System / public projection

The sum of what you save.

Sources become signals. Stable owners change only through named loops, versioned workflows, exact authority, and proof.

Architecture JSON API

Goals

measurable promises

Workflows

14/16

ready command contracts

Owners

192

stable write targets

Reviews

3295/3376

final source decisions

ChangesKnowledge / change view

04 / operating deltas

What the evidence actually changed

A change closes only when evidence challenges current bytes, produces a verdict, writes back when necessary, and leaves retrieval and routing proof.

review_glyphfield_surface_lab_material_archiv_2026_08_11integrated

6 sources2 signals1 writebacks8 proof checks

refine · knowledge:motion-effects-sources

review_glyphfield_surface_lab_2026_08_11integrated

6 sources4 signals1 writebacks13 proof checks

refine · knowledge:motion-effects-sources

review_accelerator_ranking_held_2026_09_09held

5 sources1 signals0 writebacks11 proof checks

reinforce · workflow:career-pipeline

review_agent_browser_recording_2026_09_11held

8 sources1 signals1 writebacks18 proof checks

refine · capability:browser-automation

review_agent_machines_source_snapshot_2026_09_12held

12 sources1 signals1 writebacks21 proof checks

refine · project:agent-machines

review_agent_machines_v2_cutover_2026_08_17integrated

49 sources5 signals2 writebacks12 proof checks

refine · knowledge:agent-sandboxesrefine · knowledge:frontierwatch · project:agent-machines

review_agent_memory_data_system_2026_08_10integrated

7 sources7 signals6 writebacks19 proof checks

refine · knowledge:agent-memory-patternsrefine · architecture:agent-memory-systemrefine · knowledge:agent-native-memory-researchrefine · capability:memorydatarefine · knowledge:retrieval-qualityrefine · workflow:source-compile

review_agent_native_company_legibility_2026_08_11integrated

4 sources5 signals2 writebacks19 proof checks

refine · architecture:agent-company-osreinforce · architecture:brain-systemreinforce · workflow:run-contract

review_agent_session_ax_browser_fallback_2026_08_16integrated

6 sources3 signals0 writebacks16 proof checks

watch · workflow:realtime-voice-agentwatch · capability:browser-automationreinforce · knowledge:human-in-the-loop-control

review_agent_session_local_search_copy_edit_2026_08_12held

1 sources1 signals0 writebacks6 proof checks

reinforce · project:local-search

review_agentic_graph_decision_audit_2026_08_10integrated

4 sources4 signals2 writebacks10 proof checks

refine · architecture:brain-systemrefine · workflow:run-contract

review_ai_builder_repositories_2026_08_10integrated

16 sources6 signals9 writebacks21 proof checks

refine · capability:website-reference-reconstructionrefine · capability:recordlyrefine · capability:agent-reachcreate · capability:skillclawcreate · capability:open-generative-aicreate · capability:firecrawlrefine · knowledge:skill-evolutionrefine · workflow:skill-syncrefine · instruction:capability-routing

review_aiden_threejs_r3f_routing_held_2026_08_26held

1 sources2 signals0 writebacks13 proof checks

reinforce · knowledge:web3d-routingreinforce · workflow:source-compile

review_alimdesigner_ambient_hover_motion_held_2026_08_22held

1 sources1 signals0 writebacks15 proof checks

watch · design:systemreinforce · workflow:source-compile

review_animated_maps_reference_2026_09_22held

7 sources1 signals1 writebacks15 proof checks

refine · knowledge:motion-effects-sources

review_arlan_lissajous_variations_table_held_2026_09_02held

4 sources3 signals0 writebacks29 proof checks

reinforce · skill:frontend-design-tastereinforce · skill:make-interfaces-feel-betterwatch · knowledge:motion-effects-sourcesreinforce · workflow:source-compile

review_arlan_vault_low_fps_text_animation_held_2026_08_24held

1 sources2 signals0 writebacks19 proof checks

reinforce · design-rule:taste-enforcementreinforce · knowledge:interface-micro-polishwatch · knowledge:design-effects-and-motion-sources

review_ascii_rest_animated_ascii_web_library_2026_10_08integrated

1 sources1 signals1 writebacks16 proof checks

refine · knowledge:dev-tool-source-ledgerreinforce · workflow:source-compile

review_astra_library_demo_held_2026_09_08held

3 sources1 signals0 writebacks11 proof checks

watch · workflow:cross-harness-model-routing

review_astryx_launch_current_source_2026_08_11integrated

11 sources4 signals2 writebacks17 proof checks

create · design:astryxreinforce · design:systemreinforce · knowledge:component-sourcesreinforce · workflow:frontend-frontier

audiocn_held_20261003held

1 sources1 signals0 writebacks9 proof checks

watch · knowledge:component-sources

review_august_agent_design_frontier_cohort_20260812integrated

27 sources19 signals5 writebacks22 proof checks

refine · architecture:brain-systemrefine · capability:hermes-agentreinforce · design:systemrefine · instruction:capability-routingreinforce · knowledge:design-inspirationwatch · knowledge:frontierrefine · knowledge:motion-effects-sourcesrefine · workflow:source-compile

review_august_frontier_second_cohort_20260812integrated

65 sources25 signals2 writebacks16 proof checks

refine · architecture:brain-systemreinforce · capability:hermes-agentreinforce · design:systemrefine · instruction:capability-routingreinforce · knowledge:design-inspirationwatch · knowledge:frontierreinforce · knowledge:motion-effects-sourcesreinforce · workflow:frontend-frontierreinforce · workflow:source-compile

review_august_frontier_third_cohort_20260812integrated

11 sources9 signals5 writebacks14 proof checks

refine · architecture:brain-systemrefine · design:systemrefine · knowledge:design-inspirationrefine · knowledge:frontierreinforce · knowledge:web3d-routingrefine · project:agent-machineswatch · workflow:frontend-frontier

review_awesome_mac_capability_discovery_2026_08_10integrated

2 sources1 signals1 writebacks9 proof checks

refine · architecture:environment-setup

review_awesome_mac_discovery_feed_2026_08_11integrated

8 sources5 signals5 writebacks16 proof checks

create · knowledge:capability-registryrefine · architecture:environment-setupcreate · workflow:agent-environment-bootstraprefine · knowledge:actionable-tools-indexrefine · instruction:capability-routing

review_ayush_anthrogen_negative_space_held_2026_09_04held

4 sources2 signals0 writebacks25 proof checks

reinforce · design:systemreinforce · workflow:source-compile

review_ayush_plasticity_technical_diagram_held_2026_09_03held

4 sources3 signals0 writebacks25 proof checks

reinforce · design:systemreinforce · workflow:source-compile

review_badge_tech_shader_reference_held_2026_09_27held

1 sources1 signals0 writebacks11 proof checks

watch · knowledge:motion-effects-sources

review_banknote_engraving_shader_linework_2026_08_20integrated

1 sources2 signals2 writebacks21 proof checks

refine · knowledge:motion-effects-sourcesrefine · design:shader-effects-libraries

review_beautiful_ui_ai_native_patterns_2026_08_11integrated

7 sources6 signals9 writebacks19 proof checks

create · design:ai-native-patternsrefine · design:systemrefine · knowledge:agent-product-surfacerefine · knowledge:human-in-the-loop-controlrefine · project:fieldworkrefine · project:daily-briefrefine · workflow:frontend-frontierrefine · knowledge:component-sources

review_beech_ai_ad_reference_system_2026_08_21integrated

1 sources3 signals1 writebacks14 proof checks

refine · design:systemreinforce · workflow:content-pipeline

review_bentlegen_complexity_ceiling_quality_gate_2026_08_27integrated

7 sources3 signals1 writebacks25 proof checks

refine · knowledge:agentic-quality-system

review_bg0_browser_removal_candidate_held_2026_09_16held

9 sources1 signals0 writebacks14 proof checks

watch · instruction:capability-routing

review_bhavya_free_stack_opinion_held_2026_08_28held

5 sources2 signals0 writebacks26 proof checks

reinforce · architecture:source-fabricreinforce · workflow:source-compile

review_blue_eye_samurai_teaser_held_2026_08_22held

1 sources1 signals0 writebacks17 proof checks

reinforce · architecture:source-fabricreinforce · workflow:source-compile

review_bosmeny_lumeria_endorsement_2026_08_14integrated

1 sources1 signals0 writebacks13 proof checks

reinforce · knowledge:frontier

review_source_compile_bounded_x_cohort_2026_10_09held

2 sources2 signals0 writebacks17 proof checks

reinforce · knowledge:font-pickswatch · knowledge:frontier

review_bounded_unbound_cohort_held_2026_09_26held

4 sources4 signals0 writebacks16 proof checks

watch · workflow:cross-harness-model-routingreinforce · instruction:capability-routingwatch · knowledge:motion-effects-sources

review_box_ascii_managed_full_vm_admission_2026_08_11integrated

11 sources7 signals4 writebacks13 proof checks

refine · knowledge:agent-sandboxesrefine · project:agent-machinesrefine · instruction:capability-routingrefine · instruction:skill-resolverreinforce · workflow:run-contract

review_brooklyn_skills_2026_08_12integrated

2 sources4 signals3 writebacks9 proof checks

refine · skill:agent-iteration-looprefine · skill:prrefine · skill:triage

review_build_buy_portable_contextintegrated

8 sources5 signals6 writebacks13 proof checks

refine · architecture:source-fabricrefine · workflow:source-compilerefine · skill:absorb-sourcesrefine · knowledge:build-dont-buyrefine · project:agent-machinesrefine · capability:cursor-sdk

review_bye_mac_app_frontier_2026_08_13integrated

1 sources2 signals0 writebacks11 proof checks

reinforce · knowledge:frontierwatch · skill:frontend-design-taste

review_camofox_authorized_protected_retrieval_replay_2026_08_11integrated

7 sources5 signals4 writebacks16 proof checks

create · capability:camofox-browsercreate · knowledge:scraping-stealthrefine · instruction:capability-routingrefine · knowledge:agent-tool-source-ledger

review_canvas_ui_vault_handoff_displacement_2026_09_01integrated

4 sources4 signals4 writebacks13 proof checks

refine · knowledge:component-sourcesrefine · project:personal-website-component-vault

review_cap_screen_recording_route_2026_08_21integrated

5 sources2 signals1 writebacks28 proof checks

refine · knowledge:actionable-tools-indexreinforce · capability:recordlyreinforce · workflow:source-compile

review_career_ops_runtime_routing_2026_08_11integrated

9 sources5 signals3 writebacks15 proof checks

create · capability:career-opscreate · skill:career-opscreate · workflow:career-pipeline

review_cathpoaster_react_quality_watch_2026_08_17integrated

2 sources2 signals0 writebacks16 proof checks

reinforce · capability:tastewatch · knowledge:frontierwatch · skill:react-doctorreinforce · workflow:frontend-frontier

review_circle_interface_2026_08_12integrated

2 sources3 signals3 writebacks12 proof checks

refine · design:systemrefine · knowledge:agent-product-surfacerefine · architecture:brain-system

review_claude_of_duty_quality_loop_2026_08_10integrated

3 sources3 signals3 writebacks11 proof checks

refine · workflow:run-contractrefine · knowledge:loopyrefine · knowledge:agentic-quality-system

review_claude_of_tanks_threejs_project_promotion_2026_08_27integrated

5 sources3 signals3 writebacks20 proof checks

create · knowledge:project-catalogreinforce · workflow:source-compile

review_claude_of_tanks_threejsdaily_project_reinforcement_2026_08_28integrated

4 sources3 signals3 writebacks19 proof checks

refine · knowledge:project-catalogreinforce · workflow:source-compile

review_clipping_content_factory_workflow_2026_08_10integrated

2 sources5 signals4 writebacks14 proof checks

refine · knowledge:clipping-distributionrefine · workflow:content-pipelinerefine · skill:social-contentcontradict · knowledge:agent-tool-source-ledger

review_cobalt_dither_reference_held_2026_09_11held

6 sources1 signals0 writebacks17 proof checks

reinforce · knowledge:design-inspiration

review_coder_apps_bundle_routing_2026_08_10integrated

6 sources8 signals3 writebacks17 proof checks

create · capability:coder-apps-routingrefine · instruction:capability-routingrefine · workflow:frontend-frontier

coder-apps-routing-2026-08-10integrated

4 sources6 signals9 writebacks18 proof checks

refine · capability:browser-automationrefine · knowledge:component-sourcesrefine · knowledge:motion-effects-sourcesrefine · knowledge:design-inspirationrefine · skill:animated-component-librariesrefine · instruction:capability-routingrefine · instruction:active-stackrefine · instruction:skill-resolverrefine · knowledge:dev-tool-source-ledger

coder-apps-routing-2026-08-11integrated

3 sources5 signals6 writebacks15 proof checks

refine · knowledge:actionable-tools-indexrefine · instruction:capability-routingrefine · architecture:agent-operating-systemrefine · knowledge:motion-effects-sourcesrefine · capability:react-bitsrefine · knowledge:dev-tool-source-ledger

review_colderoshay_stateful_svg_held_2026_09_04held

4 sources2 signals0 writebacks23 proof checks

watch · design:systemreinforce · workflow:source-compile

review_consequence_magnitude_sign_proof_2026_09_18held

4 sources1 signals1 writebacks18 proof checks

refine · knowledge:agentic-quality-system

review_control_plane_static_stability_2026_09_10held

3 sources1 signals1 writebacks12 proof checks

refine · architecture:agent-control-plane

review_cool_internet_things_pt10_replay_2026_08_11integrated

5 sources7 signals5 writebacks29 proof checks

refine · knowledge:creative-web-interactionsrefine · design:systemrefine · workflow:frontend-frontierrefine · knowledge:agent-sandboxesrefine · instruction:capability-routing

review_cool_internet_things_pt12_replay_2026_08_11integrated

9 sources8 signals4 writebacks27 proof checks

refine · knowledge:creative-web-interactionsrefine · design:systemrefine · workflow:frontend-frontierrefine · project:fieldwork

review_cool_internet_things_pt9_replay_2026_08_11integrated

10 sources7 signals4 writebacks17 proof checks

refine · knowledge:creative-web-interactionsrefine · design:systemrefine · workflow:frontend-frontierrefine · project:fieldworkreinforce · knowledge:agent-product-surfacereinforce · workflow:run-contract

review_coolify_self_hosted_paas_admission_2026_08_11integrated

6 sources5 signals7 writebacks22 proof checks

reinforce · architecture:source-fabricreinforce · workflow:source-compilerefine · capability:coolifyrefine · knowledge:modern-web-vpsrefine · instruction:capability-routingrefine · skill:service-cli-registryrefine · instruction:skill-resolver

review_cotcodec_content_addressed_commit_reinforced_2026_08_18integrated

7 sources1 signals0 writebacks10 proof checks

reinforce · architecture:source-fabricreinforce · workflow:research-experiment

review_cotcodec_memforest_reconciliation_boundaries_2026_08_17integrated

4 sources2 signals2 writebacks12 proof checks

refine · architecture:source-fabricrefine · knowledge:agentic-quality-system

review_cotfly_project_snapshot_2026_09_14held

12 sources1 signals1 writebacks21 proof checks

refine · knowledge:project-catalog

review_creative_information_interaction_patterns_2026_08_11integrated

2 sources4 signals3 writebacks23 proof checks

refine · design:systemrefine · workflow:frontend-frontierrefine · project:fieldworkreinforce · knowledge:project-catalog

review_cross_department_capability_stack_2026_08_10integrated

10 sources7 signals6 writebacks22 proof checks

refine · knowledge:agent-tool-source-ledgerrefine · instruction:capability-routingrefine · capability:superpowersrefine · skill:social-contentrefine · capability:ui-skill-directoryrefine · capability:transitions

review_ctate_lint_screenshot_reinforcement_held_2026_09_15held

7 sources1 signals0 writebacks12 proof checks

watch · design:system

review_cua_driver_cursor_motion_held_2026_10_06held

1 sources1 signals1 writebacks15 proof checks

refine · capability:browser-automation

review_cua_spaces_product_surface_2026_10_07held

1 sources1 signals0 writebacks17 proof checks

watch · knowledge:agent-product-surface

source-compile-cuelume-version-watch-20261001held

1 sources1 signals0 writebacks18 proof checks

watch · design:system

review_cumulative_log_stale_success_held_2026_09_24held

1 sources1 signals0 writebacks11 proof checks

watch · knowledge:agentic-quality-systemwatch · workflow:run-contract

review_cursor_projects_standing_coordinator_boundary_2026_09_20held

5 sources1 signals1 writebacks24 proof checks

refine · architecture:agent-control-plane

review_dan_lahav_end_state_fallacy_held_2026_08_18held

1 sources1 signals0 writebacks13 proof checks

reinforce · architecture:source-fabricreinforce · workflow:source-compile

review_deandijour_motion_restraint_signal_2026_08_28integrated

7 sources3 signals3 writebacks28 proof checks

refine · knowledge:motion-effects-sourcesreinforce · workflow:source-compile

review_source_compile_visual_cohort_2026_09_29_034438held

2 sources2 signals0 writebacks22 proof checks

reinforce · design:systemreinforce · workflow:source-compile

review_deep_completion_brand_world_frontier_20260812integrated

3 sources1 signals7 writebacks15 proof checks

refine · design:systemrefine · knowledge:design-inspirationrefine · knowledge:frontierinspect · workflow:frontend-frontier

review_deep_completion_context7_mintlify_benchmark_20260812integrated

1 sources1 signals1 writebacks15 proof checks

refine · instruction:capability-routing

review_deep_completion_creative_tool_frontier_20260812integrated

4 sources1 signals5 writebacks13 proof checks

refine · design:systemrefine · instruction:capability-routingrefine · knowledge:frontierrefine · workflow:career-pipeline

review_deep_completion_final_five_20260812integrated

7 sources5 signals5 writebacks19 proof checks

refine · design:systemrefine · instruction:capability-routingrefine · knowledge:frontierreinforce · knowledge:motion-effects-sourcesrefine · workflow:content-pipelinerefine · workflow:frontend-frontier

review_deep_completion_font_release_20260812integrated

9 sources2 signals8 writebacks12 proof checks

refine · design:systemrefine · instruction:capability-routingrefine · knowledge:font-picksreinforce · knowledge:frontierrefine · knowledge:ui-design-defaultsrefine · skill:service-cli-registryrefine · workflow:frontend-frontierrefine · workflow:run-contractrefine · workflow:source-compile

review_deep_completion_grok_bot_security_semantics_20260812integrated

3 sources1 signals2 writebacks22 proof checks

refine · project:agent-machinesrefine · workflow:run-contract

review_deep_completion_illustration_library_terms_20260812integrated

1 sources1 signals5 writebacks15 proof checks

refine · instruction:capability-routingrefine · knowledge:design-inspirationrefine · workflow:frontend-frontier

review_deep_completion_shadow_plugin_20260812integrated

2 sources1 signals2 writebacks13 proof checks

refine · design:system

review_deep_completion_stanford_promotional_recut_20260812integrated

1 sources1 signals2 writebacks20 proof checks

refine · knowledge:frontierrefine · workflow:career-pipelineinspect · workflow:source-compile

review_deep_completion_voxel_icon_img2threejs_20260813integrated

1 sources1 signals3 writebacks23 proof checks

refine · design:systemrefine · knowledge:web3d-routingrefine · workflow:frontend-frontier

review_deepsec_benchmark_governed_routing_2026_08_10integrated

5 sources3 signals3 writebacks11 proof checks

refine · capability:deepsecrefine · workflow:security-scanrefine · skill:deepsec

review_deepseek_harness_plugin_frontier_2026_08_14integrated

2 sources2 signals0 writebacks17 proof checks

reinforce · architecture:llm-wiki-harnessreinforce · knowledge:frontierwatch · knowledge:harness-ablation

review_departure_mono_font_picks_frontier_2026_08_19integrated

1 sources1 signals1 writebacks16 proof checks

refine · knowledge:font-picksreinforce · workflow:source-compile

review_design_inspiration_artifact_router_2026_08_10integrated

6 sources6 signals3 writebacks17 proof checks

refine · knowledge:design-inspirationrefine · workflow:frontend-frontierrefine · project:fieldworkreinforce · design:system

review_design_skills_routing_layers_2026_08_10integrated

10 sources6 signals5 writebacks18 proof checks

refine · skill:design-engineering-polishrefine · capability:tasterefine · design:methodologyrefine · knowledge:agent-tool-source-ledgerrefine · architecture:agent-operating-system

review_details_reveal_navigation_held_2026_09_16held

5 sources1 signals0 writebacks10 proof checks

watch · knowledge:motion-effects-sources

review_dialkit_fieldwork_2026_08_10integrated

2 sources2 signals3 writebacks10 proof checks

refine · project:fieldworkrefine · workflow:frontend-frontierrefine · design:system

review_dialkit_release_reinforcement_2026_09_08held

4 sources1 signals0 writebacks14 proof checks

reinforce · knowledge:component-sources

review_didicvj7_photo_abstract_poster_recipe_2026_08_21integrated

1 sources3 signals1 writebacks13 proof checks

refine · design:systemreinforce · workflow:content-pipeline

review_dive_into_llms_curriculum_routing_2026_08_11integrated

4 sources4 signals3 writebacks14 proof checks

refine · workflow:research-experimentrefine · knowledge:actionable-tools-indexrefine · instruction:capability-routing

review_dom_to_design_semantic_capture_2026_08_12integrated

3 sources6 signals4 writebacks16 proof checks

refine · project:fieldworkrefine · workflow:frontend-frontierrefine · design:systemrefine · instruction:capability-routing

review_dravisha_ambition_health_held_2026_08_22held

1 sources2 signals0 writebacks19 proof checks

reinforce · workflow:source-compilereinforce · workflow:career-pipeline

review_drosophila_connectome_claim_boundary_held_2026_09_19held

1 sources1 signals0 writebacks19 proof checks

watch · knowledge:frontierreinforce · workflow:source-compile

review_efferd_dashboard_reinforcement_2026_09_07held

5 sources1 signals0 writebacks13 proof checks

reinforce · knowledge:component-sources

review_emil_animate_expo_design_engineering_2026_08_20integrated

4 sources2 signals2 writebacks20 proof checks

refine · skill:design-engineering-polishrefine · knowledge:animations-devreinforce · workflow:source-compile

review_emil_design_engineering_skills_2026_08_11integrated

5 sources6 signals4 writebacks14 proof checks

refine · skill:design-engineering-polishrefine · knowledge:animations-devrefine · instruction:skill-resolverrefine · instruction:active-stackreinforce · design:systemreinforce · workflow:frontend-frontierreinforce · project:fieldworkreinforce · knowledge:component-sourcesreinforce · workflow:run-contractreinforce · architecture:brain-system

review_engineering_orchestration_skills_wayfinder_2026_08_11integrated

5 sources6 signals2 writebacks12 proof checks

create · capability:engineering-skill-sourcescreate · skill:wayfinder

review_epta_launch_creative_saturation_2026_09_20held

4 sources1 signals1 writebacks26 proof checks

refine · workflow:content-pipeline

review_exm_component_source_frontier_held_2026_08_26held

2 sources2 signals0 writebacks22 proof checks

reinforce · knowledge:component-sourceswatch · design:ai-native-patternsreinforce · workflow:source-compile

factory-cognition-allegation-held-20260930held

1 sources1 signals0 writebacks15 proof checks

watch · workflow:source-compile

review_falling_man_selected_frame_evidence_2026_09_19held

3 sources1 signals1 writebacks22 proof checks

refine · workflow:source-compile

fei-fei-li-world-labs-amd-held-20261002held

1 sources1 signals0 writebacks18 proof checks

watch · workflow:source-compile

review_figma_cursor_agent_reference_held_2026_09_09held

3 sources1 signals0 writebacks8 proof checks

reinforce · knowledge:design-inspiration

review_finn_launch_video_coordination_held_2026_09_17held

3 sources1 signals0 writebacks16 proof checks

reinforce · workflow:content-pipeline

review_finn_origami_pmf_loop_2026_08_13integrated

1 sources2 signals0 writebacks10 proof checks

reinforce · workflow:content-pipelinereinforce · instruction:capability-routing

review_fmhy_guarded_catalog_discovery_2026_08_11integrated

11 sources7 signals2 writebacks14 proof checks

refine · knowledge:capability-registryrefine · instruction:capability-routing

review_forward_editor_nle_mutation_boundary_2026_09_21held

5 sources1 signals1 writebacks30 proof checks

refine · workflow:content-pipeline

review_founder_demand_calibration_2026_09_11held

2 sources1 signals1 writebacks12 proof checks

refine · knowledge:build-dont-buy

review_freemocap_local_markerless_mocap_frontier_held_2026_08_27held

3 sources2 signals0 writebacks20 proof checks

reinforce · knowledge:frontierreinforce · workflow:source-compile

review_freerange_static_layout_proof_route_2026_08_28integrated

9 sources5 signals2 writebacks28 proof checks

create · capability:freerangerefine · knowledge:agentic-quality-systemreinforce · workflow:source-compile

review_frontend_performance_agent_infrastructure_2026_08_10integrated

2 sources4 signals3 writebacks7 proof checks

refine · design:systemrefine · workflow:frontend-frontierrefine · project:agent-machines

review_fumadocs_interview_followup_held_2026_09_10held

5 sources1 signals0 writebacks15 proof checks

reinforce · knowledge:dev-tool-source-ledger

review_game_ui_database_tutorial_held_2026_09_14held

6 sources1 signals0 writebacks14 proof checks

watch · knowledge:design-inspiration

review_gbrain_portable_memory_replay_2026_08_11integrated

7 sources6 signals4 writebacks21 proof checks

refine · architecture:brain-systemrefine · architecture:source-fabricrefine · architecture:agent-memory-systemrefine · knowledge:agent-self-improvement-evals

gemini-4-argon-routing-held-20260930held

1 sources1 signals0 writebacks18 proof checks

watch · workflow:cross-harness-model-routing

review_general_translation_cli_routing_2026_09_08integrated

7 sources2 signals1 writebacks13 proof checks

refine · tool:gt-next

review_general_translation_fumadocs_grantee_ledger_2026_09_04integrated

10 sources3 signals1 writebacks41 proof checks

refine · knowledge:dev-tool-source-ledgerreinforce · workflow:source-compile

review_general_translation_open_source_grants_2026_08_20integrated

5 sources2 signals1 writebacks29 proof checks

refine · knowledge:dev-tool-source-ledgerreinforce · workflow:source-compile

review_github_frontier_agent_execution_tools_2026_08_10integrated

22 sources11 signals5 writebacks16 proof checks

refine · knowledge:agent-tool-source-ledgerrefine · capability:code-review-graphrefine · capability:impeccablerefine · architecture:agent-operating-systemrefine · instruction:capability-routing

review_github_frontier_learning_gateway_messaging_inference_2026_08_10integrated

9 sources6 signals3 writebacks17 proof checks

refine · knowledge:agent-tool-source-ledgerrefine · architecture:agent-operating-systemrefine · instruction:capability-routing

review_github_frontier_media_embedded_agents_design_sandboxes_2026_08_10integrated

16 sources8 signals4 writebacks18 proof checks

refine · knowledge:agent-tool-source-ledgerrefine · instruction:capability-routingrefine · knowledge:agent-sandboxesrefine · design:system

review_github_roundup_2084114545690423407_20260812integrated

6 sources6 signals10 writebacks9 proof checks

create · capability:open-code-reviewrefine · skill:autoreviewrefine · workflow:self-improving-pr-reviewcreate · capability:authenticated-task-spacescreate · capability:visual-cmscreate · capability:cad-fabricationcreate · workflow:cad-fabricationrefine · knowledge:agent-product-surfacecreate · capability:claude-dynamic-workflowscreate · capability:claude-managed-agents

review_glm_5_2_model_route_replay_2026_08_11integrated

5 sources4 signals3 writebacks14 proof checks

create · capability:glm-5-2create · workflow:cross-harness-model-routingrefine · instruction:capability-routing

review_glyphfield_launch_reinforcement_held_2026_09_15held

5 sources1 signals0 writebacks11 proof checks

watch · design:system

review_golden_ratio_card_composition_reference_held_2026_09_17held

4 sources1 signals0 writebacks14 proof checks

reinforce · knowledge:design-inspiration

review_gpt_live_duplex_delegation_boundary_2026_09_20held

5 sources1 signals1 writebacks23 proof checks

refine · workflow:realtime-voice-agent

review_gpt_realtime_startup_ideas_current_route_2026_08_11integrated

12 sources6 signals6 writebacks19 proof checks

refine · workflow:realtime-voice-agentrefine · knowledge:human-in-the-loop-controlreinforce · project:agent-machinesrefine · knowledge:agent-tool-source-ledger

review_graphical_agent_design_context_held_2026_10_06held

1 sources1 signals1 writebacks11 proof checks

refine · design:system

review_grok_bot_social_reinforcement_held_2026_08_26held

2 sources2 signals0 writebacks22 proof checks

watch · architecture:agent-company-oswatch · project:agent-machinesreinforce · workflow:source-compile

review_hacker_news_docker_sandboxes_2026_08_10integrated

1 sources1 signals1 writebacks7 proof checks

refine · knowledge:agent-sandboxes

review_hark_product_signal_2026_10_06held

2 sources2 signals0 writebacks10 proof checks

watch · knowledge:agent-product-surface

review_harness_outside_sandbox_2026_08_10integrated

2 sources4 signals5 writebacks16 proof checks

refine · knowledge:agent-sandboxesrefine · architecture:brain-systemrefine · project:agent-machinesrefine · capability:agentosrefine · knowledge:agent-tool-source-ledger

