🧠 CNS 2.0 Project

Developer's Guide
Research Roadmap
Case Studies
Tutorials
Repositories
← Home

All Repositories

01 PHASE1 FOUNDATION MIGRATION PLAN CLAUDE CODE QUALITY COMPARISON COUPLING ANALYSIS

Docs

20250617

01 AUDIT 02 STRUCTURED TYPES 03 FOUNDATION INTEGRATIONS 04 FOUNDATION AI 05 FOUNDATION AI RUNTIME 06 THREE TIER 07 DEPS 08 PATH 100 grok plan 101 gemini plan 110 copilot plan 111 structured vs simba 112 foundation tests 113 foundation tests copilot 120 pydantic diags 130 dspex arch refactor 140 using elixact 145 PYDANTIC USE IN DSPY 146 PYDANTIC USE IN DSPY more 150 elixact integration overview 151 copilot 152 copilot adjusted 153 copilot adjusted 154 testing integration validation 155 implementation roadmap 200 dspy dependency review 210 PYDANTIC INTEG 211 ELIXACT 212 ELIXACT typeadapter etc Baml gap BAML ideas claude Baml integration 01 claude Baml integration 02 gemini Baml integration 03 claude responseToGemini Baml integration 04 gemini responseToClaude Baml internals BEACON API CONTRACT SPEC CLAUDE elixact tasks COPILOT CRITICAL ASSESSMENT DIFF DIFF assess DOCUMENTATION INDEX ELIXACT INTEGRATION ANALYSIS ELIXACT INTEGRATION ANALYSIS gemini ELIXACT LATEST GAP ANALYSIS 202506131704 ELIXACT TECH INTE CONTRACT ELIXACT TODO ELIXACT TODO cursor EXLLM ELIXACT integration

Beacon api

BEACON CONTRACT IMPL CODE PATCHES BEACON CONTRACT IMPL ROADMAP BEACON CONTRACT IMPL SUMMARY BEACON TODO CLAUDEAI IMPL PLAN COMPREHENSIVE SIMBA ANALYSIS COMPREHENSIVE SIMBA ANALYSIS chat

BEACON CONTRACT CALLBACK ANALYSIS CLAUDE prev CLAUDE prev geminiEval DEEP INVESTIGATION

Dev

ASH ASH g BUG FIXES claude BUG FIXES gemini CLAUDE PHASE1 REVIEW Foundation events bug v013 URGENT Foundation events issue v012 Foundation exunit race condition issue FOUNDATION INTEGRATION REVIEW Foundation issue FOUNDATION STATUS SUMMARY GEMINI LIB 1 INVESTIGATION NEXT STEPS PHASE1 REVIEW PROGRESS

DIAGS DIAGS dspex gap DIAGS PYTHON DSPEX DEMO DSPEX NUMERICAL AND VECTOR 01 DSPEX NUMERICAL AND VECTOR 02 nx DSPEX NUMERICAL AND VECTOR 03 exla DSPy tut prog

Elixact

CLAUDE ELIXACT API REVISED ELIXACT CURSOR ELIXACT DSPEX INTEGRATION GUIDE ELIXACT DSPEX PREDICT GUIDE ELIXACT DSPEX SIGNATURES GUIDE ELIXACT DSPEX SIMBA GUIDE IMPL CHECKLIST TESTS TODO TODO dspex

