness::installed_cli_backends();
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println!("\x1b[1m");
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println!(" ███╗ ██╗███████╗██╗ ██╗██████╗ ██████╗");
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println!(" ████╗ ██║██╔════╝██║ ██║██╔══██╗██╔═══██╗ NeuroSploit v3.5.0");
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println!(" ████╗ ██║██╔════╝██║ ██║██╔══██╗██╔═══██╗ NeuroSploit v3.5.1");
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println!(" ██╔██╗ ██║█████╗ ██║ ██║██████╔╝██║ ██║ interactive harness");
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println!(" ██║╚██╗██║██╔══╝ ██║ ██║██╔══██╗██║ ██║ by Joas A Santos");
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println!(" ██║ ╚████║███████╗╚██████╔╝██║ ██║╚██████╔╝ & Red Team Leaders");
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