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- ---
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- license: "other"
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- tags:
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- - reinforcement-learning
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- - evaluation
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- - reverse-engineering
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- - binaries
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- - elf
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- - pe
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- - cross-architecture
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- - taskset
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- - harbor-framework
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- - rl-environments
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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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-
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- # 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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- - **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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- built + scored in real Docker containers with reward chain tested 20/20 (gold→1, wrong→0)
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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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-
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- ## Contents of this repo (free sample)
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- | file | what |
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- |---|---|
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- | `DATASHEET.md` | full composition table, guarantees, known limits, positioning vs existing work |
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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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- | `harbor_pilot_20.zip` | all 20 agentic Harbor task packages (task.toml + instruction + Dockerfile + verifier), ready for `harbor run` or a free HUD import ([direct download](https://huggingface.co/datasets/S3RL4/binary-reasoning-v1/resolve/main/harbor_pilot_20.zip)) |
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-
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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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-
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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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-
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- ## License
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- All rights reserved pending commercial license; research evaluation use granted for the free sample.
 
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+ ---
2
+ license: "other"
3
+ tags:
4
+ - reinforcement-learning
5
+ - evaluation
6
+ - reverse-engineering
7
+ - binaries
8
+ - elf
9
+ - pe
10
+ - cross-architecture
11
+ - taskset
12
+ - harbor-framework
13
+ - rl-environments
14
+ size_categories:
15
+ - 10K<n<100K
16
+ pretty_name: binary-reasoning-v1
17
+ ---
18
+
19
+ # binary-reasoning-v1
20
+
21
+ **Verified reverse-engineering tasks over real production binaries** — an RL / eval environment
22
+ pack where every answer is derived from the artifact itself and machine-checked.
23
+
24
+ - **10,247 items · 10 families · 7 ISAs** (x86-64, i686, AArch64, ARM32, RISC-V, MIPS o32/n64, PPC64LE)
25
+ - Sources: ~1,200 real Ubuntu ELF files (system libs incl. libcrypto/zstd/sqlite3/libxml2, Mesa
26
+ DRI drivers, QEMU device models, systemd internals), Debian production cross-toolchain glibc,
27
+ Android/Termux production aarch64 libs, curated Windows PEs, labeled cross-compiles
28
+ - Provenance per item: binary name, sha256_16, address, arch
29
+ - **Verification:** independent REA audit (answers re-verified against the binaries); 10,163
30
+ deterministic items score 1.0 on gold / 0.0 on abstention; 0/10,247 answer leaks; all tasks load
31
+ against the real `verifiers` v1 framework; 25 agentic challenges ship Harbor-format task packages,
32
+ built + scored in real Docker containers with reward chain tested 20/20 (gold→1, wrong→0)
33
+ - **Baseline:** a frontier local reasoning model scores 22% on our deterministic subset — headroom
34
+ is the feature
35
+
36
+ ## Contents of this repo (free sample)
37
+ | file | what |
38
+ |---|---|
39
+ | `DATASHEET.md` | full composition table, guarantees, known limits, positioning vs existing work |
40
+ | `sample_free.jsonl` | 9 items — one per family |
41
+ | `EVAL_RESULTS.md` | baseline eval methodology + results |
42
+ | `harbor_pilot_25.zip` | all 25 agentic Harbor task packages (task.toml + instruction + Dockerfile + verifier), ready for `harbor run` or a free HUD import ([direct download](https://huggingface.co/datasets/S3RL4/binary-reasoning-v1/resolve/main/harbor_pilot_25.zip)) |
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+
44
+ Also live on the Prime Intellect Environments Hub: `s3rl4/binary-reasoning-v1`
45
+ (`prime env install s3rl4/binary-reasoning-v1`).
46
+
47
+ The **full pack** (10,247 items + runnable verifiers v1 environment + Harbor packages + agentic
48
+ binaries & sources) lives in the gated companion repo:
49
+ [S3RL4/binary-reasoning-v1-full](https://huggingface.co/datasets/S3RL4/binary-reasoning-v1-full) —
50
+ request access, approved same day. Commercial licensing and custom taskset builds: samueljanttila@gmail.com.
51
+
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+ ## License
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+ All rights reserved pending commercial license; research evaluation use granted for the free sample.