review_hashimoto_agency_reinforced_2026_09_14held

5 sources1 signals0 writebacks13 proof checks

watch · knowledge:frontier

review_hermes_learn_source_to_skill_2026_08_11integrated

7 sources6 signals4 writebacks12 proof checks

refine · capability:hermes-agentrefine · skill:skill-creatorrefine · skill:absorb-sourcesrefine · instruction:capability-routing

review_hermes_llm_wiki_harness_replay_2026_08_11integrated

6 sources5 signals3 writebacks15 proof checks

create · capability:hermes-agentcreate · architecture:llm-wiki-harnessrefine · instruction:capability-routing

review_hf_realtime_voice_replay_2026_08_11integrated

6 sources6 signals5 writebacks19 proof checks

create · capability:hugging-face-speech-to-speechcreate · workflow:realtime-voice-agentrefine · design:systemrefine · instruction:capability-routingrefine · capability:vercel-ai-sdk

review_higgsfield_motion_designer_attribution_boundary_2026_09_19held

5 sources1 signals1 writebacks26 proof checks

refine · workflow:source-compile

review_hindsight_local_memory_replayintegrated

4 sources7 signals10 writebacks15 proof checks

refine · capability:hindsightrefine · architecture:agent-memory-systemrefine · knowledge:agent-self-improvement-evalsrefine · skill:hermes-operator-stackrefine · instruction:capability-routingrefine · instruction:skill-resolverrefine · capability:honchorefine · architecture:hermes-mac-mini-agent-osrefine · capability:hermes-agentrefine · architecture:agent-operating-system

review_holosticker_implementation_2026_08_12integrated

2 sources3 signals1 writebacks10 proof checks

create · design:shader-effects-libraries

review_human_agent_documentation_interface_audit_2026_09_21held

5 sources1 signals1 writebacks24 proof checks

refine · design:methodology

review_petergyang_human_review_2026_08_12integrated

2 sources4 signals6 writebacks11 proof checks

create · skill:human-reviewcreate · workflow:artifact-human-reviewrefine · knowledge:human-in-the-loop-controlrefine · project:fieldworkrefine · project:daily-briefrefine · instruction:capability-routing

review_hyperframes_deterministic_video_route_2026_08_10integrated

5 sources4 signals1 writebacks11 proof checks

create · capability:deterministic-video

review_hyperframes_studio_agent_timeline_held_2026_10_05held

1 sources1 signals1 writebacks13 proof checks

refine · capability:deterministic-video

review_icon_systems_product_admission_2026_08_11integrated

14 sources5 signals10 writebacks23 proof checks

refine · knowledge:ui-design-defaultsrefine · design:systemrefine · workflow:frontend-frontierrefine · instruction:capability-routingreplace · skill:frontend-design-tasterefine · capability:tasterefine · skill:make-interfaces-feel-betterreinforce · architecture:source-fabricreinforce · architecture:brain-systemreinforce · project:fieldwork

review_ik_foot_locking_reference_held_2026_09_14held

11 sources1 signals0 writebacks21 proof checks

watch · knowledge:frontier

review_illo_recurring_identity_visual_qa_routing_2026_08_11integrated

6 sources6 signals5 writebacks13 proof checks

refine · skill:illorefine · capability:illorefine · instruction:skill-resolverrefine · instruction:capability-routingrefine · design:system

review_img2threejs_2026_08_11integrated

4 sources6 signals6 writebacks13 proof checks

create · skill:img2threejsrefine · knowledge:web3d-routingrefine · instruction:skill-resolverrefine · instruction:active-stackrefine · workflow:frontend-frontierrefine · project:fieldworkreinforce · design:systemreinforce · workflow:run-contractreinforce · architecture:brain-system

review_impeccable_world_builder_direction_contract_2026_08_10integrated

6 sources4 signals4 writebacks13 proof checks

refine · capability:impeccablerefine · design:systemrefine · workflow:frontend-frontierrefine · instruction:capability-routing

imran-design-engineering-resource-bundle-held-20261002held

1 sources1 signals0 writebacks16 proof checks

reinforce · skill:frontend-design-taste

review_incident_retelling_containment_held_2026_09_10held

3 sources1 signals0 writebacks10 proof checks

reinforce · knowledge:agent-sandboxes

review_interface_in_game_gallery_proposal_2026_09_14held

4 sources1 signals1 writebacks12 proof checks

refine · knowledge:design-inspiration

review_interlinked_cli_multi_harness_guardrail_ledger_2026_09_01integrated

9 sources3 signals1 writebacks30 proof checks

refine · knowledge:agent-tool-source-ledgerreinforce · workflow:source-compile

review_ip_as_logo_skill_mascot_logo_route_2026_08_20integrated

5 sources2 signals2 writebacks30 proof checks

refine · knowledge:ui-design-defaultsrefine · knowledge:ui-skills-source-ledgerreinforce · capability:illoreinforce · workflow:source-compile

review_jakubkrehel_interface_skills_2026_08_12integrated

2 sources4 signals1 writebacks9 proof checks

refine · skill:gstack-design-reviewreinforce · skill:make-interfaces-feel-betterreinforce · skill:autoreview

review_jarhead_public_launch_2026_10_09held

1 sources1 signals0 writebacks11 proof checks

watch · workflow:realtime-voice-agent

review_jarhead_realtime_surface_latency_2026_08_16integrated

14 sources3 signals2 writebacks11 proof checks

refine · knowledge:agent-product-surfacerefine · knowledge:frontierwatch · workflow:realtime-voice-agent

review_jarvis_daily_brief_control_plane_2026_08_17integrated

4 sources2 signals3 writebacks13 proof checks

refine · architecture:daily-brief-control-planerefine · project:daily-briefrefine · workflow:source-compile

review_jarvis_desktop_companion_frontier_2026_08_15integrated

50 sources3 signals2 writebacks23 proof checks

watch · knowledge:agent-product-surfacerefine · knowledge:agentic-quality-systemrefine · knowledge:frontierreinforce · workflow:frontend-frontier

review_jarvis_voice_shell_contract_2026_08_13integrated

3 sources3 signals2 writebacks10 proof checks

refine · knowledge:agent-product-surfacerefine · workflow:realtime-voice-agent

review_jev_adoption_routing_utility_2026_09_19held

7 sources1 signals1 writebacks19 proof checks

refine · workflow:cross-harness-model-routing

review_jev_ai_gateway_integration_reinforcement_held_2026_09_17held

3 sources1 signals0 writebacks12 proof checks

watch · workflow:cross-harness-model-routing

review_jev_decision_candidate_held_2026_09_16held

7 sources1 signals0 writebacks12 proof checks

watch · workflow:cross-harness-model-routing

review_jh3yy_clip_path_shape_frontier_2026_08_21integrated

1 sources2 signals1 writebacks15 proof checks

refine · design:systemreinforce · workflow:frontend-frontier

review_jh3yy_clip_path_shape_single_element_corners_2026_08_22integrated

1 sources2 signals1 writebacks14 proof checks

refine · design:systemreinforce · workflow:frontend-frontier

review_jh3yy_ldraw_threejs_browser_lego_route_2026_08_27integrated

7 sources3 signals1 writebacks28 proof checks

refine · knowledge:web3d-routingreinforce · workflow:source-compile

review_josh_puckett_design_loop_abyssal_held_2026_08_29held

7 sources2 signals0 writebacks24 proof checks

reinforce · design:methodologywatch · knowledge:web3d-routing

review_josh_puckett_safari_video_texture_hold_2026_08_25held

1 sources2 signals0 writebacks21 proof checks

watch · knowledge:motion-effects-sourceswatch · workflow:frontend-frontierreinforce · workflow:source-compile

review_joshpuckett_numbers_software_designers_contextual_2026_09_04integrated

7 sources4 signals1 writebacks37 proof checks

refine · knowledge:ui-design-defaultsreinforce · workflow:source-compile

review_json_render_jev_bounded_composition_2026_09_18held

6 sources1 signals1 writebacks21 proof checks

refine · design:ai-native-patterns

review_justin_herbert_satire_held_2026_09_18held

4 sources1 signals0 writebacks14 proof checks

reinforce · workflow:source-compile

review_kentaro_lfo_release_visual_held_2026_08_23held

1 sources1 signals0 writebacks13 proof checks

reinforce · architecture:source-fabricreinforce · workflow:source-compile

review_kentaro_release_expanded_held_2026_09_13held

4 sources1 signals0 writebacks14 proof checks

watch · knowledge:design-inspiration

review_kerr_federer_provenance_held_2026_09_11held

3 sources1 signals0 writebacks14 proof checks

reinforce · workflow:source-compile

review_kevin_docs_launch_cluster_reinforcement_2026_09_21held

9 sources1 signals0 writebacks30 proof checks

watch · design:methodologywatch · design:system

review_kevin_keychain_friction_held_2026_09_15held

5 sources1 signals0 writebacks11 proof checks

watch · architecture:environment-setup

review_kimi_k3_model_harness_graph_routing_2026_08_10integrated

6 sources5 signals4 writebacks14 proof checks

create · capability:kimi-k3refine · instruction:capability-routingrefine · knowledge:harness-ablationrefine · architecture:source-fabric

review_kimodo_cpp_capability_expanded_held_2026_09_13held

9 sources1 signals0 writebacks19 proof checks

watch · knowledge:frontier

review_kimodo_cpp_local_motion_frontier_2026_08_23integrated

1 sources2 signals0 writebacks16 proof checks

reinforce · knowledge:frontierreinforce · workflow:source-compilereinforce · architecture:source-fabric

review_kitlangton_blog_engine_held_2026_09_08held

3 sources1 signals0 writebacks9 proof checks

watch · knowledge:design-inspiration

review_koboyo_hand_drawn_canvas_icons_2026_08_14integrated

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watch · knowledge:component-sourcesreinforce · workflow:frontend-frontier

review_konstantine_cognitive_revolution_held_2026_09_02held

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reinforce · knowledge:frontierreinforce · architecture:agent-company-osreinforce · workflow:source-compile

kun-zhi-ai-first-engine-held-20261026held

2 sources1 signals0 writebacks11 proof checks

reinforce · knowledge:web3d-routingwatch · knowledge:creative-web-interactions

review_laurentdelrey_personal_website_held_2026_08_31held

4 sources3 signals0 writebacks16 proof checks

reinforce · knowledge:frontierreinforce · workflow:source-compile

review_lauriewired_sdc_research_held_2026_09_15held

6 sources1 signals0 writebacks12 proof checks

watch · knowledge:frontier

review_laya_local_fast_path_selective_routing_2026_09_21held

6 sources1 signals1 writebacks29 proof checks

refine · workflow:cross-harness-model-routing

review_leo_product_video_reference_held_2026_09_13held

4 sources1 signals0 writebacks13 proof checks

watch · knowledge:design-inspiration

review_libby_pete_animation_runtime_validation_loop_2026_08_27integrated

5 sources4 signals2 writebacks25 proof checks

refine · design:systemrefine · skill:design-engineering-polishreinforce · workflow:source-compile

review_lifeline_interface_2026_08_12integrated

2 sources4 signals4 writebacks13 proof checks

refine · design:systemrefine · knowledge:component-sourcesrefine · skill:animated-component-librariesrefine · architecture:brain-system

review_linearabilityextthreejs_browser_vfx_frontier_held_2026_08_26held

2 sources2 signals0 writebacks21 proof checks

watch · workflow:frontend-frontierreinforce · knowledge:frontierreinforce · workflow:source-compile

review_liteparse_markdown_benchmark_routing_2026_08_11integrated

6 sources4 signals2 writebacks17 proof checks

create · capability:liteparsecreate · skill:liteparse

review_liteparse_v2_launch_routing_2026_08_11integrated

5 sources4 signals2 writebacks14 proof checks

refine · capability:liteparsereinforce · skill:liteparserefine · knowledge:dev-tool-source-ledger

review_lore_version_control_current_source_2026_08_11integrated

13 sources6 signals4 writebacks17 proof checks

create · capability:lorerefine · instruction:capability-routingrefine · knowledge:dev-tool-source-ledger

review_lumeria_demo_day_activation_boundary_held_2026_09_20held

5 sources1 signals0 writebacks26 proof checks

reinforce · knowledge:frontierreinforce · workflow:content-pipeline

review_lumeria_event_evidence_held_2026_09_12held

3 sources1 signals0 writebacks13 proof checks

reinforce · knowledge:frontier

review_lumeria_launch_media_reinforcement_2026_08_21integrated

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reinforce · knowledge:frontierreinforce · workflow:source-compilereinforce · architecture:source-fabric

review_lumeria_unicorn_medical_scope_held_2026_09_17held

8 sources1 signals0 writebacks19 proof checks

reinforce · knowledge:frontier

review_making_software_visual_technical_literacy_2026_08_10integrated

1 sources1 signals0 writebacks10 proof checks

reinforce · design:systemreinforce · workflow:frontend-frontier

review_markyi_high_agency_hardware_held_2026_08_22held

1 sources2 signals0 writebacks17 proof checks

reinforce · workflow:source-compilereinforce · capability:career-ops

review_mattpocock_code_review_standards_clarification_2026_08_28integrated

7 sources3 signals2 writebacks23 proof checks

refine · skill:autoreviewrefine · capability:engineering-skill-sourcesreinforce · workflow:source-compile

review_mattpocock_late_july_operating_corrections_20260812integrated

5 sources4 signals10 writebacks14 proof checks

refine · capability:engineering-skill-sourcesrefine · skill:grill-with-docsrefine · knowledge:design-treerefine · workflow:ai-development-phasesrefine · skill:agent-iteration-looprefine · skill:handoffrefine · workflow:cross-project-learningrefine · workflow:agent-environment-bootstraprefine · instruction:skill-resolverrefine · instruction:capability-routing

review_mattpocock_less_code_slop_held_2026_08_31held

4 sources3 signals0 writebacks23 proof checks

reinforce · knowledge:frontierreinforce · workflow:source-compile

review_may_portfolio_audio_reference_held_2026_09_09held

6 sources1 signals0 writebacks12 proof checks

watch · knowledge:design-inspiration

review_memoharness_case_conditioned_harness_2026_08_11integrated

8 sources6 signals4 writebacks17 proof checks

refine · architecture:brain-systemrefine · workflow:run-contractrefine · knowledge:harness-ablationrefine · knowledge:agent-self-improvement-evals

review_memory_architecture_temporal_compaction_2026_08_11integrated

13 sources8 signals3 writebacks21 proof checks

refine · knowledge:agent-memory-patternsrefine · architecture:agent-memory-systemrefine · workflow:source-compilereinforce · architecture:brain-systemreinforce · workflow:run-contract

