LICENSE
MANIFEST.in
README.md
pwm_agent_core.py
pyproject.toml
ai4science/__init__.py
ai4science/cli.py
ai4science/discovery.py
ai4science/memory.py
ai4science/pwm_account.py
ai4science/staking.py
ai4science/user.py
ai4science/wallet.py
ai4science/agents/__init__.py
ai4science/agents/_context.py
ai4science/agents/base.py
ai4science/agents/claude_agent.py
ai4science/agents/codex_agent.py
ai4science/agents/images.py
ai4science/agents/mcp_pwm.py
ai4science/agents/mentions.py
ai4science/agents/none_agent.py
ai4science/agents/permissions.py
ai4science/agents/streaming.py
ai4science/agents/subagents.py
ai4science/commands/__init__.py
ai4science/commands/chat.py
ai4science/commands/compute.py
ai4science/commands/contribute.py
ai4science/commands/custom_commands.py
ai4science/commands/feedback.py
ai4science/commands/init.py
ai4science/commands/judge.py
ai4science/commands/llm.py
ai4science/commands/login.py
ai4science/commands/overseer.py
ai4science/commands/package.py
ai4science/commands/plugins.py
ai4science/commands/provider.py
ai4science/commands/register_agent.py
ai4science/commands/sarsi.py
ai4science/commands/stake.py
ai4science/commands/status.py
ai4science/commands/submit.py
ai4science/commands/tools.py
ai4science/commands/update.py
ai4science/commands/validate.py
ai4science/compute/__init__.py
ai4science/compute/attribution.py
ai4science/compute/billing.py
ai4science/compute/founders.py
ai4science/compute/host.py
ai4science/compute/http_provider.py
ai4science/compute/http_transport.py
ai4science/compute/lease.py
ai4science/compute/modal_runner.py
ai4science/compute/pricing.py
ai4science/compute/provider.py
ai4science/compute/registry.py
ai4science/compute/transport.py
ai4science/examples/cassi/benchmark.md
ai4science/examples/cassi/principle.md
ai4science/examples/cassi/solution.md
ai4science/examples/cassi/spec.md
ai4science/examples/cassi/code/cassi.py
ai4science/examples/cassi/code/gap_tv.py
ai4science/examples/cassi/code/generate_data.py
ai4science/examples/cassi/code/run_solver.py
ai4science/examples/plugins/README.md
ai4science/harness/__init__.py
ai4science/harness/algorithm_tools.py
ai4science/harness/cancer_tools.py
ai4science/harness/cassi_tools.py
ai4science/harness/codex_repl.py
ai4science/harness/compaction.py
ai4science/harness/compute_tools.py
ai4science/harness/contribution_eval.py
ai4science/harness/diff.py
ai4science/harness/drug_design_tools.py
ai4science/harness/events.py
ai4science/harness/forward_model_tools.py
ai4science/harness/interrupt.py
ai4science/harness/lineedit.py
ai4science/harness/llm_gateway.py
ai4science/harness/loop.py
ai4science/harness/mcp_client.py
ai4science/harness/mcp_compute_server.py
ai4science/harness/mcp_pwm.py
ai4science/harness/mentions.py
ai4science/harness/optics_tools.py
ai4science/harness/paper_bundle.py
ai4science/harness/paper_load.py
ai4science/harness/paper_review.py
ai4science/harness/paper_tools.py
ai4science/harness/permissions.py
ai4science/harness/persistence.py
ai4science/harness/proxy_proto.py
ai4science/harness/pwm_data.py
ai4science/harness/pwm_gate.py
ai4science/harness/recap.py
ai4science/harness/registry_router.py
ai4science/harness/registry_router_tools.py
ai4science/harness/repl.py
ai4science/harness/research_tools.py
ai4science/harness/sdk_repl.py
ai4science/harness/session.py
ai4science/harness/spinner.py
ai4science/harness/subagents.py
ai4science/harness/toolfmt.py
ai4science/harness/transport.py
ai4science/harness/tui.py
