# AkashaCorporation

- **Event:** [Built with Opus 4.7: a Claude Code hackathon](https://cerebralvalley.ai/e/built-with-4-7-hackathon)
- **When:** Apr 21 at 12:00 PM – Apr 27 at 2:00 AM (EDT)
- **Where:** Online
- **Team:** [Lukas Machado](https://cerebralvalley.ai/u/LXrdKnowkill)
- **GitHub:** https://github.com/AkashaCorporation/Project-Pythia
- **Demo video:** https://www.youtube.com/watch?v=lYeQguJWBFQ
- **Gallery:** https://cerebralvalley.ai/e/built-with-4-7-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/built-with-4-7-hackathon/hackathon/gallery/13

Pythia is a Claude-powered oracle agent that intervenes in real time during malware emulation. Modern hostile samples detect sandboxes in seconds — timing checks, PEB reads, hash-based imports — and abort silently, leaving analysts with "no malicious behavior observed" reports.
   Static rule-based bypasses don't scale to new variants.

  Pythia takes a fourth path: when HexCore's emulator hits an anti-analysis check, the Oracle Hook pauses execution and asks Claude what to do. Patch a register? Skip an instruction? Read memory? Abort? The model reasons from CPU state plus a live disassembly window and responds
  via a constrained decision schema. HexCore applies the decision, resumes emulation, and the malware never knows it was watched.

  Validated against two self-authored red-team samples — v6.1 (9 evasion layers) defeated in 40 s / $0.037, v7.0 (added runtime integrity check, QPC tamper gate, and a two-stage URL decoder with a decoy beacon) defeated in 46 s / $0.081 on the first attempt. In v7, Pythia
  explicitly noted "no decoy strings present" in her decision reasoning — she recognized the trap and avoided it without being told to.

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Markdown version of https://cerebralvalley.ai/e/built-with-4-7-hackathon/hackathon/gallery/13. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt