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Paper F: Failure Modes, Formal Limits, and the Self-Correcting Loop

library/books/book-6-ensemble-intelligence-foundation.md

paperNFM-002NFM-018NFM-019
7/6/2026doc

Metrics-Only NPC Governor Snapshot

docs/superpowers/plans/2026-07-06-metrics-only-governor-snapshot.md

docsVerification
7/6/2026doc

Paper F — Unified Revision Implementation Plan

> For agentic workers: REQUIRED SUB-SKILL: Use superpowers:subagent-driven-development recommended or superpowers:executing-plans to implement this plan task-by-task. Steps use checkbox - syntax for tracking.

docsNFM-005NFM-001NFM-002
7/6/2026doc

simulation.py

federation-game/backend/routes/simulation.py

game
7/6/2026code

npc_governor_metrics.py

federation-game/backend/npc_governor_metrics.py

game
7/6/2026code

Paper F — Unified Revision Design

Spec: Unified revision of library/books/book-6-ensemble-intelligence-foundation.md

docsNFM-005NFM-029NFM-019
7/6/2026doc

npc_memory.py

federation-game/backend/npc_memory.py

game
7/6/2026code

daily-report-2026-07-06.json

evidence/productivity-reports/daily-report-2026-07-06.json

evidence
7/6/2026data

check_latest_real_decisions.py

check_latest_real_decisions.py

root-doc
7/6/2026code

check_operator_history.py

check_operator_history.py

root-doc
7/6/2026code

check_focus_roster.py

check_focus_roster.py

root-doc
7/6/2026code

check_focus_memory_now.py

check_focus_memory_now.py

root-doc
7/6/2026code

investigate_zero_mem_pg.py

investigate_zero_mem_pg.py

root-doc
7/6/2026code

check_npc_list.py

check_npc_list.py

root-doc
7/6/2026code

check_decision_freshness.py

check_decision_freshness.py

root-doc
7/6/2026code

investigate_zero_mem.py

investigate_zero_mem.py

root-doc
7/6/2026code

governor_baseline_v3.py

governor_baseline_v3.py

root-doc
7/6/2026code

observe_memory.py

observe_memory.py

root-doc
7/6/2026code

post_tick_count.py

post_tick_count.py

root-doc
7/6/2026code

pre_tick_count.py

pre_tick_count.py

root-doc
7/6/2026code

check_summary_type.py

check_summary_type.py

root-doc
7/6/2026code

check_tick_result.py

check_tick_result.py

root-doc
7/6/2026code

check_memory_detail.py

check_memory_detail.py

root-doc
7/6/2026code

check_memory_flag.py

check_memory_flag.py

root-doc
7/6/2026code

check_memory_post2.py

check_memory_post2.py

root-doc
7/6/2026code

check_memory_post.py

check_memory_post.py

root-doc
7/6/2026code

check_tick.py

check_tick.py

root-doc
7/6/2026code

check_memory_pre.py

check_memory_pre.py

root-doc
7/6/2026code

check_runtime.py

check_runtime.py

root-doc
7/6/2026code

audit_baseline_v2.py

audit_baseline_v2.py

root-doc
7/6/2026code

audit_baseline.py

audit_baseline.py

root-doc
7/6/2026code

audit_check_post_restart.py

audit_check_post_restart.py

root-doc
7/6/2026code

audit_check.py

audit_check.py

root-doc
7/6/2026code

llm_router.py

federation-game/backend/llm_router.py

game
7/6/2026code

npc_interactions.py

federation-game/backend/npc_interactions.py

game
7/5/2026code

npc_thoughts.py

federation-game/backend/npc_thoughts.py

game
7/5/2026code

audit.py

audit.py

root-doc
7/5/2026code

map_endpoints.py

federation-game/backend/map_endpoints.py

game
7/5/2026code

narrator.py

federation-game/backend/narrator.py

game
7/5/2026code

npc_cognition.py

federation-game/backend/npc_cognition.py

game
7/5/2026code

npc_decisions.py

federation-game/npc-agent/npc_decisions.py

game
7/5/2026code

npc_redis_helpers.py

federation-game/npc-agent/npc_redis_helpers.py

game
7/5/2026code

npc_context.py

federation-game/npc-agent/npc_context.py

game
7/5/2026code

npc_autonomy.py

federation-game/backend/npc_autonomy.py

game
7/5/2026code

NPC Usefulness Governor + LLM Attribution

docs/superpowers/plans/npc-usefulness-governor-and-llm-attribution.md

docs
7/5/2026doc

2026 07 05 npc usefulness governor notes

audit-reports/2026-07-05-npc-usefulness-governor-notes.txt

audit-reports
7/5/2026doc

NPC Artifact Retention Policy — v1

docs/superpowers/specs/2026-07-05-npc-artifact-retention-v1.md

docsVerificationFederation
7/5/2026doc

Stage 5A: Pair Dialogue Relay Experiment

docs/superpowers/plans/stage-5a-pair-dialogue-relay-experiment.md

docsDriftFederation
7/5/2026doc

FEDERATION PROJECT CONTEXT

AGENTS.md

root-docVerificationFederation
7/5/2026doc

daily-report-2026-07-05.json

evidence/productivity-reports/daily-report-2026-07-05.json

evidence
7/5/2026data

Stage 5 — NPC Self-Correcting Meta-Layer

docs/superpowers/plans/stage-5-npc-meta-layer-architecture.md

docsNFM-002NFM-001NFM-003
7/5/2026doc

Universe Data State

ANCHOR: cache-first universe layer | runtime local only | ingestion disabled by default | generated never equals observed

configPhase 1Phase 2Federation
7/5/2026doc

Universe Data Simulation Design

ANCHOR: cache-first universe layer | runtime local only | ingestion disabled by default | generated never equals observed

docsPhase 1Phase 2Federation
7/5/2026doc

FEDERATION DELTA LOG — Write-Ahead Log

.horizon/DELTA_LOG.md

configFederation
7/4/2026doc

Horizon Status — Living Document

.horizon/HORIZON_STATUS.md

configPhase 1Phase 0Phase1
7/4/2026doc

npc_llm_client.py

federation-game/npc-agent/npc_llm_client.py

game
7/4/2026code

docker-compose.yml

federation-game/docker-compose.yml

game
7/4/2026config

daily-report-2026-07-04.json

evidence/productivity-reports/daily-report-2026-07-04.json

evidence
7/4/2026data

model.json

.kilo-federation-profile/.local/state/kilo/model.json

config
7/4/2026data

ses_0d792d041ffensqTCazFUo21dl.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d792d041ffensqTCazFUo21dl.json

config
7/4/2026data

test_open_question_journal.py

federation-game/tests/test_open_question_journal.py

game
7/4/2026code

test_open_question_linkage.py

federation-game/tests/test_open_question_linkage.py

game
7/4/2026code

test_open_question_invariant.py

federation-game/tests/test_open_question_invariant.py

game
7/4/2026code

session-export-workspace.json

.kilo-federation-profile/data/kilo/session-export-workspace.json

config
7/4/2026data

test_npc_actions_smoke.py

federation-game/tests/test_npc_actions_smoke.py

game
7/4/2026code

npc_actions.py

federation-game/npc-agent/npc_actions.py

game
7/4/2026code

ses_0d5a3b14fffeU5QfG0qYM2xnOE.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d5a3b14fffeU5QfG0qYM2xnOE.json

config
7/3/2026data

ses_0d5a40967ffefhTLfSWeUkdxGL.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d5a40967ffefhTLfSWeUkdxGL.json

config
7/3/2026data

ses_0d6741e76ffecv8idG9xBe4LJ2.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d6741e76ffecv8idG9xBe4LJ2.json

config
7/3/2026data

ses_0d67f28bfffe8IAOkVMyklBtT2.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d67f28bfffe8IAOkVMyklBtT2.json

config
7/3/2026data

ses_0d68ed7fbffefUoqgRXHSIgLz1.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d68ed7fbffefUoqgRXHSIgLz1.json

config
7/3/2026data

ses_0d68f2f08ffebagvzqEBOZxwig.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d68f2f08ffebagvzqEBOZxwig.json

