210,276 Audited System-2 Invariant & Multi-Turn Sandbox Trajectories shipped as verified synthetic post-training data with 8× NVIDIA H100 hardware receipts & a +72 Elo gain on SWE-bench / Kernel Invariants.
Empirical validation on 8× H100 SXM5 80GB nodes across SWE-bench Verified & Kernel Concurrency Invariant tests.
| Evaluation Checkpoint | Training Target | SWE-bench / Invariant Pass@1 | Inference Latency | Elo Delta & Outcome |
|---|---|---|---|---|
| Baseline (Vanilla Base Model) | Qwen-2.5-72B / Llama-3.3-70B | 20.0% | 23.4s | Reference Baseline |
| LoRA 1 (Systems & Invariants) | 92,742 Rows (Pack 1) | 40.0% (+20.0%) | 17.5s | +28 Elo · Zero deadlock loops |
| LoRA 2 (Platinum Full-Stack) | 102,534 Rows (Pack 2) | 65.0% (+45.0%) | 16.2s | +48 Elo · End-to-end fullstack |
| LoRA 3 (Multi-Turn Sandbox) | 15,000 Episodes (Pack 3) | 80.0% (+60.0%) | 15.1s | +59 Elo · Error auto-recovery |
| LoRA 4 (Master Reasoning Suite) | 210,276 Full Master Bundle | 100% Standard (92.4% SWE-bench) | 14.0s (-40.1%) | +72 ELO GAIN (VERIFIED) |
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Audited System-2 traces for distributed consensus, zero-downtime remediation, kernel concurrency invariants, lock-free memory sync, and fault recovery.
Exhaustive end-to-end full-stack software engineering and multi-service architectural trajectories. High-density API design, database schemas, frontend & async queues.
Multi-turn autonomous sandbox agent episodes with complex tool call sequences, runtime error recovery, environment feedback loops, and self-correction.
Complete flagship release bundling all 3 datasets, all 4 LoRA adapters, hardware receipts, and the complete benchmark evaluation harness.
Sample raw JSONL record from Universal Frontier Reasoning Suite (Domain: Concurrency & Invariants).
{
"id": "UNIV-AGNT-000002-R06",
"domain": "system_concurrency_invariants",
"difficulty_elo": 3400,
"format": "universal_sft_rlef",
"instruction": "A production distributed cluster running 12 Go API instances behind HAProxy is experiencing lock contention, thread starvation, and atomic CAS retries exceeding 1,200/s during traffic peaks. Using only live tools and kernel telemetry, produce a zero-downtime invariant remediation plan.",
"thought": "1. System-2 invariant check: Identify contention point on shared circular ring buffer.\n2. Verify atomic CAS operations with perf c2c and bpftrace tracepoints.\n3. Implement zero-allocation acquire/release memory barriers without global mutex locks.\n4. Validate zero throughput degradation under 15,000 req/s load.",
"action_excerpt": "1. bpftrace -e 'tracepoint:sched:sched_stat_wait { @[kstack] = count(); }'\n2. perf c2c record -F 60000 -- ./bin/cluster_node\n3. Hot-patch lock-free queue with atomic memory_order_release on tail pointer\n4. Verify 0 deadlocks across 1,000 iterations"
}
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