Gap analysis

DOCUMENTATION MASTER DEVELOPMENT ROADMAP DSPEX CORE GAPS DSPEX GAP ANALYSIS 01 code DSPEX GAP ANALYSIS 02 code DSPEX GAP ANALYSIS 03 code DSPEX GAP ANALYSIS 04 code DSPEX GAP ANALYSIS 05 code DSPEX GAP ANALYSIS 06 code DSPEX GAP ANALYSIS 07 code DSPEX GAP ANALYSIS 08 code DSPEX GAP ANALYSIS 09 code DSPEX GAP ANALYSIS 10 code DSPEX GAP ANALYSIS 11 code DSPEX GAP ANALYSIS 12 code DSPEX GAP ANALYSIS 13 code DSPEX GAP ANALYSIS 14 code DSPEX GAP ANALYSIS 15 code DSPEX GAP ANALYSIS 20250613 DSPEX GAP ANALYSIS 20251945 01 claude DSPEX GAP ANALYSIS 20251945 02 claude DSPEX GAP ANALYSIS CORE 01 DSPEX GAP ANALYSIS CORE 02 DSPEX GAP ANALYSIS CORE 03 DSPEX LIBS DSPEX MISSING COMPONENTS MASTER LIST DSPEX SIMBA PYDANTIC INTEGRATION AUDIT DSPEX SIMBA PYDANTIC INTEGRATION AUDIT TESTS Dspy coupling analysis INVESTIGATION LIVE TEST DIVERGENCE MASTER PLAN

JIDO ACTION ALT PERSPECTIVE chat claude JIDO ACTION ALT PERSPECTIVE claude JIDO ACTION SIGNAL INTEGRATION JIDO AI INTEGRATION JIDO BAML EVOLUTION PLAN claude JIDO BAML REVAMP JIDO INTEGRATION

ORIG DESIGN DOCS

001 initial

01 gemini 02 gemini 03 gemini 04 gemini withDocs 05 gemini withDocs 06 gemini stagedPlan 07 gemini foundationEngineeringPlan 08 gemini foundation PRD 09 gemini foundation gettingStarted 10 gemini foundation coreConcepts 101 claude 102 claude 103 claude useOurFoundation 104 claude synthesizeGemini foundationIntegrationGuide 105 claude synthesizeGemini layerImplementationGuide 106 claude synthesizeGemini moduleExecutionAndEvaluationSystem 11 gemini foundation requiredDiags 12 gemini foundation diags1of3 13 gemini foundation diags2of3 14 gemini foundation diags3of3 15 gemini foundation revisedLayersAfterClaude 16 gemini foundation useOurFoundation 17 gemini foundation technicalBlueprint1of3 18 gemini foundation technicalBlueprint2of3 19 gemini foundation technicalBlueprint3of3 20 gemini foundation responseToClaude technicalBlueprint1of3 21 gemini foundation responseToClaude technicalBlueprint2of3 22 gemini foundation responseToClaude technicalBlueprint3of3 23 gemini dependencyMapping 24 gemini fileByFileDSPyAnalysis 25 gemini hypotheticalPortToImaginaryLang 26 gemini howArePandasAndNumpyUsedInDSPy 27 gemini localMLDependenciesInDSPy 28 gemini criticalValueAssessment 29 gemini BEAMsales

002 foundation enhancements

001 gemini 002 1of10 003 2of10 004 3of10 005 4of10 006 5of10 007 6of10 008 7of10 009 8of10 010 9of10 011 10of10 100 claude 101 claude 102 claude 103 claude

003 decomposition

001 gemini 002 gemini 003 gemini 004 gemini 100 claude 100a claude 101 claude 102 claude 102a claude

004 foundation

01 gemini 02 geminiDeepResearch 03 gemini 04 gemini systemWideDiags 05 gemini focusedWithDeps

005 optimizer

01 gemini 02 gemini 03 gemini 10 gemini 100 claude 100a claude 101 claude 102 CLAUDE STAGED IMPL 103 CLAUDE TEST 103a CLAUDE TEST 11 gemini 12 gemini 13 gemini 14 gemini 50 geminiTESTS

006 foundation

01 gemini 02 gemini

007 ccbuild

DSPEx 01 FOUNDATION2 MASTER IMPL PLAN DSPEx 02 TECH SPECS FOUNDATION2 INTEGRATION DSPEx 03 IMPL GUIDE FOUNDATION2 DEV STRAT DSPEx 04 ARCHITECTURE DECISION RECORDS DSPEx geminisTake Foundation race condition workaround FOUNDATION2 EXEC SUMM VISION Race condition workaround report

Simba

01 impl plan 05 usage guide

SIMBA IMPLEMENTATION PLAN SIMBA MODS SIMBA py SIMBA USAGE GUIDE

Sinter

SINTER INTEGRATION SINTER INTEGRATION PLAN SINTER TODO

TDD MASTER REFERENCE TDD MASTER REFERENCE audit

Test phase2

TODO 02 PRE BEACON

CRITICAL IMPLEMENTATION GAPS 01 CRITICAL IMPLEMENTATION GAPS 02 GAP FILLING PLAN CRITICAL IMPLEMENTATION GAPS 03 TEST LIST GAP ANALYSIS AND IMPLEMENTATION GAP ANALYSIS claude TEST MIGRATION PLAN THE PLAN

TODO 03 beaconPlanning

Simba 01 integration claude Simba 02 bayesian optimizer Simba 03 01 usage examples and tests Simba 03 02 REFACTORING PLAN Simba 03 03 REFACTORING SUMMARY Simba 03 04 REFACTORING TEST SUITE Simba 03 04a Simba 04 integration documentation Simba gemini

Docs integration

ADAPTERS INTEGRATION ASH FRAMEWORK INTEGRATION ANALYSIS ASSERTIONS CONSTRAINTS INTEGRATION BEHAVIOURS INTEGRATION CLIENTS INTEGRATION COUPLINGS 01 COUPLINGS 02 EVALUATION INTEGRATION INTEGRATION PLAN JIDO BRAINSTORMS PLAN OF PLANS PREDICT INTEGRATION PRIMITIVES CORE INTEGRATION RETRIEVE PLANNING 01 RETRIEVE PLANNING 02 RETRIEVE PLANNING 03

Docs variable

Cc 01 VARIABLE ABSTRACTION DESIGN Cc 02 ADAPTER MODULE SELECTION FRAMEWORK Cc 03 OPTIMIZER INTEGRATION PLAN Cc 04 VARIABLE SYSTEM TECHNICAL ARCHITECTURE Cc 05 AUTOMATIC EVALUATION SELECTION SYSTEM Cursor 01 ADAPTIVE OPTIMIZATION SYSTEM Cursor 02 ADAPTIVE OPTIMIZATION DESIGN Cursor 03 ADAPTIVE OPTIMIZATION IMPLEMENTATION Cursor 04 ADAPTIVE OPTIMIZATION EXAMPLES Cursor 05 chat README VARIABLE AUDIT

ELIXACT API REVISED

Examples

Dspex demo

Elixir ml

GEMINI MISSING COMPONENTS

Lib

Elixir ml

Guides

MABEAM MABEAM 01 ARCHITECTURE ANALYSIS MABEAM 02 FOUNDATION CORE MABEAM 03 DSPEX INTEGRATION MABEAM 04 COORDINATION MABEAM 05 DISTRIBUTION MABEAM 06 IMPLEMENTATION

Phase1 CF

01 SCHEMA ENGINE ARCHITECTURE 01 SCHEMA ENGINE DESIGN 01 SCHEMA ENGINE IMPLEMENTATION 01 SCHEMA ENGINE INTEGRATION 01 SCHEMA ENGINE READINESS SUMMARY 01 SCHEMA ENGINE TESTING 02 VARIABLE SYSTEM ARCHITECTURE 02 VARIABLE SYSTEM DESIGN 02 VARIABLE SYSTEM IMPLEMENTATION 02 VARIABLE SYSTEM INTEGRATION 02 VARIABLE SYSTEM TESTING 03 RESOURCE FRAMEWORK ARCHITECTURE 03 RESOURCE FRAMEWORK DESIGN 03 RESOURCE FRAMEWORK IMPLEMENTATION 03 RESOURCE FRAMEWORK INTEGRATION 03 RESOURCE FRAMEWORK TESTING 04 PROCESS ORCHESTRATOR ARCHITECTURE 04 PROCESS ORCHESTRATOR DESIGN 04 PROCESS ORCHESTRATOR IMPLEMENTATION 04 PROCESS ORCHESTRATOR INTEGRATION 04 PROCESS ORCHESTRATOR TESTING GAP 0001 GAP 0002 GAP STEPS OPUS 0001 VARIABLE AUDIT phase1