ai4science/harness/adapters/__init__.py
ai4science/harness/adapters/_argsafe.py
ai4science/harness/adapters/_dotdict.py
ai4science/harness/adapters/anthropic.py
ai4science/harness/adapters/base.py
ai4science/harness/adapters/claude_sub_creds.py
ai4science/harness/adapters/codex.py
ai4science/harness/adapters/codex_creds.py
ai4science/harness/adapters/creds.py
ai4science/harness/adapters/factory.py
ai4science/harness/adapters/gemini.py
ai4science/harness/adapters/openai.py
ai4science/harness/adapters/proxy.py
ai4science/harness/adapters/stub.py
ai4science/harness/agents/__init__.py
ai4science/harness/agents/billing.py
ai4science/harness/agents/capabilities.py
ai4science/harness/agents/context.py
ai4science/harness/agents/foundry_runner.py
ai4science/harness/agents/plugins.py
ai4science/harness/agents/registry.py
ai4science/harness/agents/spec.py
ai4science/harness/agents/imaging/__init__.py
ai4science/harness/agents/imaging/agent.py
ai4science/harness/agents/imaging/benchmark.py
ai4science/harness/agents/imaging/planner.py
ai4science/harness/agents/imaging/rsi.py
ai4science/harness/agents/imaging/rsi_search.py
ai4science/harness/agents/imaging/llm/__init__.py
ai4science/harness/agents/imaging/llm/extract.py
ai4science/harness/agents/imaging/llm/planner.py
ai4science/harness/agents/imaging/llm/prompt.py
ai4science/harness/agents/imaging/llm/recall.py
ai4science/harness/agents/imaging/payload/cassi.py
ai4science/harness/agents/imaging/payload/gap_tv.py
ai4science/harness/agents/imaging/payload/generate_data.py
ai4science/harness/agents/imaging/payload/run_solver.py
ai4science/harness/agents/learning/__init__.py
ai4science/harness/agents/learning/agent.py
ai4science/harness/agents/learning/bench.py
ai4science/harness/agents/learning/capability_graph.py
ai4science/harness/agents/learning/examiner.py
ai4science/harness/agents/learning/extract.py
ai4science/harness/agents/learning/grader.py
ai4science/harness/agents/learning/planner.py
ai4science/harness/agents/learning/prompt.py
ai4science/harness/agents/learning/quiz_check.py
ai4science/harness/agents/learning/rsi_search.py
ai4science/harness/agents/machine/__init__.py
ai4science/harness/agents/machine/agent.py
ai4science/harness/agents/machine/bench.py
ai4science/harness/agents/machine/capabilities.py
ai4science/harness/agents/machine/claude_driver.py
ai4science/harness/agents/machine/harness_tools.py
ai4science/harness/agents/machine/hook.py
ai4science/harness/agents/machine/operations.py
ai4science/harness/agents/machine/pause.py
ai4science/harness/agents/machine/policy.py
ai4science/harness/agents/machine/rsi_search.py
ai4science/harness/agents/machine/session.py
ai4science/harness/agents/machine/sessions.py
ai4science/harness/agents/machine/state.py
ai4science/harness/agents/machine/supervisor.py
ai4science/harness/agents/machine/telegram.py
ai4science/harness/agents/machine/trust.py
ai4science/harness/agents/manager/__init__.py
ai4science/harness/agents/manager/agent.py
ai4science/harness/agents/manager/bench.py
ai4science/harness/agents/manager/executor.py
ai4science/harness/agents/manager/input_staging.py
ai4science/harness/agents/manager/login_console.py
ai4science/harness/agents/manager/monitor.py
ai4science/harness/agents/manager/routing_policy.py
ai4science/harness/agents/manager/rsi_search.py
ai4science/harness/agents/manager/scope.py
ai4science/harness/agents/manager/telegram_console.py
ai4science/harness/agents/pocket/__init__.py
