- Introduced AGENTS.md, README.md, TASKS.md, and implementation_plan.md for Vexer, detailing mission, responsibilities, key components, and operational notes. - Established similar documentation structure for Vulnerability Explorer and Zastava modules, including their respective workflows, integrations, and observability notes. - Created risk scoring profiles documentation outlining the core workflow, factor model, governance, and deliverables. - Ensured all modules adhere to the Aggregation-Only Contract and maintain determinism and provenance in outputs.
		
			
				
	
	
	
		
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Runtime Detector Overview
Runtime classification converts a reduced command into a concrete language or framework identity with supporting evidence. This document describes the shared contracts, helper utilities, calibration strategy, and integration points; language-specific heuristics live in the entrypoint-lang-*.md files.
1) Contracts
public enum LanguageType {
  Java, DotNet, Node, Python, PhpFpm, Ruby, Go, Rust, CCpp,
  Nginx, Deno, Elixir, Supervisor, Other
}
public sealed record ResolvedCommand(
  string[] Argv,
  string   Argv0,
  string?  AbsolutePath,
  bool     IsElf,
  bool     IsPe,
  bool     IsScript,
  string?  Shebang,
  string   WorkingDir
);
public sealed record LanguageHit(
  LanguageType Type,
  double       RawScore,
  string       ResolvedBinary,
  string[]     Args,
  List<string> Evidence,
  string?      AppArtifactPath = null,
  string?      MainModule = null,
  Dictionary<string,string>? Extra = null
);
Interface
public interface ILanguageSubDetector {
  LanguageHit? TryDetect(
    ResolvedCommand cmd, OverlayVfs vfs, EnvBag env, ImageContext img, CancellationToken ct = default);
}
public sealed class LanguageDetector {
  private readonly ILanguageSubDetector[] _detectors = {
    new JavaDetector(),
    new DotNetDetector(),
    new NodeDetector(),
    new PythonDetector(),
    new PhpFpmDetector(),
    new RubyDetector(),
    new NginxDetector(),
    new GoDetector(),
    new RustDetector(),
    new DenoDetector(),
    new ElixirDetector(),
    new CCppDetector(),
    new SupervisorDetector()
  };
  private readonly ScoreCalibrator _cal = ScoreCalibrator.Default;
  public LanguageHit Detect(ResolvedCommand cmd, OverlayVfs vfs, EnvBag env, ImageContext img, out double confidence) {
    var hits = _detectors.Select(d => d.TryDetect(cmd, vfs, env, img)).Where(h => h is not null).ToList()!;
    LanguageHit best = hits.Count == 0
      ? new LanguageHit(LanguageType.Other, 0.10, cmd.AbsolutePath ?? cmd.Argv0, cmd.Argv.Skip(1).ToArray(),
                        new() { "No strong runtime family signals detected." })
      : hits.OrderByDescending(_cal.Calibrate).First();
    confidence = _cal.Calibrate(best);
    foreach (var alt in hits.Where(h => h != best).OrderByDescending(_cal.Calibrate))
      best.Evidence.Add($"Alternative: {alt!.Type} (score={_cal.Calibrate(alt):0.00}) — {string.Join("; ", alt.Evidence.Take(2))}…");
    return best;
  }
}
2) Helpers
static class VfsHelpers {
  public static bool FileExists(OverlayVfs vfs, string path) => vfs.Exists(path);
  public static bool TryOpen(OverlayVfs vfs, string path, out Stream? stream) {
    if (!vfs.Exists(path)) { stream = null; return false; }
    stream = vfs.OpenRead(path);
    return true;
  }
  public static string Join(string cwd, string maybeRel) =>
    Path.IsPathRooted(maybeRel) ? maybeRel : Path.GetFullPath(Path.Combine(cwd, maybeRel));
}
static class ArgvHelpers {
  public static int IndexOf(this string[] argv, string flag) =>
    Array.FindIndex(argv, a => a == flag);
  public static string? Next(this string[] argv, int idx) =>
    (idx >= 0 && idx + 1 < argv.Length) ? argv[idx + 1] : null;
  public static bool AnyEndsWith(this IEnumerable<string> args, string suffix, bool ignoreCase = true) =>
    args.Any(a => a.EndsWith(suffix, ignoreCase ? StringComparison.OrdinalIgnoreCase : StringComparison.Ordinal));
  public static bool Is(this string? candidate, params string[] names) =>
    candidate is not null && names.Any(n => string.Equals(Path.GetFileName(candidate), n, StringComparison.OrdinalIgnoreCase));
}
3) Scoring & calibration
- Each sub-detector returns a RawScore(0..1) based on family-specific heuristics.
- Feed raw scores into a calibrator (Platt scaling or isotonic regression) trained on labelled corpora to get calibrated probabilities.
- Persist calibration metadata per detector to avoid drift.
- When no detector fires, return LanguageType.Otherwith low confidence and an evidence note.
4) Cross-checks
Enhance precision by combining detector results with filesystem and configuration signals:
- Compare declared EXPOSEports with runtime defaults (e.g.,80/443for Nginx,8080for Java app servers).
- Inspect service-specific configuration (nginx.conf,php-fpm.conf,web.config,Gemfile,package.json,pyproject.toml).
- For Java and .NET, verify artefact presence and manifest metadata; for Go/Rust check static binary traits.
- Re-run detectors after ShellFlow rewrites to ensure post-execcommands are analysed.
5) Windows nuances
- Use config.Shellto detect PowerShell vs CMD; adjust interpreter lookup accordingly.
- PE probing is mandatory—PowerShell scripts often front .NET or native binaries.
- Consider case-insensitive paths and \separators.
6) Integration points
- Static reducer passes ResolvedCommand→ runtime detector.
- Dynamic reducer pipes steady-state commands through the same interface.
- Output LanguageHitpopulates theTerminalProcessalong withconfidence.
- Downstream consumers (Policy Engine, Vuln Explorer) merge runtime type into their evidence trail.
7) Next steps
Language-specific heuristics live in:
| Runtime | Document | 
|---|---|
| Java | entrypoint-lang-java.md | 
| .NET / C# | entrypoint-lang-dotnet.md | 
| Node.js | entrypoint-lang-node.md | 
| Python | entrypoint-lang-python.md | 
| PHP-FPM | entrypoint-lang-phpfpm.md | 
| Ruby | entrypoint-lang-ruby.md | 
| Go | entrypoint-lang-go.md | 
| Rust | entrypoint-lang-rust.md | 
| C/C++ | entrypoint-lang-ccpp.md | 
| Nginx | entrypoint-lang-nginx.md | 
| Deno | entrypoint-lang-deno.md | 
| Elixir/Erlang (BEAM) | entrypoint-lang-elixir.md | 
| Supervisors | entrypoint-lang-supervisor.md | 
Each runtime file documents the heuristics, artefacts, and edge cases specific to that family.