review_memory_to_skill_governance_2026_08_10integrated

2 sources2 signals3 writebacks9 proof checks

refine · architecture:brain-systemrefine · knowledge:agent-self-improvement-evalsrefine · skill:skill-creator

review_mengto_towers_exact_source_frontier_2026_08_13integrated

1 sources2 signals0 writebacks14 proof checks

reinforce · workflow:frontend-frontierwatch · knowledge:frontier

review_message_corpus_agent_lineages_20260812integrated

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refine · architecture:brain-systemrefine · architecture:source-fabricrefine · design:systemrefine · knowledge:agentic-quality-systemrefine · knowledge:project-catalogreinforce · project:agent-machinesreinforce · workflow:frontend-frontierrefine · workflow:run-contractreinforce · workflow:source-compile

review_message_corpus_discord_held_20260812held

12 sources1 signals0 writebacks10 proof checks

reinforce · architecture:source-fabricreinforce · workflow:source-compile

review_message_corpus_discord_signals_20260812integrated

11 sources7 signals2 writebacks14 proof checks

reinforce · architecture:brain-systemrefine · architecture:source-fabricrefine · design:systemreinforce · project:agent-machinesreinforce · project:daily-briefreinforce · workflow:frontend-frontierreinforce · workflow:run-contractreinforce · workflow:source-compile

mindblown_teleoperator_reference_held_20261003held

1 sources1 signals0 writebacks12 proof checks

watch · knowledge:creative-web-interactionsreinforce · workflow:source-compile

review_minecraft_planner_controller_attribution_2026_09_20held

8 sources1 signals1 writebacks25 proof checks

refine · workflow:cross-harness-model-routing

review_ml_intern_current_replay_2026_08_11integrated

5 sources4 signals0 writebacks14 proof checks

reinforce · capability:ml-internreinforce · workflow:research-experimentreinforce · knowledge:eval-loopreinforce · instruction:capability-routingreinforce · knowledge:agent-tool-source-ledger

review_ml_intern_research_experiment_2026_08_10integrated

6 sources5 signals5 writebacks16 proof checks

refine · capability:ml-interncreate · workflow:research-experimentrefine · knowledge:eval-looprefine · instruction:capability-routingrefine · knowledge:agent-tool-source-ledger

review_modern_claudefare_quality_surface_20260812held

2 sources5 signals2 writebacks6 proof checks

refine · knowledge:agentic-quality-systemrefine · workflow:run-contract

review_moneyprinter_turbo_replay_2026_08_11integrated

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replace · capability:moneyprinter-turborefine · workflow:content-pipelinerefine · instruction:capability-routingrefine · capability:hyperframes

review_mortenpx_wikipedia_reader_concept_integrated_2026_08_18integrated

1 sources1 signals0 writebacks11 proof checks

reinforce · design:systemreinforce · workflow:source-compile

review_motion_showreel_provenance_held_2026_09_25held

3 sources1 signals0 writebacks11 proof checks

watch · knowledge:motion-effects-sources

review_motion_vgpu_candidate_2026_09_12held

10 sources1 signals1 writebacks20 proof checks

refine · knowledge:web3d-routing

review_namethatui_ui_vocabulary_replay_2026_08_11integrated

4 sources6 signals7 writebacks28 proof checks

refine · knowledge:ui-component-vocabularycreate · skill:ui-vocabularyrefine · design:systemrefine · workflow:frontend-frontierrefine · project:fieldworkrefine · instruction:capability-routingrefine · instruction:skill-resolver

review_naty_design_boards_held_2026_09_13held

7 sources1 signals0 writebacks17 proof checks

watch · knowledge:design-inspiration

review_nero_font_roundup_held_2026_09_14held

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watch · knowledge:font-picks

review_neuroplasticity_article_and_fable_animatable_pipeline_held_2026_09_02held

5 sources3 signals0 writebacks24 proof checks

reinforce · knowledge:frontierreinforce · workflow:source-compile

review_new_bookmarks_keel_student_madeira_held_2026_09_26held

3 sources3 signals0 writebacks12 proof checks

watch · workflow:cross-harness-model-routingwatch · workflow:source-compile

review_ngo_fruit_fly_animation_held_2026_09_16held

4 sources1 signals0 writebacks10 proof checks

watch · capability:deterministic-video

review_noe_compact_outline_held_2026_09_11held

3 sources1 signals0 writebacks11 proof checks

reinforce · knowledge:design-inspiration

review_omarchy_design_reference_held_2026_09_09held

4 sources1 signals0 writebacks10 proof checks

watch · knowledge:design-inspiration

review_oneworks_avatar_procedural_export_shelf_2026_08_25integrated

1 sources1 signals1 writebacks21 proof checks

refine · knowledge:motion-effects-sources

review_open_agents_factory_control_plane_2026_08_11integrated

3 sources6 signals5 writebacks21 proof checks

refine · architecture:brain-systemrefine · knowledge:agent-sandboxesrefine · workflow:run-contractrefine · project:agent-machinesrefine · knowledge:agent-tool-source-ledger

review_open_knowledge_format_v02_portability_2026_08_11integrated

3 sources6 signals5 writebacks23 proof checks

refine · architecture:brain-systemrefine · architecture:source-fabricrefine · workflow:source-compilerefine · workflow:run-contractrefine · skill:ai-seo

open-source-alternatives-routing-2026-08-10integrated

3 sources5 signals7 writebacks15 proof checks

refine · knowledge:actionable-tools-indexreinforce · capability:authorized-media-intakerefine · knowledge:local-coding-agentsrefine · capability:open-generative-airefine · capability:workflow-automationrefine · instruction:capability-routingrefine · knowledge:dev-tool-source-ledger

open-source-utility-roundup-routing-2026-08-10integrated

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refine · instruction:capability-routingrefine · instruction:active-stackrefine · instruction:skill-resolverrefine · knowledge:agent-tool-source-ledgercreate · capability:research-workspacesrefine · capability:web-to-nativerefine · capability:authorized-media-intakereinforce · capability:recordlyreinforce · capability:pdf-operationsreinforce · capability:deterministic-video

review_openai_agents_api_execution_boundary_held_2026_09_18held

4 sources1 signals0 writebacks12 proof checks

reinforce · instruction:capability-routing

review_openai_hf_audit_integrity_boundary_2026_08_27integrated

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refine · workflow:source-compilerefine · knowledge:agentic-quality-system

review_openai_software_factory_staged_authority_2026_09_17held

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refine · knowledge:agentic-quality-system

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refine · knowledge:agent-tool-source-ledgerreinforce · workflow:source-compile

review_orcarouter_qwen38_mlx_local_frontier_2026_08_19integrated

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reinforce · knowledge:local-coding-agentsreinforce · workflow:source-compile

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refine · knowledge:component-sourcesreinforce · skill:animated-component-libraries

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6 sources3 signals0 writebacks29 proof checks

reinforce · skill:frontend-design-tastereinforce · workflow:source-compile

review_originkit_exact_source_adoption_2026_08_12integrated

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create · capability:originkitrefine · knowledge:component-sourcesrefine · knowledge:motion-effects-sourcesrefine · skill:animated-component-librariesrefine · workflow:frontend-frontierrefine · instruction:capability-routing

review_oscar_water_playground_held_2026_09_09held

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reinforce · knowledge:design-inspirationreinforce · workflow:cross-harness-model-routing

review_paper_mono_font_shortlist_2026_10_07integrated

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refine · knowledge:font-picksreinforce · workflow:source-compile

review_paperclip_company_control_plane_routing_2026_08_11integrated

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create · capability:paperclipcreate · architecture:agent-company-oscreate · architecture:agent-control-planerefine · architecture:agent-operating-systemrefine · instruction:capability-routingrefine · knowledge:agent-tool-source-ledgerreinforce · workflow:run-contract

review_paul_graham_university_founder_prep_held_2026_08_25held

1 sources2 signals0 writebacks17 proof checks

reinforce · workflow:career-pipelinewatch · knowledge:frontierreinforce · workflow:source-compile

source-compile-pdfcn-20260930held

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refine · capability:pdf-operations

review_pdfcraft_stirling_pdf_operations_route_2026_08_10integrated

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create · capability:pdf-operationscreate · skill:pdf-operationsrefine · instruction:capability-routing

review_perceptionbench_visual_proof_receipt_2026_08_11integrated

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refine · project:fieldworkrefine · design:systemrefine · workflow:frontend-frontierrefine · workflow:run-contractrefine · knowledge:agent-tool-source-ledger

review_personal_site_article_research_2026_09_02integrated

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create · knowledge:personal-site-article-research-2026-09

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2 sources1 signals0 writebacks12 proof checks

reinforce · knowledge:design-inspiration

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refine · philosophy:visible-systems

review_personal_website_dialkit_20260905integrated

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review_personal_website_editorial_shell_2026_08_31integrated

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refine · project:personal-website-editorial-shell

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refine · knowledge:component-sources

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refine · project:personal-website-editorial-shellrefine · knowledge:personal-website-references

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refine · project:personal-website-editorial-shellrefine · knowledge:personal-website-references

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refine · knowledge:component-sources

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5 sources3 signals4 writebacks9 proof checks

refine · project:personal-website-editorial-shellrefine · knowledge:personal-website-references

review_personal_website_motion_proof_reinforce_2026_08_18integrated

5 sources1 signals0 writebacks11 proof checks

reinforce · design:systemreinforce · workflow:run-contract

review_personal_website_prototemplate_diagrams_2026_09_04integrated

3 sources2 signals4 writebacks12 proof checks

refine · philosophy:visible-systemsrefine · project:personal-website-editorial-shell

review_personal_website_static_brand_assets_2026_09_02integrated

2 sources2 signals4 writebacks8 proof checks

replace · project:personal-website-editorial-shellreplace · knowledge:personal-website-references

review_personal_website_ux_laws_article_2026_09_02integrated

12 sources5 signals6 writebacks17 proof checks

refine · project:personal-website-editorial-shellrefine · knowledge:ui-design-defaults

review_personal_website_working_geometry_2026_09_02integrated

2 sources2 signals3 writebacks10 proof checks

refine · philosophy:visible-systemsrefine · project:personal-website-editorial-shell

review_personal_writing_voice_corpus_2026_09_02integrated

2 sources4 signals1 writebacks10 proof checks

refine · knowledge:communication-style

review_personal_writing_voice_replies_corpus_2026_09_02integrated

2 sources2 signals1 writebacks11 proof checks

refine · knowledge:communication-style

review_pixelrag_hybrid_retrieval_replay_2026_08_11integrated

7 sources5 signals6 writebacks16 proof checks

create · capability:pixelragrefine · knowledge:retrieval-qualityrefine · knowledge:agent-tool-source-ledgercreate · knowledge:agent-search-and-retrievalrefine · instruction:capability-routingrefine · instruction:skill-resolver

review_polar_hosted_browser_pilot_2026_09_17held

5 sources1 signals1 writebacks19 proof checks

refine · capability:browser-automation

review_polygres_pggraph_moving_context_2026_08_10integrated

7 sources5 signals6 writebacks21 proof checks

refine · architecture:source-fabricrefine · knowledge:retrieval-qualityrefine · instruction:capability-routingrefine · knowledge:agent-tool-source-ledgerrefine · skill:absorb-sourcesrefine · workflow:source-compile

review_ponytail_benchmark_isolation_held_2026_09_10held

10 sources1 signals0 writebacks19 proof checks

reinforce · knowledge:harness-ablation

review_poolday_hosted_video_agent_held_2026_09_17held

4 sources1 signals0 writebacks15 proof checks

reinforce · instruction:capability-routing

review_portfolio_redesign_session_held_2026_10_07held

1 sources1 signals0 writebacks11 proof checks

watch · knowledge:project-catalog

review_portfolio_reel_attribution_held_2026_09_16held

4 sources1 signals0 writebacks10 proof checks

watch · knowledge:design-inspiration

review_portless_actionable_index_adoption_2026_08_20integrated

5 sources2 signals1 writebacks25 proof checks

refine · knowledge:actionable-tools-indexreinforce · instruction:skill-resolverreinforce · workflow:source-compile

review_poseidon_webgpu_ocean_reference_2026_08_20integrated

4 sources2 signals1 writebacks31 proof checks

refine · knowledge:web3d-routingreinforce · design:shader-effects-librariesreinforce · workflow:source-compile

review_probably_language_semantic_effects_2026_09_19held

6 sources1 signals1 writebacks19 proof checks

refine · workflow:cross-harness-model-routing

review_production_gate_causal_classification_2026_09_21held

6 sources1 signals1 writebacks25 proof checks

refine · knowledge:agentic-quality-system

review_production_test_shared_default_held_2026_09_25held

2 sources1 signals0 writebacks11 proof checks

watch · knowledge:agentic-quality-system

review_prototemplate_visible_systems_design_language_2026_08_22integrated

5 sources3 signals2 writebacks18 proof checks

refine · design:systemcreate · philosophy:visible-systems

review_psp_web_recomp_browser_game_reference_2026_10_08integrated

1 sources1 signals1 writebacks14 proof checks

refine · knowledge:dev-tool-source-ledgerreinforce · workflow:source-compile

review_public_agent_sequencing_2026_08_11integrated

7 sources7 signals4 writebacks14 proof checks

refine · knowledge:agent-product-surfacerefine · architecture:brain-systemrefine · project:agent-machinesrefine · workflow:run-contractreinforce · knowledge:agent-sandboxes

review_pzayap_chatgpt_browser_settings_held_2026_08_28held

7 sources2 signals0 writebacks25 proof checks

watch · capability:browser-automationreinforce · workflow:source-compile

review_quenq_browser_demo_held_2026_09_10held

3 sources1 signals0 writebacks10 proof checks

reinforce · knowledge:design-inspiration

review_quiver_arrow2_editable_vector_routing_2026_09_17held

5 sources1 signals1 writebacks16 proof checks

refine · instruction:capability-routing

review_react_doctor_improve_threejs_and_emil_accent_2026_08_17integrated

3 sources2 signals1 writebacks26 proof checks

refine · skill:react-doctorreinforce · knowledge:animations-dev

review_red_queen_godel_machine_controlled_evaluator_evolution_2026_08_11integrated

6 sources8 signals4 writebacks14 proof checks

refine · knowledge:agent-self-improvement-evalsrefine · knowledge:eval-looprefine · instruction:active-stackrefine · instruction:skill-resolverreinforce · architecture:brain-systemreinforce · architecture:source-fabricreinforce · workflow:run-contractreinforce · skill:absorb-sources

review_regression_manifest_coverage_held_2026_09_23held

2 sources1 signals0 writebacks14 proof checks

watch · knowledge:agentic-quality-systemwatch · workflow:run-contract

review_relay_benchmark_instruction_validity_2026_10_05integrated

3 sources1 signals1 writebacks10 proof checks

refine · workflow:run-contract

review_relay_replay_evidence_boundary_2026_10_01held

3 sources1 signals1 writebacks8 proof checks

refine · knowledge:agentic-quality-system

resynced_reviewed_frontier_held_2026_08_23held

5 sources2 signals0 writebacks25 proof checks

reinforce · architecture:source-fabricwatch · workflow:source-compile

resynced_reviewed_frontier_held_second_2026_08_23held

5 sources2 signals0 writebacks26 proof checks

reinforce · architecture:source-fabricwatch · workflow:source-compile

resynced_reviewed_frontier_held_third_2026_08_23held

5 sources2 signals0 writebacks24 proof checks

reinforce · architecture:source-fabricwatch · workflow:source-compile

review_source_compile_photocraft_video_lab_2026_10_07integrated

2 sources2 signals2 writebacks22 proof checks

refine · knowledge:dev-tool-source-ledgerrefine · knowledge:project-catalog

review_review_unit_correlation_methodology_2026_08_10integrated

1 sources2 signals2 writebacks9 proof checks

refine · architecture:source-fabricrefine · workflow:source-compile

review_adoption_brain_retrieval_brief_cohort_2026_08_12integrated

17 sources8 signals5 writebacks24 proof checks

refine · architecture:agent-memory-systemrefine · architecture:brain-systemreinforce · instruction:capability-routingrefine · knowledge:agent-product-surfacerefine · knowledge:agentic-quality-systemreinforce · knowledge:eval-loopreinforce · knowledge:human-in-the-loop-controlreinforce · knowledge:retrieval-qualityrefine · project:daily-briefreinforce · workflow:security-scanreinforce · workflow:source-compile

review_adoption_content_source_hitl_cohort_2026_08_12integrated

57 sources12 signals4 writebacks18 proof checks

refine · architecture:brain-systemrefine · instruction:capability-routingrefine · knowledge:agent-product-surfacerefine · knowledge:eval-loopreinforce · knowledge:frontierreinforce · knowledge:human-in-the-loop-controlreinforce · skill:programmatic-seoreinforce · skill:skill-creatorreinforce · workflow:career-pipelinereinforce · workflow:content-pipelinereinforce · workflow:cross-harness-model-routingreinforce · workflow:research-experimentreinforce · workflow:run-contractreinforce · workflow:seo-geo-radarreinforce · workflow:source-compile

review_adoption_eval_harness_media_cohort_2026_08_12integrated

42 sources12 signals8 writebacks21 proof checks

refine · architecture:brain-systemrefine · design:systemrefine · instruction:capability-routingrefine · knowledge:agentic-quality-systemrefine · knowledge:eval-looprefine · knowledge:harness-ablationrefine · knowledge:human-in-the-loop-controlrefine · skill:skill-creatorreinforce · workflow:content-pipelinereinforce · workflow:cross-harness-model-routingreinforce · workflow:frontend-frontierreinforce · workflow:run-contractreinforce · workflow:security-scanreinforce · workflow:source-compile

review_adoption_eval_routing_tools_cohort_2026_08_12integrated

32 sources12 signals11 writebacks21 proof checks

refine · architecture:brain-systemrefine · capability:engineering-skill-sourcesrefine · capability:kimi-k3refine · instruction:capability-routingreinforce · knowledge:agent-product-surfacereinforce · knowledge:eval-loopreinforce · knowledge:harness-ablationreinforce · project:daily-briefreinforce · skill:skill-creatorreinforce · workflow:content-pipelinereinforce · workflow:cross-harness-model-routingreinforce · workflow:frontend-frontierreinforce · workflow:research-experimentreinforce · workflow:run-contractreinforce · workflow:security-scanreinforce · workflow:seo-geo-radar

review_adoption_fast_independent_cohort_2026_08_12integrated

8 sources7 signals6 writebacks24 proof checks

refine · architecture:brain-systemreinforce · capability:deterministic-videocreate · instruction:capability-routingreinforce · knowledge:agent-product-surfacerefine · knowledge:agentic-quality-systemrefine · knowledge:eval-looprefine · knowledge:frontierreinforce · protocol:mcp-2026reinforce · skill:frontend-design-tastereinforce · skill:skill-creatorreinforce · workflow:content-pipelinerefine · workflow:frontend-frontierreinforce · workflow:security-scan

review_adoption_final_frontier_career_design_cohort_2026_08_12integrated

45 sources10 signals10 writebacks23 proof checks

refine · architecture:brain-systemrefine · design:systemrefine · instruction:capability-routingrefine · knowledge:agentic-quality-systemrefine · knowledge:creative-web-interactionsrefine · knowledge:eval-looprefine · knowledge:frontierrefine · knowledge:human-in-the-loop-controlrefine · knowledge:motion-effects-sourcesreinforce · project:fieldworkreinforce · workflow:career-pipelinereinforce · workflow:content-pipelinereinforce · workflow:frontend-frontierreinforce · workflow:research-experimentreinforce · workflow:run-contractreinforce · workflow:security-scaninspect · workflow:source-compile

review_adoption_frontend_authority_components_cohort_2026_08_12integrated

45 sources12 signals11 writebacks18 proof checks

refine · capability:browser-automationrefine · design:systemrefine · instruction:capability-routingrefine · knowledge:agent-product-surfacereinforce · knowledge:agentic-quality-systemreinforce · knowledge:component-sourcesreinforce · knowledge:design-inspirationreinforce · knowledge:motion-effects-sourcesreinforce · knowledge:web3d-routingreinforce · project:fieldworkreinforce · skill:frontend-design-tastereinforce · skill:skill-creatorreinforce · workflow:frontend-frontier

review_adoption_frontend_design_system_cohort_2026_08_12integrated

85 sources16 signals5 writebacks19 proof checks

refine · capability:browser-automationrefine · capability:engineering-skill-sourcesrefine · design:systemrefine · instruction:capability-routingreinforce · knowledge:component-sourcesreinforce · knowledge:creative-web-interactionsreinforce · knowledge:design-inspirationreinforce · knowledge:eval-loopreinforce · knowledge:human-in-the-loop-controlreinforce · knowledge:motion-effects-sourcesreinforce · knowledge:ui-design-defaultsreinforce · knowledge:web3d-routingreinforce · skill:skill-creatorreinforce · workflow:career-pipelinereinforce · workflow:content-pipelinereinforce · workflow:frontend-frontier

review_adoption_frontend_tools_skills_cohort_2026_08_12integrated

37 sources8 signals6 writebacks17 proof checks

reinforce · capability:browser-automationrefine · design:systemrefine · instruction:capability-routingreinforce · knowledge:eval-loopreinforce · knowledge:frontierreinforce · knowledge:human-in-the-loop-controlreinforce · knowledge:motion-effects-sourcesreinforce · skill:frontend-design-tastereinforce · skill:skill-creatorrefine · workflow:frontend-frontierreinforce · workflow:skill-sync

review_adoption_hyperframes_2026_08_12integrated

4 sources3 signals3 writebacks14 proof checks

refine · capability:deterministic-videorefine · capability:hyperframesrefine · instruction:capability-routingreinforce · knowledge:motion-effects-sourcesreinforce · workflow:frontend-frontier

review_adoption_interaction_remote_security_2026_08_12integrated

5 sources4 signals4 writebacks16 proof checks

refine · design:systemrefine · instruction:capability-routingreinforce · knowledge:creative-web-interactionsrefine · knowledge:human-in-the-loop-controlrefine · workflow:security-scan

review_adoption_jarvis_runtime_governance_cohort_2026_08_12integrated

8 sources3 signals1 writebacks22 proof checks

refine · architecture:agent-operating-systemreinforce · knowledge:agentic-quality-systemreinforce · knowledge:human-in-the-loop-controlreinforce · workflow:realtime-voice-agentreinforce · workflow:run-contract

review_adoption_model_routing_eval_cohort_2026_08_12integrated

71 sources10 signals4 writebacks18 proof checks

refine · architecture:agent-operating-systemrefine · architecture:brain-systemrefine · instruction:capability-routingreinforce · knowledge:agentic-quality-systemreinforce · knowledge:eval-loopreinforce · knowledge:frontierreinforce · knowledge:harness-ablationreinforce · skill:hermes-operator-stackreinforce · workflow:cross-harness-model-routingreinforce · workflow:research-experimentreinforce · workflow:run-contractreinforce · workflow:security-scanreinforce · workflow:source-compile

review_adoption_openauth_platform_cohort_2026_08_12integrated

5 sources5 signals6 writebacks17 proof checks

refine · architecture:brain-systemcreate · capability:effect-tsrefine · capability:openauthcreate · capability:supabase-tanstack-dbcreate · capability:vercel-ai-sdkrefine · instruction:capability-routing

review_adoption_platform_runtime_operator_cohort_2026_08_12integrated

72 sources17 signals4 writebacks17 proof checks

refine · architecture:agent-operating-systemrefine · architecture:brain-systemreinforce · capability:vercel-evereinforce · instruction:agent-operationsreinforce · instruction:capability-routingreinforce · knowledge:agent-sandboxesreinforce · knowledge:agentic-quality-systemreinforce · knowledge:build-dont-buyreinforce · knowledge:frontierreinforce · skill:skill-creatorreinforce · workflow:cross-harness-model-routingreinforce · workflow:frontend-frontierreinforce · workflow:realtime-voice-agentreinforce · workflow:run-contractreinforce · workflow:security-scan

review_adoption_quality_skills_loops_cohort_2026_08_12integrated

54 sources7 signals8 writebacks20 proof checks

refine · architecture:agent-operating-systemrefine · capability:engineering-skill-sourcesrefine · instruction:capability-routingrefine · knowledge:agent-product-surfacerefine · knowledge:agentic-quality-systemrefine · knowledge:eval-looprefine · knowledge:frontierrefine · knowledge:harness-ablationreinforce · knowledge:loopyreinforce · project:agent-broomreinforce · project:local-searchreinforce · skill:skill-creatorreinforce · workflow:cross-harness-model-routingreinforce · workflow:research-experimentreinforce · workflow:run-contractreinforce · workflow:security-scanreinforce · workflow:self-improving-pr-reviewreinforce · workflow:source-compile

review_adoption_runtime_harness_cohort_2026_08_12integrated

8 sources8 signals9 writebacks25 proof checks

reinforce · architecture:agent-operating-systemrefine · architecture:brain-systemrefine · capability:agentenvrefine · capability:browser-automationreinforce · instruction:capability-routingreinforce · knowledge:agent-sandboxesrefine · knowledge:agentic-quality-systemreinforce · knowledge:harness-ablationrefine · skill:hermes-operator-stackrefine · skill:skill-creatorrefine · workflow:cross-harness-model-routingreinforce · workflow:frontend-frontierrefine · workflow:research-experimentcreate · workflow:security-scan

review_adoption_runtime_research_memory_skills_cohort_2026_08_12integrated

61 sources13 signals7 writebacks18 proof checks

refine · architecture:agent-memory-systemreinforce · architecture:source-fabricreinforce · capability:browser-automationreinforce · instruction:capability-routingreinforce · knowledge:agent-sandboxesreinforce · knowledge:agentic-quality-systemreinforce · knowledge:frontierreinforce · knowledge:harness-ablationreinforce · knowledge:retrieval-qualityreinforce · project:agent-machinesreinforce · skill:hermes-operator-stackreinforce · skill:shopify-commercereinforce · skill:skill-creatorreinforce · workflow:realtime-voice-agentreinforce · workflow:run-contractreinforce · workflow:source-compile

review_adoption_security_runtime_cohort_2026_08_12integrated

33 sources12 signals6 writebacks21 proof checks

refine · architecture:agent-memory-systemrefine · capability:browser-automationrefine · capability:unbrokerrefine · instruction:capability-routingrefine · knowledge:build-dont-buyrefine · knowledge:frontierreinforce · knowledge:human-in-the-loop-controlreinforce · workflow:content-pipelinereinforce · workflow:frontend-frontierreinforce · workflow:security-scanreinforce · workflow:seo-geo-radar

review_adoption_security_runtime_tools_cohort_2026_08_12integrated

71 sources6 signals7 writebacks18 proof checks

refine · architecture:brain-systemrefine · instruction:capability-routingrefine · knowledge:agent-product-surfacerefine · knowledge:agent-sandboxesrefine · knowledge:agentic-quality-systemrefine · knowledge:build-dont-buyrefine · knowledge:component-sourcesreinforce · knowledge:eval-loopreinforce · knowledge:frontierreinforce · knowledge:human-in-the-loop-controlreinforce · workflow:content-pipelinereinforce · workflow:frontend-frontierreinforce · workflow:run-contractreinforce · workflow:security-scanreinforce · workflow:source-compile

review_adoption_tool_workflow_cohort_2026_08_12integrated

9 sources8 signals5 writebacks24 proof checks

reinforce · capability:pdf-operationsreinforce · instruction:capability-routingrefine · knowledge:build-dont-buyrefine · knowledge:eval-loopreinforce · knowledge:human-in-the-loop-controlrefine · skill:skill-creatorrefine · workflow:content-pipelinereinforce · workflow:realtime-voice-agentrefine · workflow:security-scan

review_agent_machines_live_migration_contract_2026_08_13integrated

7 sources3 signals1 writebacks9 proof checks

refine · project:agent-machines

review_artifact_batch_frontend_frontier_f7563d5332dbheld

3 sources3 signals2 writebacks12 proof checks

refine · workflow:frontend-frontierrefine · design:methodology

review_batch_artifact_architecture_brain_system_39d9ff9742d3_2026_08_11integrated

11 sources11 signals0 writebacks17 proof checks

reinforce · architecture:brain-systemwatch · instruction:capability-routingwatch · knowledge:agent-sandboxesreinforce · knowledge:agentic-quality-systemreinforce · knowledge:build-dont-buywatch · knowledge:eval-loopreinforce · knowledge:frontierreinforce · knowledge:harness-ablationwatch · skill:skill-creatorreinforce · workflow:cross-harness-model-routingwatch · workflow:research-experimentreinforce · workflow:security-scaninspect · workflow:source-compile

review_batch_artifact_design_system_61845844edea_2026_08_12integrated

45 sources45 signals0 writebacks19 proof checks

reinforce · architecture:agent-operating-systemreinforce · architecture:brain-systemreinforce · capability:engineering-skill-sourcesreinforce · design:systemreinforce · instruction:capability-routingwatch · knowledge:agent-sandboxesreinforce · knowledge:agentic-quality-systemwatch · knowledge:component-sourcesreinforce · knowledge:eval-loopreinforce · knowledge:frontierreinforce · knowledge:harness-ablationwatch · knowledge:human-in-the-loop-controlreinforce · skill:skill-creatorwatch · workflow:career-pipelinewatch · workflow:content-pipelinereinforce · workflow:cross-harness-model-routingreinforce · workflow:frontend-frontierreinforce · workflow:research-experimentreinforce · workflow:run-contractwatch · workflow:security-scanwatch · workflow:source-compile

review_batch_artifact_knowledge_frontier_1038b2d25b10_2026_08_12integrated

50 sources40 signals0 writebacks19 proof checks

watch · architecture:agent-operating-systemwatch · architecture:brain-systemwatch · design:systemreinforce · instruction:capability-routingreinforce · knowledge:agent-sandboxesreinforce · knowledge:agentic-quality-systemreinforce · knowledge:build-dont-buywatch · knowledge:eval-loopreinforce · knowledge:frontierreinforce · knowledge:human-in-the-loop-controlreinforce · skill:skill-creatorreinforce · workflow:career-pipelinewatch · workflow:content-pipelinereinforce · workflow:cross-harness-model-routingreinforce · workflow:frontend-frontierreinforce · workflow:research-experimentreinforce · workflow:run-contractwatch · workflow:security-scanreinforce · workflow:source-compile

review_batch_artifact_knowledge_frontier_24d3c315d839_2026_08_12integrated

6 sources5 signals0 writebacks12 proof checks

watch · architecture:brain-systemwatch · design:systemwatch · instruction:capability-routingreinforce · knowledge:agent-sandboxeswatch · knowledge:agentic-quality-systemreinforce · knowledge:frontierreinforce · knowledge:human-in-the-loop-controlwatch · workflow:research-experimentreinforce · workflow:security-scanreinforce · workflow:source-compile

review_batch_artifact_workflow_frontend_frontier_f24eb1e16771_2026_08_12integrated

11 sources11 signals0 writebacks16 proof checks

reinforce · architecture:agent-operating-systemwatch · capability:browser-automationreinforce · capability:engineering-skill-sourceswatch · design:systemreinforce · instruction:capability-routingreinforce · knowledge:agentic-quality-systemreinforce · knowledge:eval-loopwatch · knowledge:frontierreinforce · knowledge:harness-ablationreinforce · knowledge:human-in-the-loop-controlreinforce · skill:skill-creatorreinforce · workflow:career-pipelinewatch · workflow:cross-harness-model-routingreinforce · workflow:frontend-frontierwatch · workflow:run-contractreinforce · workflow:security-scan

review_batch_artifact_frontend_frontier_f7563d5332db_2026_08_12integrated

3 sources3 signals3 writebacks12 proof checks

refine · design:methodologyrefine · skill:accessibilityrefine · skill:gstack-design-reviewreinforce · workflow:frontend-frontier

review_batch_artifact_frontier_legibility_2026_08_12integrated

4 sources4 signals1 writebacks19 proof checks

refine · workflow:source-compilereinforce · workflow:frontend-frontierreinforce · skill:ai-seoreinforce · instruction:capability-routing

review_batch_artifact_knowledge_frontier_960dcd4d4cf2_2026_08_12integrated

8 sources4 signals1 writebacks17 proof checks

watch · knowledge:frontierrefine · workflow:source-compilereinforce · instruction:capability-routingreinforce · workflow:content-pipeline

review_deep_review_parser_eval_and_lifecycle_50b56145d5d1_2026_08_12integrated

4 sources4 signals7 writebacks20 proof checks

refine · instruction:capability-routingrefine · knowledge:agent-self-improvement-evalsrefine · knowledge:eval-looprefine · knowledge:harness-ablationrefine · workflow:ai-development-phasesrefine · workflow:cross-harness-model-routingrefine · workflow:source-compile

review_deep_review_frontend_harness_sources_a4068213fe45_2026_08_12integrated

10 sources10 signals12 writebacks30 proof checks

refine · architecture:agent-operating-systemrefine · architecture:daily-brief-control-planerefine · design:systemrefine · instruction:capability-routingrefine · knowledge:agentic-quality-systemrefine · knowledge:component-sourcesrefine · knowledge:font-picksrefine · knowledge:motion-effects-sourcescreate · project:daily-briefrefine · workflow:content-pipelinecreate · workflow:run-contractrefine · workflow:slack-source-adapter

review_batch_native_discord_hn_145_2026_08_12integrated

145 sources14 signals0 writebacks16 proof checks

reinforce · architecture:brain-systemreinforce · architecture:environment-setupreinforce · design:systemreinforce · instruction:capability-routingreinforce · knowledge:agent-product-surfacereinforce · knowledge:creative-web-interactionsreinforce · knowledge:eval-loopreinforce · knowledge:human-in-the-loop-controlreinforce · knowledge:motion-effects-sourcesreinforce · knowledge:ui-design-defaultswatch · project:agent-broomreinforce · project:daily-briefreinforce · project:fieldworkreinforce · project:local-searchreinforce · skill:skill-creatorreinforce · workflow:content-pipelinereinforce · workflow:frontend-frontierreinforce · workflow:run-contractreinforce · workflow:security-scanwatch · workflow:source-compile

review_batch_text_architecture_brain_system_001_2026_08_11integrated

50 sources19 signals0 writebacks20 proof checks

reinforce · architecture:brain-systemreinforce · capability:browser-automationreinforce · instruction:agent-operationswatch · instruction:capability-routingreinforce · knowledge:frontierwatch · project:agent-machineswatch · skill:hermes-operator-stackreinforce · skill:shopify-commercereinforce · skill:skill-creatorwatch · workflow:realtime-voice-agentwatch · workflow:run-contractreinforce · workflow:security-scanwatch · workflow:seo-geo-radarreinforce · workflow:source-compile

review_batch_text_architecture_brain_system_0912b89e5e45_2026_08_11integrated

36 sources28 signals0 writebacks19 proof checks

watch · architecture:agent-memory-systemreinforce · architecture:agent-operating-systemwatch · architecture:brain-systemreinforce · capability:browser-automationwatch · capability:unbrokerreinforce · capability:vercel-evereinforce · instruction:agent-operationsreinforce · instruction:capability-routingreinforce · knowledge:agentic-quality-systemreinforce · knowledge:frontierreinforce · knowledge:harness-ablationreinforce · knowledge:human-in-the-loop-controlreinforce · knowledge:retrieval-qualityreinforce · project:agent-machinesreinforce · skill:hermes-operator-stackreinforce · skill:skill-creatorreinforce · workflow:cross-harness-model-routingwatch · workflow:frontend-frontierreinforce · workflow:realtime-voice-agentwatch · workflow:research-experimentreinforce · workflow:run-contractreinforce · workflow:security-scanwatch · workflow:source-compile

review_batch_text_design_system_8659b9a36d65_2026_08_11integrated

16 sources13 signals0 writebacks15 proof checks

reinforce · architecture:brain-systemreinforce · capability:vercel-evewatch · instruction:capability-routingreinforce · knowledge:agentic-quality-systemreinforce · knowledge:design-inspirationreinforce · knowledge:frontierwatch · knowledge:human-in-the-loop-controlreinforce · knowledge:retrieval-qualitywatch · skill:frontend-design-tastereinforce · skill:react-doctorreinforce · workflow:content-pipelinewatch · workflow:cross-harness-model-routingwatch · workflow:frontend-frontierreinforce · workflow:run-contractwatch · workflow:security-scan

review_batch_text_knowledge_frontier_001_2026_08_11integrated

50 sources33 signals0 writebacks17 proof checks

watch · architecture:brain-systemwatch · capability:browser-automationwatch · capability:superpowersreinforce · capability:vercel-evereinforce · design:methodologyreinforce · design:systemreinforce · instruction:agent-operationsreinforce · instruction:capability-routingreinforce · knowledge:agent-sandboxesreinforce · knowledge:agentic-quality-systemreinforce · knowledge:build-dont-buyreinforce · knowledge:eval-loopreinforce · knowledge:frontierreinforce · knowledge:human-in-the-loop-controlreinforce · knowledge:retrieval-qualityreinforce · project:agent-machinesreinforce · project:daily-briefreinforce · skill:hermes-operator-stackwatch · skill:skill-creatorreinforce · workflow:career-pipelinewatch · workflow:content-pipelinereinforce · workflow:cross-harness-model-routingreinforce · workflow:run-contractreinforce · workflow:security-scanreinforce · workflow:source-compile

review_batch_text_knowledge_frontier_0d3c9c092975_2026_08_15integrated

50 sources3 signals0 writebacks14 proof checks

watch · knowledge:agent-product-surfacereinforce · knowledge:agentic-quality-systemreinforce · knowledge:frontierreinforce · workflow:source-compile

review_batch_text_knowledge_frontier_10c1f5bf9ee5_2026_08_11integrated

50 sources24 signals0 writebacks15 proof checks

reinforce · architecture:agent-operating-systemreinforce · capability:engineering-skill-sourcesreinforce · design:systemreinforce · instruction:capability-routingreinforce · knowledge:agentic-quality-systemwatch · knowledge:build-dont-buyreinforce · knowledge:component-sourcesreinforce · knowledge:eval-loopwatch · knowledge:frontierwatch · knowledge:human-in-the-loop-controlreinforce · skill:skill-creatorreinforce · workflow:career-pipelinewatch · workflow:content-pipelinereinforce · workflow:cross-harness-model-routingreinforce · workflow:frontend-frontierreinforce · workflow:run-contractwatch · workflow:security-scanwatch · workflow:source-compile

review_batch_text_knowledge_frontier_128dd5e49395_2026_08_15integrated

50 sources3 signals0 writebacks14 proof checks

watch · knowledge:agent-product-surfacereinforce · knowledge:agentic-quality-systemreinforce · knowledge:frontierreinforce · workflow:source-compile

review_batch_text_knowledge_frontier_32a86102893d_2026_08_15integrated

50 sources5 signals1 writebacks18 proof checks

reinforce · knowledge:agentic-quality-systemreinforce · knowledge:frontierreinforce · workflow:realtime-voice-agentrefine · workflow:run-contractwatch · workflow:source-compile

review_batch_text_knowledge_frontier_3735bba99d2c_2026_08_11integrated

50 sources22 signals0 writebacks15 proof checks

reinforce · architecture:agent-operating-systemwatch · design:systemwatch · instruction:capability-routingreinforce · knowledge:agentic-quality-systemreinforce · knowledge:build-dont-buywatch · knowledge:component-sourcesreinforce · knowledge:eval-loopwatch · knowledge:frontierreinforce · knowledge:human-in-the-loop-controlreinforce · skill:skill-creatorwatch · workflow:career-pipelinereinforce · workflow:content-pipelinewatch · workflow:cross-harness-model-routingwatch · workflow:frontend-frontierwatch · workflow:research-experimentreinforce · workflow:run-contractinspect · workflow:security-scan

review_batch_text_knowledge_frontier_5dd70dcc72c4_2026_08_15integrated

24 sources4 signals1 writebacks18 proof checks

reinforce · architecture:agent-control-planereinforce · knowledge:agentic-quality-systemrefine · knowledge:frontierreinforce · workflow:run-contractwatch · workflow:source-compile

review_batch_text_knowledge_frontier_60a007c5354b_2026_08_16integrated

50 sources4 signals2 writebacks12 proof checks

refine · architecture:daily-brief-control-planereinforce · knowledge:agent-product-surfacerefine · knowledge:agentic-quality-systemreinforce · knowledge:frontierreinforce · workflow:realtime-voice-agentwatch · workflow:run-contract

review_batch_text_knowledge_frontier_6493689dc501_2026_08_14integrated

6 sources5 signals1 writebacks12 proof checks

refine · project:agent-machinesreinforce · workflow:run-contract

review_batch_text_knowledge_frontier_6c8e36b096c4_2026_08_16integrated

50 sources4 signals1 writebacks15 proof checks

refine · knowledge:agent-product-surfacereinforce · knowledge:agentic-quality-systemreinforce · knowledge:frontierwatch · workflow:realtime-voice-agentreinforce · workflow:source-compile

review_batch_text_knowledge_frontier_a348e07a7174_2026_08_11integrated

50 sources35 signals0 writebacks18 proof checks

watch · architecture:agent-operating-systemwatch · capability:browser-automationwatch · capability:engineering-skill-sourcesreinforce · capability:vercel-evereinforce · design:ai-native-patternsreinforce · design:systemwatch · instruction:agent-operationswatch · instruction:capability-routingreinforce · knowledge:agent-sandboxesreinforce · knowledge:agentic-quality-systemreinforce · knowledge:build-dont-buyreinforce · knowledge:component-sourceswatch · knowledge:creative-web-interactionsreinforce · knowledge:design-inspirationreinforce · knowledge:eval-loopreinforce · knowledge:frontierreinforce · knowledge:harness-ablationreinforce · knowledge:human-in-the-loop-controlwatch · knowledge:loopywatch · knowledge:web3d-routingreinforce · skill:frontend-design-tastewatch · skill:skill-creatorwatch · skill:wayfinderreinforce · workflow:career-pipelinereinforce · workflow:content-pipelinereinforce · workflow:cross-harness-model-routingwatch · workflow:frontend-frontierreinforce · workflow:research-experimentreinforce · workflow:run-contractinspect · workflow:security-scan

review_batch_text_knowledge_frontier_a98dea13d275_2026_08_11integrated

50 sources20 signals0 writebacks15 proof checks

reinforce · architecture:agent-operating-systemreinforce · design:systemwatch · instruction:capability-routingwatch · knowledge:agentic-quality-systemwatch · knowledge:build-dont-buyreinforce · knowledge:eval-loopwatch · knowledge:frontierreinforce · skill:skill-creatorreinforce · workflow:career-pipelinereinforce · workflow:cross-harness-model-routingreinforce · workflow:frontend-frontierwatch · workflow:research-experimentreinforce · workflow:run-contractreinforce · workflow:source-compile

review_batch_text_knowledge_frontier_bf10a09e5b48_2026_08_11integrated

9 sources6 signals0 writebacks12 proof checks

watch · architecture:brain-systemwatch · design:systemreinforce · instruction:agent-operationsreinforce · instruction:capability-routingreinforce · knowledge:agentic-quality-systemreinforce · knowledge:build-dont-buyreinforce · knowledge:frontierreinforce · workflow:run-contract

review_batch_text_knowledge_frontier_e19a66b8c03d_2026_08_16integrated

32 sources4 signals1 writebacks9 proof checks

refine · knowledge:agentic-quality-systemreinforce · project:agent-machinesreinforce · workflow:run-contract

review_batch_text_knowledge_frontier_f13b80eed5d3_2026_08_16integrated

50 sources5 signals2 writebacks13 proof checks

refine · knowledge:agent-product-surfacerefine · knowledge:agentic-quality-systemreinforce · knowledge:frontierwatch · workflow:realtime-voice-agent