ai4science/harness/agents/pocket/agent.py
ai4science/harness/agents/pocket/bench.py
ai4science/harness/agents/pocket/policy.py
ai4science/harness/agents/pocket/rsi_search.py
ai4science/harness/agents/pocket/tools.py
ai4science/harness/agents/process_learning/__init__.py
ai4science/harness/agents/process_learning/agent.py
ai4science/harness/agents/process_learning/bench.py
ai4science/harness/agents/process_learning/extract.py
ai4science/harness/agents/process_learning/planner.py
ai4science/harness/agents/process_learning/prompt.py
ai4science/harness/agents/process_learning/rsi_search.py
ai4science/harness/agents/research/__init__.py
ai4science/harness/agents/research/agent.py
ai4science/harness/agents/research/extract.py
ai4science/harness/agents/research/planner.py
ai4science/harness/agents/research/prompt.py
ai4science/harness/agents/research/research_check.py
ai4science/harness/agents/research_agents/__init__.py
ai4science/harness/agents/research_agents/budget.py
ai4science/harness/agents/research_agents/charter.py
ai4science/harness/agents/research_agents/coverage.py
ai4science/harness/agents/research_agents/dual.py
ai4science/harness/agents/research_agents/fieldmap.py
ai4science/harness/agents/research_agents/improvement.py
ai4science/harness/agents/research_agents/registry.py
ai4science/harness/agents/research_agents/search.py
ai4science/harness/agents/research_agents/selfmodel.py
ai4science/harness/agents/research_agents/runners/__init__.py
ai4science/harness/agents/research_agents/runners/common.py
ai4science/harness/agents/research_agents/runners/corpus.py
ai4science/harness/agents/research_agents/runners/domains.py
ai4science/harness/agents/research_agents/runners/fetch/__init__.py
ai4science/harness/agents/research_agents/runners/fetch/__main__.py
ai4science/harness/agents/research_agents/runners/fetch/runners.py
ai4science/harness/agents/research_agents/runners/payload/capsule/generate.py
ai4science/harness/agents/research_agents/runners/payload/capsule/run_solver.py
ai4science/harness/agents/research_agents/runners/payload/ldct/generate.py
ai4science/harness/agents/research_agents/runners/payload/ldct/run_solver.py
ai4science/harness/agents/research_agents/runners/payload/medphys/generate.py
ai4science/harness/agents/research_agents/runners/payload/medphys/run_solver.py
ai4science/harness/agents/research_agents/runners/payload/methylage/generate.py
ai4science/harness/agents/research_agents/runners/payload/methylage/run_solver.py
ai4science/harness/agents/research_agents/runners/payload/onco/generate.py
ai4science/harness/agents/research_agents/runners/payload/onco/run_solver.py
ai4science/harness/agents/research_agents/runners/payload/screening/generate.py
ai4science/harness/agents/research_agents/runners/payload/screening/run_solver.py
ai4science/harness/agents/sarsi/__init__.py
ai4science/harness/agents/sarsi/admin.py
ai4science/harness/agents/sarsi/answering.py
ai4science/harness/agents/sarsi/attended.py
ai4science/harness/agents/sarsi/attention.py
ai4science/harness/agents/sarsi/blast.py
ai4science/harness/agents/sarsi/board.py
ai4science/harness/agents/sarsi/budget.py
ai4science/harness/agents/sarsi/capability.py
ai4science/harness/agents/sarsi/chat.py
ai4science/harness/agents/sarsi/composer.py
ai4science/harness/agents/sarsi/decisions.py
ai4science/harness/agents/sarsi/deletion.py
ai4science/harness/agents/sarsi/depends.py
ai4science/harness/agents/sarsi/digest.py
ai4science/harness/agents/sarsi/entry.py
