Rollouts | GDPx

Debugging a broken large-scale RL runExtrapolateRSIRecursive Self-ImprovementAudit a large RL training run whose scores stopped climbing, then find and prove the bugs behind it.

MessageI'll start by surveying the workspace to understand what artifacts are available.

Searchls -la && echo "---" && find /workspace -maxdepth 3 -not -path '*/traces/*' | head -100 && echo "---" && ls /workspace/rl_training_audit_20260929/traces/ | head

Errorls -la /home/actor/.claude/projects/-workspace/memory/ 2>/dev/null; cat /home/actor/.claude/projects/-workspace/memory/MEMORY.md 2>/dev/null

Searchls -la delivery/ && echo "---" && for f in rl_training_audit_20260929/*.csv; do echo "=== $f ==="; wc -l "$f"; head -5 "$f"; echo; done && ls -la historical_che

12 runs · best Claude Opus 5.5 40%Watch →

Tensor Graph MachineAriaChipChip DesignDesign a chip that runs TensorFlow Lite int8 networks, from a fixed pin list to a signed-off layout, then make it as fast, small and efficient as possible.12 runs · best Claude Opus 5.5 39%Watch →

Coherence WritebackArcverexChipChip DesignWrite a self-checking SystemVerilog testbench that passes correct versions of a cache-coherence system and catches the buggy ones.12 runs · best Claude Opus 5.5 0%Watch →

VT01 Ibex ECOErgodexChipChip DesignClose timing on a routed Ibex RISC-V core with an engineering change order, without breaking anything else.

MessageI’ll read the ECO rules and timing reports, then use routed trials to target the paths that limit ECP. I’ll keep the final ECO within the cell budget and verify

Commandpwd && rg --files -g 'AGENTS.md' -g 'eco*' -g '*contract*' -g '*tim*' -g '*.rpt' -g '*.json' /app /task 2>/dev/null

Searchls -la /app && cat /app/eco.tcl && ls -la /task && ls -la /task/baseline && ls -la /opt/tflow

Readcat /opt/tflow/task_run.py /opt/tflow/eco_route.tcl /opt/tflow/eco_delta.py

12 runs · best GPT-6 Astra 73%Watch →

WatchtowerArithmeticCyberCybersecurityFind and prove the security flaws in a live enterprise environment built around a secrets vault.12 runs · best Gemini 4 Argon 100%Watch →

Surface Marker BindingLatchBioBioBiologyFrom two raw binding assays on twelve antibody variants, pick the one-arm and two-arm pair that bind equally strongly.12 runs · best Gemini 4 Argon 100%Watch →

Bellwood-QoELiving ContextFinanceFinanceFinish a quality-of-earnings databook for a buyout target, picking up a colleague’s half-done workbook.

MessageI'll start by exploring the engagement folder to see what's there.

Commandcd /app 2>/dev/null && pwd && ls -la; echo "---"; find / -maxdepth 2 -type d \( -name proc -o -name sys -o -name usr -o -name lib -o -name lib64 -o -name bin -o

Commandcd /app/world && find . -type f | head -500; echo "---"; find . -type d; echo "---"; ls -la /output /opt/xlcalc 2>/dev/null

Searchfind . -type d | sort; echo "---"; find . -type f | wc -l; echo; ls -la /output /opt/xlcalc 2>/dev/null

12 runs · best Claude Opus 5.5 0%Watch →

quillon-series-b-redlineChakraLegalLegalRedline a startup's Series B charter for the lead investor, working from the signed term sheet, cap table and client instructions.12 runs · best Claude Opus 5.5 44%Watch →

AAPL-QQQ Lead-LagThird MomentQuantQuant TradingBeat a reference AAPL strategy that trades on QQQ lead-lag, on hidden out-of-sample days of the IEX order-book tape.

Searchls -la /logs/agent/sessions/projects/-workspace/memory/ 2>/dev/null && cat /logs/agent/sessions/projects/-workspace/memory/MEMORY.md 2>/dev/null; echo "---"; ls

Searchfind /src/env -type f | grep -v '/\._' | head -200; echo; find /src/env -type f | wc -l; echo; ls -la /src/scripts; find /data -maxdepth 4 | head -50; du -sh /d

Readcat /src/env/trading_system/README.md

Commandcd /src/env/trading_system; cat engine/config.json; echo ----; cat research/config.json; echo ----; cat research/train_config.py; echo ----; cat research/starte

12 runs · best Claude Opus 5.5 100%Watch →

Compressor HousingBeautiful MachinesHardwareHardware DesignDesign the injection-molded housing of a compact compressor in SolidWorks, with drawings and a manufacturing plan.

MessageI’ll inspect the supplied assembly and design contract, then build and check the housing in SolidWorks and prepare the drawings and manufacturing plan.

CommandGet-Location

CommandGet-Content -Raw C:/workspace/contract/contract.json

Searchrg --files C:/workspace; Get-ChildItem 'C:/Program Files/SOLIDWORKS Corp/SOLIDWORKS' | Select-Object -First 25 Name; Get-ChildItem C:/Python* -ErrorAction Silen

12 runs · best GPT-6 Astra 9%Watch →

TEM Software ControlValenceForgeMaterialsMaterials ScienceRun a transmission electron microscope through a measurement campaign and back every scientific result with evidence.12 runs · best GPT-6 Astra 63%Watch →

Experimental 3D MetrologyEmulatedMaterialsMaterials ScienceReconstruct the 3D structure of a silicon transistor channel from a real electron diffraction scan.

MessageI'll start by exploring the data and environment.

Searchls -la && ls -la data/ && cat data/calibration.json && nvidia-smi && free -g && nproc && df -h /app

Commandpip list 2>/dev/null | head -100; ls /opt/ptyrad; ls /opt/ptyrad/lib/python3.12/site-packages | head -100

12 runs · best Claude Opus 5.5 56%Watch →

Current PaymentsFleetAlignmentAlignmentCapture every flag through a payments service’s webhook destination check, then write up the vulnerability chain.12 runs · best Claude Opus 5.5 0%Watch →

Git LFS on Partial ClonesDatacurveSWESoftware EngineeringMake git-lfs commands that read history behave the same in a partial clone as in a full clone of the same repository.12 runs · best Claude Opus 5.5 0%Watch →

Each partner open-sourced the rollouts for one task