config
7/3/2026data

ses_0d68eee83ffe3hJpgsII35G2zp.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d68eee83ffe3hJpgsII35G2zp.json

config
7/3/2026data

ses_0d68eb4bbffe14GjAtxx7G92nL.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d68eb4bbffe14GjAtxx7G92nL.json

config
7/3/2026data

ses_0d68ebdfeffeFoaS0ZfcwUgEPt.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d68ebdfeffeFoaS0ZfcwUgEPt.json

config
7/3/2026data

ses_0d68ef910ffeWlr8M8khnQk6p3.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d68ef910ffeWlr8M8khnQk6p3.json

config
7/3/2026data

ses_0d6a78af4ffeKxJjIS46ecq5Hv.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d6a78af4ffeKxJjIS46ecq5Hv.json

config
7/3/2026data

ses_0d6a7f0a6ffeLOd1UgFoQAIBuX.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d6a7f0a6ffeLOd1UgFoQAIBuX.json

config
7/3/2026data

ses_0d6a7aa8fffeG8DmtK9FoSla9o.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d6a7aa8fffeG8DmtK9FoSla9o.json

config
7/3/2026data

ses_0d6a79973ffe8pV43fcqCth3uM.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d6a79973ffe8pV43fcqCth3uM.json

config
7/3/2026data

ses_0d6caa92effeVDGkN7MlVhXY9f.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d6caa92effeVDGkN7MlVhXY9f.json

config
7/3/2026data

ses_0d6ca6abaffe4E34kGGfx8Fvk2.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d6ca6abaffe4E34kGGfx8Fvk2.json

config
7/3/2026data

ses_0d6ca98caffexTrxqxOWrOM7fd.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d6ca98caffexTrxqxOWrOM7fd.json

config
7/3/2026data

ses_0d6cacb4cffe6D91kI4CbAPBsK.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d6cacb4cffe6D91kI4CbAPBsK.json

config
7/3/2026data

ses_0d6ca770ffferHwj7jv0TWnIKQ.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d6ca770ffferHwj7jv0TWnIKQ.json

config
7/3/2026data

ses_0d6ca849fffeCUdztXG0H4WE92.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d6ca849fffeCUdztXG0H4WE92.json

config
7/3/2026data

metrics.py

federation-game/backend/routes/metrics.py

game
7/3/2026code

main.py

federation-game/backend/main.py

game
7/3/2026code

admin.py

federation-game/backend/routes/admin.py

game
7/3/2026code

auth.json

.kilo-federation-profile/data/kilo/auth.json

config
7/3/2026data

nvidia api key

.kilo-federation-profile/secrets/nvidia-api-key.txt

config
7/3/2026doc

Agent File Ownership Map

.horizon/AGENT_OWNERSHIP.md

configVerificationFederation
7/3/2026doc

Key Decisions Log

.horizon/DECISIONS.md

configPhase 1DriftFederation
7/3/2026doc

FEDERATION ARCHITECTURE STATE

Purpose: Post-compaction context recovery. Read this instead of re-reading 200KB+ of backend Python.

configDriftFederation
7/3/2026doc

ses_0d7564761ffeN9tgG8SJqDoOiV.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d7564761ffeN9tgG8SJqDoOiV.json

config
7/3/2026data

ses_0d7567ae2ffe8ipNjrn1dJt4MF.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d7567ae2ffe8ipNjrn1dJt4MF.json

config
7/3/2026data

ses_0d7562eb1ffedOAv8DWLOQaB0p.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d7562eb1ffedOAv8DWLOQaB0p.json

config
7/3/2026data

ses_0d7565bfcffe46W7BWqZuTVgjy.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d7565bfcffe46W7BWqZuTVgjy.json

config
7/3/2026data

ses_0d75b5139ffez3z5kKTMkiqhNE.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d75b5139ffez3z5kKTMkiqhNE.json

config
7/3/2026data

ses_0d75b3cc6ffeixunyRcnM4fBI5.json

.kilo-federation-profile/data/kilo/storage/session_diff/ses_0d75b3cc6ffeixunyRcnM4fBI5.json

config
7/3/2026data