review_batch_text_knowledge_frontier_f3d91859d052_2026_08_11integrated

50 sources27 signals0 writebacks15 proof checks

reinforce · architecture:agent-operating-systemwatch · capability:engineering-skill-sourcesreinforce · design:systemreinforce · instruction:capability-routingreinforce · knowledge:agentic-quality-systemwatch · knowledge:build-dont-buyreinforce · knowledge:eval-loopreinforce · knowledge:frontierreinforce · knowledge:human-in-the-loop-controlwatch · skill:skill-creatorreinforce · workflow:content-pipelinewatch · workflow:cross-harness-model-routingreinforce · workflow:frontend-frontierwatch · workflow:research-experimentwatch · workflow:run-contractwatch · workflow:security-scan

review_batch_text_frontend_frontier_001_2026_08_11integrated

50 sources29 signals0 writebacks20 proof checks

reinforce · architecture:brain-systemreinforce · capability:deterministic-videoreinforce · design:methodologywatch · design:systemreinforce · instruction:agent-operationsreinforce · instruction:capability-routingreinforce · knowledge:agentic-quality-systemwatch · knowledge:build-dont-buywatch · knowledge:design-inspirationreinforce · knowledge:eval-loopreinforce · knowledge:frontierreinforce · knowledge:harness-ablationreinforce · knowledge:human-in-the-loop-controlreinforce · knowledge:retrieval-qualitywatch · knowledge:ui-component-vocabularyreinforce · project:agent-machinesreinforce · skill:frontend-design-tastewatch · skill:skill-creatorreinforce · workflow:agent-environment-bootstrapreinforce · workflow:career-pipelinereinforce · workflow:content-pipelinereinforce · workflow:frontend-frontierreinforce · workflow:research-experimentreinforce · workflow:run-contractreinforce · workflow:security-scanreinforce · workflow:seo-geo-radarinspect · workflow:source-compile

review_batch_text_frontend_frontier_03584827bbc3_2026_08_11integrated

23 sources16 signals0 writebacks16 proof checks

reinforce · design:methodologyreinforce · design:systemwatch · instruction:agent-operationsreinforce · instruction:capability-routingwatch · knowledge:agentic-quality-systemreinforce · knowledge:component-sourcesreinforce · knowledge:design-inspirationreinforce · knowledge:frontierreinforce · knowledge:human-in-the-loop-controlreinforce · knowledge:motion-effects-sourcesreinforce · knowledge:web3d-routingreinforce · project:fieldworkwatch · skill:frontend-design-tastewatch · skill:programmatic-seowatch · workflow:cross-harness-model-routingreinforce · workflow:frontend-frontierreinforce · workflow:run-contractreinforce · workflow:seo-geo-radar

review_batch_visual_architecture_brain_system_dual_95_2026_08_11integrated

95 sources15 signals0 writebacks18 proof checks

reinforce · architecture:agent-memory-systemwatch · architecture:brain-systemwatch · capability:browser-automationreinforce · instruction:capability-routingreinforce · knowledge:agent-product-surfacereinforce · knowledge:agent-sandboxeswatch · knowledge:agentic-quality-systemreinforce · knowledge:build-dont-buyreinforce · knowledge:eval-loopreinforce · knowledge:harness-ablationwatch · knowledge:human-in-the-loop-controlreinforce · knowledge:retrieval-qualitywatch · project:daily-briefreinforce · skill:skill-creatorreinforce · workflow:content-pipelinereinforce · workflow:cross-harness-model-routingreinforce · workflow:frontend-frontierreinforce · workflow:run-contractwatch · workflow:security-scanreinforce · workflow:skill-syncreinforce · workflow:source-compile

review_batch_visual_architecture_design_52_2026_08_11integrated

52 sources14 signals0 writebacks16 proof checks

watch · capability:browser-automationreinforce · design:systemreinforce · instruction:capability-routingreinforce · knowledge:agent-product-surfacereinforce · knowledge:agentic-quality-systemwatch · knowledge:build-dont-buywatch · knowledge:eval-loopreinforce · knowledge:harness-ablationreinforce · knowledge:human-in-the-loop-controlreinforce · knowledge:ui-design-defaultswatch · skill:skill-creatorwatch · workflow:content-pipelinereinforce · workflow:cross-harness-model-routingwatch · workflow:frontend-frontierwatch · workflow:run-contractreinforce · workflow:security-scanreinforce · workflow:seo-geo-radar

review_batch_visual_architecture_brain_system_a294ba697749_2026_08_11integrated

50 sources15 signals1 writebacks21 proof checks

watch · architecture:agent-memory-systemreinforce · architecture:brain-systemreinforce · architecture:source-fabricwatch · capability:browser-automationreinforce · instruction:brain-operating-modelreinforce · instruction:capability-routingwatch · knowledge:agent-product-surfacerefine · knowledge:agentic-quality-systemreinforce · knowledge:build-dont-buyreinforce · knowledge:eval-loopreinforce · knowledge:harness-ablationreinforce · knowledge:human-in-the-loop-controlwatch · knowledge:retrieval-qualityreinforce · skill:skill-creatorreinforce · workflow:cross-harness-model-routingreinforce · workflow:frontend-frontierwatch · workflow:realtime-voice-agentreinforce · workflow:run-contractwatch · workflow:security-scanwatch · workflow:source-compile

review_batch_visual_brand_type_cohort_2026_08_12integrated

3 sources3 signals3 writebacks14 proof checks

refine · design:systemrefine · knowledge:ui-design-defaultsrefine · workflow:frontend-frontier

review_batch_visual_frontend_5499210667a0_2026_08_12integrated

17 sources10 signals9 writebacks21 proof checks

refine · capability:pdf-operationsreinforce · capability:vercel-everefine · capability:web-to-nativerefine · design:systemrefine · instruction:capability-routingrefine · knowledge:agent-product-surfacerefine · knowledge:component-sourcesrefine · knowledge:motion-effects-sourcesrefine · workflow:content-pipelinereinforce · workflow:frontend-frontierrefine · workflow:source-compile

review_batch_visual_frontend_frontier_dual_92_2026_08_11integrated

92 sources12 signals0 writebacks16 proof checks

reinforce · architecture:brain-systemreinforce · design:systemreinforce · instruction:capability-routingreinforce · knowledge:agent-product-surfacereinforce · knowledge:component-sourceswatch · knowledge:creative-web-interactionsreinforce · knowledge:eval-loopreinforce · knowledge:human-in-the-loop-controlreinforce · knowledge:motion-effects-sourcesreinforce · knowledge:ui-design-defaultswatch · skill:skill-creatorreinforce · workflow:content-pipelinereinforce · workflow:frontend-frontierreinforce · workflow:run-contract

review_batch_visual_frontend_frontier_dual_94_2026_08_11integrated

94 sources12 signals0 writebacks16 proof checks

reinforce · architecture:brain-systemreinforce · capability:browser-automationreinforce · design:systemwatch · instruction:capability-routingwatch · knowledge:agent-product-surfacereinforce · knowledge:component-sourcesreinforce · knowledge:creative-web-interactionsreinforce · knowledge:eval-loopreinforce · knowledge:human-in-the-loop-controlreinforce · knowledge:motion-effects-sourcesreinforce · knowledge:ui-design-defaultsreinforce · skill:skill-creatorreinforce · workflow:content-pipelinewatch · workflow:frontend-frontierreinforce · workflow:run-contractreinforce · workflow:security-scanreinforce · workflow:source-compile

review_batch_visual_frontend_frontier_triple_108_2026_08_11integrated

108 sources12 signals0 writebacks17 proof checks

reinforce · design:systemreinforce · instruction:capability-routingreinforce · knowledge:agent-product-surfacereinforce · knowledge:component-sourcesreinforce · knowledge:creative-web-interactionsreinforce · knowledge:eval-loopreinforce · knowledge:human-in-the-loop-controlreinforce · knowledge:motion-effects-sourceswatch · knowledge:ui-design-defaultsreinforce · workflow:content-pipelinereinforce · workflow:frontend-frontierreinforce · workflow:run-contract

review_batch_visual_knowledge_frontier_dual_95_2026_08_11integrated

95 sources12 signals0 writebacks16 proof checks

reinforce · architecture:brain-systemreinforce · design:systemwatch · instruction:capability-routingreinforce · knowledge:agent-product-surfacereinforce · knowledge:creative-web-interactionsreinforce · knowledge:eval-loopreinforce · knowledge:human-in-the-loop-controlreinforce · knowledge:motion-effects-sourcesreinforce · knowledge:ui-design-defaultsreinforce · skill:skill-creatorwatch · workflow:content-pipelinereinforce · workflow:frontend-frontierreinforce · workflow:run-contractreinforce · workflow:security-scanreinforce · workflow:source-compile

review_batch_visual_knowledge_frontier_dual_96_2026_08_12integrated

96 sources12 signals0 writebacks15 proof checks

reinforce · architecture:brain-systemwatch · design:systemreinforce · instruction:capability-routingreinforce · knowledge:agent-product-surfacereinforce · knowledge:creative-web-interactionsreinforce · knowledge:eval-loopwatch · knowledge:human-in-the-loop-controlreinforce · knowledge:motion-effects-sourcesreinforce · knowledge:ui-design-defaultswatch · skill:skill-creatorreinforce · workflow:content-pipelinereinforce · workflow:frontend-frontierreinforce · workflow:run-contractreinforce · workflow:security-scanreinforce · workflow:source-compile

review_batch_visual_knowledge_frontier_dual_98_2026_08_11integrated

98 sources12 signals0 writebacks15 proof checks

reinforce · architecture:brain-systemreinforce · design:systemreinforce · instruction:capability-routingreinforce · knowledge:agent-product-surfacewatch · knowledge:creative-web-interactionsreinforce · knowledge:eval-loopreinforce · knowledge:human-in-the-loop-controlreinforce · knowledge:motion-effects-sourcesreinforce · knowledge:ui-design-defaultsreinforce · skill:skill-creatorreinforce · workflow:content-pipelinewatch · workflow:frontend-frontierreinforce · workflow:run-contractreinforce · workflow:security-scanreinforce · workflow:source-compile

review_batch_visual_knowledge_frontier_triple_126_2026_08_11integrated

126 sources14 signals0 writebacks15 proof checks

reinforce · architecture:brain-systemreinforce · design:systemreinforce · instruction:capability-routingreinforce · knowledge:agent-product-surfacewatch · knowledge:creative-web-interactionsreinforce · knowledge:eval-loopreinforce · knowledge:human-in-the-loop-controlreinforce · knowledge:motion-effects-sourcesreinforce · knowledge:ui-design-defaultsreinforce · skill:skill-creatorreinforce · workflow:content-pipelinereinforce · workflow:frontend-frontierreinforce · workflow:run-contractwatch · workflow:security-scanreinforce · workflow:source-compile

review_batch_visual_knowledge_frontier_triple_143_2026_08_12integrated

143 sources13 signals0 writebacks16 proof checks

reinforce · architecture:brain-systemreinforce · design:systemreinforce · instruction:capability-routingreinforce · knowledge:agent-product-surfacereinforce · knowledge:creative-web-interactionsreinforce · knowledge:eval-loopreinforce · knowledge:human-in-the-loop-controlwatch · knowledge:motion-effects-sourcesreinforce · knowledge:ui-design-defaultsreinforce · skill:skill-creatorreinforce · workflow:content-pipelinereinforce · workflow:frontend-frontierwatch · workflow:run-contractreinforce · workflow:security-scanreinforce · workflow:source-compile

review_batch_x_recovered_final_46_2026_08_12integrated

46 sources10 signals0 writebacks16 proof checks

reinforce · architecture:brain-systemreinforce · design:systemreinforce · instruction:capability-routingreinforce · knowledge:agent-product-surfacewatch · knowledge:creative-web-interactionsreinforce · knowledge:eval-loopreinforce · knowledge:human-in-the-loop-controlreinforce · knowledge:motion-effects-sourcesreinforce · knowledge:ui-design-defaultsreinforce · project:daily-briefreinforce · project:fieldworkreinforce · skill:skill-creatorreinforce · workflow:frontend-frontierreinforce · workflow:run-contractreinforce · workflow:security-scanwatch · workflow:source-compile

review_claude_of_tanks_budgeted_world_quality_cohort_2026_08_17integrated

6 sources3 signals2 writebacks12 proof checks

refine · workflow:run-contractrefine · knowledge:agentic-quality-system

review_cotcodec_frontier_research_session_2026_10_08held

1 sources1 signals0 writebacks7 proof checks

watch · workflow:research-experiment

review_cross_project_draft_preservation_lineage_20260914integrated

5 sources2 signals2 writebacks22 proof checks

refine · knowledge:agentic-quality-systemrefine · architecture:source-fabric

review_cross_project_fieldwork_security_cohort_2026_08_31integrated

5 sources4 signals2 writebacks23 proof checks

refine · project:fieldworkreinforce · knowledge:agentic-quality-systemrefine · project:agent-machines

review_cross_project_release_recency_20260928integrated

4 sources2 signals1 writebacks19 proof checks

refine · project:local-searchwatch · architecture:source-fabric

review_cross_project_revision_bound_quality_20261005integrated

4 sources1 signals1 writebacks17 proof checks

refine · knowledge:agentic-quality-system

review_cross_project_semantic_recency_ui_proof_20260921integrated

7 sources3 signals3 writebacks26 proof checks

refine · project:local-searchrefine · knowledge:agentic-quality-systemrefine · architecture:source-fabric

review_frontend_avatar_tooling_cohort_2026_08_18integrated

2 sources2 signals1 writebacks18 proof checks

refine · knowledge:agent-product-surfacereinforce · knowledge:component-sourcesreinforce · workflow:frontend-frontier

review_frontend_runtime_proof_cohort_2026_08_24integrated

12 sources3 signals2 writebacks17 proof checks

refine · workflow:frontend-frontierrefine · knowledge:agentic-quality-system

review_gt_cloud_shell_sync_race_cohort_2026_08_17held

4 sources2 signals0 writebacks12 proof checks

watch · workflow:frontend-frontierwatch · knowledge:agentic-quality-system

review_justalexoki_art_video_held_2026_09_26held

1 sources1 signals0 writebacks11 proof checks

reinforce · architecture:source-fabricwatch · workflow:source-compile

review_rowan_network_coverage_agent_surface_2026_08_13integrated

1 sources2 signals0 writebacks10 proof checks

reinforce · knowledge:agent-product-surfacereinforce · knowledge:human-in-the-loop-control