ai4science/harness/agents/sarsi/evidence.py
ai4science/harness/agents/sarsi/gateway.py
ai4science/harness/agents/sarsi/handoff.py
ai4science/harness/agents/sarsi/ledger.py
ai4science/harness/agents/sarsi/operator.py
ai4science/harness/agents/sarsi/outward.py
ai4science/harness/agents/sarsi/ownerlog.py
ai4science/harness/agents/sarsi/plan.py
ai4science/harness/agents/sarsi/playbook.py
ai4science/harness/agents/sarsi/questions.py
ai4science/harness/agents/sarsi/recurring.py
ai4science/harness/agents/sarsi/registry.py
ai4science/harness/agents/sarsi/relay.py
ai4science/harness/agents/sarsi/resultcheck.py
ai4science/harness/agents/sarsi/retry.py
ai4science/harness/agents/sarsi/router.py
ai4science/harness/agents/sarsi/rules.py
ai4science/harness/agents/sarsi/selfmodel.py
ai4science/harness/agents/sarsi/session.py
ai4science/harness/agents/sarsi/shared.py
ai4science/harness/agents/sarsi/specs.py
ai4science/harness/agents/sarsi/spend.py
ai4science/harness/agents/sarsi/state.py
ai4science/harness/agents/sarsi/task.py
ai4science/harness/agents/sarsi/transmit.py
ai4science/harness/agents/sarsi/triage.py
ai4science/harness/agents/sarsi/undo.py
ai4science/harness/agents/sarsi/vault.py
ai4science/harness/agents/sarsi/verifier.py
ai4science/harness/agents/sarsi/why.py
ai4science/harness/agents/sarsi/worker.py
ai4science/harness/agents/sarsi/workspace.py
ai4science/harness/agents/social/__init__.py
ai4science/harness/agents/social/agent.py
ai4science/harness/agents/social/draft.py
ai4science/harness/agents/social/mastodon_tools.py
ai4science/harness/agents/specs/__init__.py
ai4science/harness/agents/specs/general_purpose.py
ai4science/harness/agents/specs/imaging.py
ai4science/harness/agents/specs/learning.py
ai4science/harness/agents/specs/low_dose_ct.py
ai4science/harness/agents/specs/machine.py
ai4science/harness/agents/specs/manager.py
ai4science/harness/agents/specs/medical_physics.py
ai4science/harness/agents/specs/physics_reviewer.py
ai4science/harness/agents/specs/pill_camera.py
ai4science/harness/agents/specs/pocket.py
ai4science/harness/agents/specs/process_learning.py
ai4science/harness/agents/specs/research.py
ai4science/harness/agents/specs/schema_validator.py
ai4science/harness/agents/specs/social.py
ai4science/harness/agents/specs/work.py
ai4science/harness/agents/work/__init__.py
ai4science/harness/agents/work/agent.py
ai4science/harness/agents/work/extract.py
ai4science/harness/agents/work/planner.py
ai4science/harness/agents/work/prompt.py
ai4science/harness/agents/work/rsi.py
ai4science/harness/agents/work/rsi_llm.py
ai4science/harness/control_plane/__init__.py
ai4science/harness/control_plane/client.py
ai4science/harness/data/cassi_ref.npz
ai4science/harness/data/specs/lensless.json
ai4science/harness/data/specs/mri.json
ai4science/harness/runtime/__init__.py
ai4science/harness/runtime/contract.py
ai4science/harness/runtime/pev.py
ai4science/harness/runtime/task_store.py
ai4science/harness/runtime/verifier.py
ai4science/harness/tools/__init__.py
ai4science/harness/tools/base.py
ai4science/harness/tools/fs.py
ai4science/harness/tools/shell.py
ai4science/judge/__init__.py
ai4science/judge/cassi/__init__.py
ai4science/judge/cassi/check_s1.py
ai4science/judge/cassi/check_s2.py
ai4science/judge/cassi/check_s3.py
ai4science/judge/cassi/check_s4_forward_residual.py
ai4science/judge/cassi/check_s4_fourier_consistency.py
ai4science/judge/cassi/check_s4_noise_consistency.py
