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README.md
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- cross-architecture
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- taskset
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size_categories:
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pretty_name: binary-reasoning-v1
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---
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**Verified reverse-engineering tasks over real production binaries** — an RL / eval environment
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pack where every answer is derived from the artifact itself and machine-checked.
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- **
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- Sources: Ubuntu
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Android/Termux production aarch64 libs, curated Windows PEs, labeled cross-compiles
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- Provenance per item: binary name, sha256_16, address, arch
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- **Verification:**
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- **Baseline:** a frontier local reasoning model scores 22% on our deterministic subset — headroom
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is the feature
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| `sample_free.jsonl` | 9 items — one per family |
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| `EVAL_RESULTS.md` | baseline eval methodology + results |
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binaries & sources) lives in the gated companion repo:
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[S3RL4/binary-reasoning-v1-full](https://huggingface.co/datasets/S3RL4/binary-reasoning-v1-full) —
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request access, approved same day. Commercial licensing and custom taskset builds: samueljanttila@gmail.com.
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- cross-architecture
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- taskset
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size_categories:
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- 10K<n<100K
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pretty_name: binary-reasoning-v1
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---
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**Verified reverse-engineering tasks over real production binaries** — an RL / eval environment
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pack where every answer is derived from the artifact itself and machine-checked.
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- **10,242 items · 10 families · 7 ISAs** (x86-64, i686, AArch64, ARM32, RISC-V, MIPS o32/n64, PPC64LE)
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- Sources: ~1,200 real Ubuntu ELF files (system libs incl. libcrypto/zstd/sqlite3/libxml2, Mesa
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DRI drivers, QEMU device models, systemd internals), Debian production cross-toolchain glibc,
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Android/Termux production aarch64 libs, curated Windows PEs, labeled cross-compiles
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- Provenance per item: binary name, sha256_16, address, arch
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- **Verification:** independent REA audit (answers re-verified against the binaries); 10,163
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deterministic items score 1.0 on gold / 0.0 on abstention; 0/10,242 answer leaks; all tasks load
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against the real `verifiers` v1 framework; 20 agentic challenges ship Harbor-format task packages
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with reward chain tested 20/20
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- **Baseline:** a frontier local reasoning model scores 22% on our deterministic subset — headroom
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is the feature
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| `sample_free.jsonl` | 9 items — one per family |
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| `EVAL_RESULTS.md` | baseline eval methodology + results |
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Also live on the Prime Intellect Environments Hub: `s3rl4/binary-reasoning-v1`
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(`prime env install s3rl4/binary-reasoning-v1`).
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The **full pack** (10,242 items + runnable verifiers v1 environment + Harbor packages + agentic
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binaries & sources) lives in the gated companion repo:
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[S3RL4/binary-reasoning-v1-full](https://huggingface.co/datasets/S3RL4/binary-reasoning-v1-full) —
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request access, approved same day. Commercial licensing and custom taskset builds: samueljanttila@gmail.com.
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