review_text_batch_frontend_frontier_54532ef12f84held

2 sources2 signals0 writebacks8 proof checks

watch · workflow:frontend-frontier

review_x_algorithm_secondary_weights_reinforcement_2026_08_21integrated

1 sources2 signals0 writebacks13 proof checks

reinforce · instruction:capability-routingreinforce · workflow:content-pipeline

review_riveen_four_point_hero_deformation_2026_08_31integrated

2 sources3 signals2 writebacks12 proof checks

refine · project:personal-website-hero

review_roktim_gradient_concept_held_2026_09_09held

3 sources1 signals0 writebacks9 proof checks

reinforce · knowledge:design-inspiration

review_rubenhassid_asd_ste100_writing_signal_2026_08_14integrated

1 sources1 signals0 writebacks17 proof checks

reinforce · knowledge:frontier

review_ryo_convergence_mean_held_2026_10_06held

2 sources1 signals0 writebacks16 proof checks

reinforce · capability:tastereinforce · workflow:source-compile

review_sankalp_black_bar_depth_2026_08_31integrated

2 sources3 signals2 writebacks12 proof checks

create · project:personal-website-black-bar-depth

review_santander_ai_governed_open_source_2026_08_11integrated

11 sources9 signals7 writebacks26 proof checks

create · capability:santander-airefine · knowledge:agent-self-improvement-evalscreate · skill:agent-eval-libraryrefine · knowledge:retrieval-qualitycreate · knowledge:human-in-the-loop-controlrefine · workflow:source-compilerefine · instruction:capability-routing

review_scenario_motion_bounded_cohort_2026_10_10held

2 sources2 signals1 writebacks14 proof checks

reinforce · knowledge:animations-devwatch · knowledge:capability-registry

review_schema_driven_programmatic_seo_admission_2026_08_11integrated

7 sources5 signals6 writebacks22 proof checks

reinforce · architecture:source-fabricreinforce · workflow:source-compilerefine · skill:programmatic-seorefine · capability:seo-georefine · workflow:seo-geo-radarrefine · instruction:capability-routing

review_scroll_world_exact_source_adoption_2026_08_12integrated

2 sources4 signals4 writebacks16 proof checks

create · skill:scroll-worldcreate · capability:scroll-worldrefine · workflow:frontend-frontierrefine · instruction:capability-routing

review_self_improving_agent_scaffold_governance_2026_08_11integrated

8 sources7 signals4 writebacks17 proof checks

refine · architecture:brain-systemrefine · workflow:run-contractrefine · knowledge:agent-self-improvement-evalsrefine · architecture:agent-memory-systemreinforce · instruction:capability-routing

review_sentry_release_toolchain_2082947922648281278_20260812held

6 sources4 signals3 writebacks5 proof checks

refine · instruction:capability-routingrefine · workflow:run-contractrefine · skill:service-cli-registry

seo-geo-audience-measurement-2026-08-11integrated

3 sources5 signals5 writebacks16 proof checks

refine · capability:seo-georefine · instruction:capability-routingreplace · skill:ai-seoreplace · knowledge:ai-seo-platform-ranking-factorsreplace · knowledge:seo-geo-evaluation-checklist

review_september_model_webmcp_candidate_cohort_2026_09_04integrated

11 sources5 signals2 writebacks33 proof checks

refine · workflow:cross-harness-model-routingrefine · capability:browser-automationreinforce · knowledge:component-sourcesreinforce · knowledge:ui-design-defaultsreinforce · workflow:source-compile

source_compile_session_cohort_20261006_1640held

5 sources5 signals0 writebacks10 proof checks

watch · knowledge:frontier

review_sf_founder_program_map_2026_08_15integrated

1 sources1 signals0 writebacks13 proof checks

watch · knowledge:frontierreinforce · workflow:career-pipeline

source-compile-sglang-typed-decision-api-held-20261001held

1 sources1 signals0 writebacks20 proof checks

watch · workflow:cross-harness-model-routing

review_shadcn_design_engineer_interaction_loop_held_2026_09_04held

4 sources3 signals0 writebacks26 proof checks

reinforce · knowledge:ui-design-defaultsreinforce · workflow:source-compile

review_shadcn_lint_component_feedback_2026_09_15held

10 sources1 signals1 writebacks18 proof checks

refine · design:system

review_shadcn_lint_launch_reinforcement_held_2026_09_15held

5 sources1 signals0 writebacks10 proof checks

watch · design:system

review_shadcn_source_set_routing_2026_08_11integrated

3 sources4 signals5 writebacks26 proof checks

refine · knowledge:component-sourcesrefine · skill:animated-component-libraries

review_shader_workflow_identity_held_2026_09_19held

1 sources1 signals0 writebacks18 proof checks

watch · design:shader-effects-librariesreinforce · workflow:source-compile

review_shared_main_publication_preflight_held_2026_09_22held

4 sources1 signals0 writebacks19 proof checks

watch · workflow:run-contract

review_shopify_agent_commerce_admission_2026_08_11integrated

9 sources6 signals5 writebacks14 proof checks

reinforce · architecture:source-fabricreinforce · workflow:source-compilecreate · capability:shopifycreate · skill:shopify-commercerefine · skill:service-cli-registryrefine · instruction:capability-routingrefine · instruction:skill-resolver

review_skillopt_controlled_skill_optimization_2026_08_11integrated

8 sources8 signals3 writebacks17 proof checks

refine · knowledge:skill-evolutionrefine · skill:skill-creatorrefine · knowledge:agent-self-improvement-evals

review_slam_tank_reference_held_2026_09_25held

4 sources1 signals0 writebacks12 proof checks

watch · knowledge:motion-effects-sources

review_smooth_operator_motion_reference_held_2026_09_27held

1 sources1 signals0 writebacks10 proof checks

watch · knowledge:motion-effects-sources

review_source_compile_cot_studio_runtime_proof_reconfirm_2026_08_30held

6 sources1 signals0 writebacks15 proof checks

reinforce · knowledge:agentic-quality-systemreinforce · workflow:frontend-frontier

review_source_compile_direct_enriched_fallback_2026_08_18integrated

4 sources1 signals1 writebacks13 proof checks

refine · architecture:source-fabricreinforce · workflow:source-compile

review_source_compile_low_signal_cohort_held_2026_08_29held

7 sources2 signals0 writebacks28 proof checks

reinforce · architecture:source-fabricreinforce · workflow:source-compile

review_source_compile_session_cohort_2026_10_08held

2 sources1 signals0 writebacks8 proof checks

watch · workflow:source-compile

review_source_compile_session_lineage_boundary_2026_08_26integrated

9 sources1 signals1 writebacks18 proof checks

refine · workflow:source-compile

review_source_compile_unrelated_claude_overlay_held_2026_08_18held

1 sources1 signals0 writebacks10 proof checks

reinforce · architecture:source-fabricreinforce · workflow:source-compile

review_source_first_component_exploration_20260907integrated

8 sources5 signals7 writebacks14 proof checks

refine · knowledge:component-sourcesrefine · skill:design-engineering-polish

review_source_compile_agent_trust_hierarchy_2026_10_26integrated

3 sources1 signals1 writebacks17 proof checks

refine · knowledge:agentic-quality-system

review_source_compile_chatgpt_chrome_route_2026_10_18integrated

2 sources1 signals1 writebacks11 proof checks

refine · instruction:capability-routing

source_compile_output_formats_held_20261003held

1 sources1 signals0 writebacks8 proof checks

watch · knowledge:agentic-quality-system

review_source_compile_video_localization_2026_10_10held

1 sources1 signals0 writebacks7 proof checks

watch · knowledge:project-catalog

review_stable_object_referential_integrity_2026_08_10integrated

1 sources1 signals2 writebacks8 proof checks

refine · architecture:source-fabricrefine · workflow:source-compile

review_stemkit_local_agentic_desktop_tool_held_2026_08_31held

7 sources3 signals0 writebacks29 proof checks

reinforce · knowledge:frontierreinforce · workflow:source-compile

review_storyboardsim_and_model_video_held_2026_09_26held

2 sources2 signals0 writebacks13 proof checks

watch · knowledge:motion-effects-sourcesreinforce · architecture:source-fabricreinforce · workflow:source-compile

review_suno_v6_release_held_2026_09_12held

4 sources1 signals0 writebacks14 proof checks

reinforce · knowledge:frontier

review_taylor_toon_shader_reference_held_2026_09_16held

4 sources1 signals0 writebacks10 proof checks

watch · knowledge:web3d-routing

test2-sandbox-recovery-20260925integrated

48 sources23 signals23 writebacks60 proof checks

create · knowledge:tools/daytonacreate · knowledge:tools/blaxelcreate · knowledge:tools/cloudflare-sandbox-sdkcreate · knowledge:tools/vercel-sandboxcreate · knowledge:tools/docker-sandboxescreate · knowledge:tools/cube-sandboxcreate · knowledge:tools/smol-machinescreate · knowledge:tools/aws-fargatecreate · knowledge:tools/runloop-devboxescreate · knowledge:tools/declawcreate · knowledge:tools/hopxcreate · knowledge:tools/fly-spritescreate · knowledge:tools/codesandboxrefine · knowledge:concepts/agent-sandboxesrefine · knowledge:tools/READMErefine · knowledge:SKILL-RESOLVERrefine · knowledge:meta/active-stackrefine · knowledge:meta/capability-routing-maprefine · knowledge:meta/wiki-redirects.jsonrefine · knowledge:tools/awsrefine · knowledge:tools/cloudflare-workersrefine · knowledge:tools/modal-labsrefine · knowledge:tools/compute-sdk

review_text_only_social_bookmarks_held_2026_08_23held

2 sources2 signals0 writebacks14 proof checks

reinforce · architecture:source-fabricreinforce · workflow:source-compile

review_thisux_bento_reference_held_2026_09_12held

4 sources1 signals0 writebacks12 proof checks

watch · knowledge:design-inspiration

review_threejs_skill_lanes_web3d_routing_2026_08_25integrated

1 sources2 signals1 writebacks24 proof checks

refine · knowledge:web3d-routing

review_threeui_candidate_held_2026_09_08held

6 sources1 signals0 writebacks16 proof checks

watch · knowledge:web3d-routing

review_tidewater_runtime_claims_held_2026_09_24held

11 sources1 signals0 writebacks20 proof checks

watch · knowledge:motion-effects-sourceswatch · knowledge:agentic-quality-system

review_toolcraft_creative_app_20260812integrated

2 sources5 signals5 writebacks13 proof checks

create · capability:toolcraftrefine · design:systemrefine · workflow:frontend-frontierrefine · skill:animated-component-librariesrefine · instruction:capability-routing

transitions-agent-20260929held

1 sources1 signals1 writebacks17 proof checks

refine · capability:transitionsreinforce · workflow:source-compile

review_turborepo_agentic_validation_loops_2026_08_19integrated

1 sources1 signals0 writebacks11 proof checks

reinforce · knowledge:agentic-quality-systemreinforce · workflow:source-compile

ui-skills-routing-2026-08-10integrated

3 sources5 signals6 writebacks14 proof checks

refine · knowledge:ui-skills-source-ledgerrefine · skill:make-interfaces-feel-betterrefine · skill:accessibilityreplace · skill:react-doctorrefine · skill:vercel-react-best-practicesrefine · knowledge:dev-tool-source-ledger

review_unattributed_motion_clips_held_2026_09_27held

2 sources1 signals0 writebacks13 proof checks

watch · knowledge:motion-effects-sources

review_unbroker_privacy_removal_replay_2026_08_11integrated

5 sources6 signals3 writebacks18 proof checks

create · capability:unbrokerrefine · capability:hermes-agentrefine · instruction:capability-routing

source-compile-universal-modder-20260930held

1 sources1 signals0 writebacks17 proof checks

reinforce · instruction:skill-resolver

review_vercel_citation_measurement_held_2026_09_11held

3 sources1 signals0 writebacks12 proof checks

reinforce · knowledge:seo-geo-evaluation-checklist

review_vercel_doctor_cost_lint_candidate_held_2026_09_05held

8 sources3 signals0 writebacks19 proof checks

watch · skill:vercel-react-best-practices

review_vercel_eve_filesystem_observability_2026_08_10integrated

3 sources2 signals0 writebacks9 proof checks

reinforce · capability:vercel-eve

review_vercel_fx_local_harness_frontier_2026_08_19integrated

1 sources1 signals0 writebacks11 proof checks

reinforce · knowledge:local-coding-agentsreinforce · workflow:source-compile

review_vibe3d_source_first_registry_frontier_2026_08_19integrated

1 sources1 signals0 writebacks12 proof checks

reinforce · knowledge:web3d-routingreinforce · workflow:source-compile

review_virtual_os_execution_ladder_2026_08_11integrated

9 sources7 signals6 writebacks18 proof checks

refine · architecture:brain-systemrefine · instruction:capability-routingrefine · capability:agentosrefine · knowledge:agent-sandboxesrefine · project:agent-machinesrefine · knowledge:agent-tool-source-ledger

review_visionclaw_wearable_realtime_2026_08_11integrated

12 sources8 signals5 writebacks17 proof checks

create · capability:visionclawrefine · workflow:realtime-voice-agentrefine · instruction:capability-routing

review_vocalcry_career_appearance_commentary_held_2026_09_01held

4 sources2 signals0 writebacks21 proof checks

reinforce · knowledge:frontierreinforce · workflow:source-compile

review_web3d_backend_performance_2026_09_12held

7 sources1 signals1 writebacks16 proof checks

refine · knowledge:web3d-routing

review_website_color_pairs_contrast_boundary_held_2026_09_21held

7 sources1 signals0 writebacks22 proof checks

reinforce · design:system

review_wiki_checkout_recovery_startup_2026_08_17integrated

3 sources1 signals1 writebacks14 proof checks

refine · instruction:agent-operations

review_wiki_memory_goal_shaped_harness_2026_08_10integrated

5 sources5 signals2 writebacks12 proof checks

refine · architecture:brain-systemrefine · instruction:brain-operating-model

review_wikiskill_persistent_wiki_skill_evolution_2026_08_29integrated

3 sources2 signals2 writebacks14 proof checks

refine · knowledge:skill-evolutionrefine · architecture:brain-system

review_x_algorithm_transparency_weights_2026_08_13integrated

2 sources2 signals0 writebacks14 proof checks

reinforce · workflow:content-pipelinereinforce · instruction:capability-routing

review_xiaoxiaodong_photo_to_paper_diorama_recipe_2026_08_22integrated

1 sources3 signals1 writebacks20 proof checks

refine · design:systemreinforce · workflow:content-pipeline

review_yatingzhao_vibecoding_design_gap_held_2026_09_02held

4 sources3 signals0 writebacks23 proof checks

reinforce · knowledge:ui-component-vocabularyreinforce · workflow:source-compile

review_yitong_sf_chinese_food_held_2026_09_03held

3 sources2 signals0 writebacks22 proof checks

reinforce · architecture:source-fabricreinforce · workflow:source-compile

review_zuckerberg_ai_distribution_hedge_held_2026_09_18held

3 sources1 signals0 writebacks14 proof checks

reinforce · knowledge:frontier