ai4science/judge/cassi/check_s4_spatial_coherence.py
ai4science/judge/cassi/forward.py
ai4science/judge/cassi/judge_cassi.py
ai4science/llm/__init__.py
ai4science/llm/execute.py
ai4science/llm/gemini.py
ai4science/llm/ledger.py
ai4science/llm/openai_compat.py
ai4science/llm/pricing.py
ai4science/llm/registry.py
ai4science/llm/routing.py
ai4science/prompts/__init__.py
ai4science/prompts/ai4science_system.md
ai4science/prompts/ai4science_system_plan.md
ai4science/prompts/ai4science_system_readonly.md
ai4science/prompts/ai4science_system_research.md
ai4science/reports/__init__.py
ai4science/reports/certificate.py
ai4science/reports/review_report.py
ai4science/schemas/__init__.py
ai4science/schemas/artifact.py
ai4science/schemas/benchmark.py
ai4science/schemas/principle.py
ai4science/schemas/solution.py
ai4science/schemas/spec.py
ai4science/templates/benchmark.template.md
ai4science/templates/principle.template.md
ai4science/templates/solution.template.md
ai4science/templates/spec.template.md
docs/AGENTS_STATUS_AND_ONE_WALLET_TEST_2026-06-10.md
docs/AGENT_IMPROVEMENT_EARNING_METHOD.md
docs/AGENT_POOL_API.md
docs/AI4SCIENCE_ONE_MACHINE_DESIGN.md
docs/AI4SCIENCE_USER_MANUAL.md
docs/CLAUDE_CODE_PARITY.md
docs/COMPUTE_HTTP_RELAY_DESIGN.md
docs/COMPUTE_MECHANISM.md
docs/COMPUTE_PROVIDERS_DESIGN.md
docs/COMPUTE_PROVIDER_GUIDE.md
docs/FEEDBACK_GUIDE.md
docs/INSTALL.md
docs/RELEASING.md
docs/SARSI_AGENTS_GUIDE.md
docs/SARSI_ROADMAP.md
docs/SARSI_WORKER_FUNCTIONS.md
docs/SUBGPU_SETUP_WINDOWS.md
docs/TEST_AGENTS_WITH_ONE_WALLET.md
pwm_agent_core.egg-info/PKG-INFO
pwm_agent_core.egg-info/SOURCES.txt
pwm_agent_core.egg-info/dependency_links.txt
pwm_agent_core.egg-info/entry_points.txt
pwm_agent_core.egg-info/requires.txt
pwm_agent_core.egg-info/top_level.txt
pwm_core/__init__.py
pwm_core/forward_compiler/__init__.py
pwm_core/forward_compiler/bridge.py
pwm_core/forward_compiler/compiler.py
pwm_core/forward_compiler/ir.py
pwm_core/forward_compiler/primitives.py
pwm_core/forward_compiler/validate.py
pwm_core/optics/__init__.py
pwm_core/optics/analysis.py
pwm_core/optics/coded.py
pwm_core/optics/diff_raytrace.py
pwm_core/optics/grating.py
pwm_core/optics/io_zemax.py
pwm_core/optics/monte_carlo.py
pwm_core/optics/prescription.py
pwm_core/optics/pwm_bridge.py
pwm_core/optics/radiometry.py
pwm_core/optics/raytrace.py
pwm_core/optics/stray_light.py
pwm_core/optics/thinfilm.py
pwm_core/optics/wave.py
pwm_core/physics/__init__.py
pwm_core/physics/base.py
pwm_core/physics/lensless/__init__.py
pwm_core/physics/lensless/lensless_operator.py
pwm_core/physics/microscopy/__init__.py
pwm_core/physics/microscopy/compressive_holography_operator.py
pwm_core/physics/microscopy/fluorescence_operator.py
pwm_core/physics/microscopy/holography_operator.py
pwm_core/physics/microscopy/lightsheet_operator.py
pwm_core/physics/microscopy/ptychography_operator.py
pwm_core/physics/microscopy/sim_operator.py
pwm_core/physics/microscopy/widefield.py
pwm_core/physics/mri/__init__.py
pwm_core/physics/mri/mri_operator.py
pwm_core/physics/photoacoustic/__init__.py
pwm_core/physics/photoacoustic/pa_operator.py
pwm_core/physics/spectral/__init__.py
pwm_core/physics/spectral/dispersion_models.py
pwm_core/physics/tomography/__init__.py
pwm_core/physics/tomography/cbct_operator.py
pwm_core/physics/tomography/ct_operator.py
pwm_core/physics/ultrasound/__init__.py
pwm_core/physics/ultrasound/ultrasound_helpers.py
pwm_core/physics/ultrasound/ultrasound_operator.py