Schema

UnifiedSchemaAndVariableSysArch

SCHEMA SYSTEM ANALYSIS SINTER BUILDOUT UNIFIED MASTER INTEGRATION PLAN VARIABLE VARIABLE EVAL VARIABLE EVAL 2 VARIABLE MEMORY AGENTS VARIABLE MEMORY AGENTS 2 VARIABLES CHECK VARIABLES MORE LIKE OPTUNA WARNINGS RESOLVED

Docs

20250715 SIGNATURE ENHANCEMENT PROPOSAL

20250716 v3 pooler design

01 advanced process management 02 cross pool load balancing 03 dynamic pool scaling 04 monitoring observability

20250719 ash first class citizen in dspex 20250719 ash first class citizen in dspex gem 20250719 essential infrastructure requirements 20250719 SIMBAC gem 20250723 geminis take 20250723 grpc toolbridge variables status 20250723 SCHEMA BRIDGE 20250724 ARCHITECTURAL REALIGNMENT OPTION B ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 gem ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 gem2 ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 gem3 ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 gem4 ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 gem5 ASH DSPY INTEGRATION ARCHITECTURE ASH DSPY INTEGRATION ARCHITECTURE chat BRIDGE CONCURRENCY ARCHITECTURE BRIDGE ISOLATION ANALYSIS CHAOS TEST FAILURE ANALYSIS

Code standards

SourceDocs

Otp testing standards SUPERVISION TESTING GUIDE SUPERVISION TESTING TEMPLATES Test design reference TEST PHILOSOPHY TESTING GUIDE TESTING GUIDE OTP

UNIFIED TESTING GUIDE

DIALYZER 202507141936 DIALYZER COMPLETION REPORT DIALYZER DEEP ARCHITECTURAL ANALYSIS DIALYZER FINAL 5 DEEP ANALYSIS DIALYZER FINAL PROGRESS DIALYZER FINAL SUMMARY DIALYZER FIX PLAN DIALYZER FIXES DIALYZER PROGRESS SUMMARY DIALYZER ULTIMATE COMPLETION DOWNSIZING REPORT 20250724 DSPY ADAPTER LAYER ARCHITECTURE DSPY ADAPTER LAYER ARCHITECTURE chat DSPy ASH MVP VISION DSPY ASH TECH DOC SERIES 0001 DSPY ASH TECH DOC SERIES prototypeClaude 0011 DSPY ASH TECH DOC SERIES prototypeGemini 0010 Dspy workflow architecture DUAL IMPLEMENTATION SUPPORT 20250719 DUAL IMPLEMENTATION SUPPORT SEAMLESS 20250719 ERROR TESTING STRATEGY FullDspy FullFutureVision

Gem

20250713 p1of4 20250713 p2of4 20250713 p3of4 20250713 p4of4

GENERALIZED VARIABLES DSPY FEASIBILITY 20250719 GENERALIZED VARIABLES DSPY FEASIBILITY 20250723

Home

202507142145 SESSION MANAGEMENT REDESIGN 20250715 pure elixir adapter design CLAUDE DSPEX NATIVE ARCHITECTURE PLAN DSPEX V2 ADVANCED DESIGN CONSIDERATIONS DSPEX V2 CLEAN ARCHITECTURE DSPEX V2 FINAL ARCHITECTURE DSPEX V2 PROTOCOL DESIGN FINAL GEMINI STATUS GEMINI INTEGRATION COMPLETE GEMINI INTEGRATION STATUS GEMINI UPDATE SUMMARY GOODNIGHT 20250715 HELP REQUEST GEMINI HELP REQUEST GEMINI claudeOpus 01 HELP REQUEST GEMINI claudeOpus 02 HELP REQUEST GEMINI gemini 01 HELP REQUEST GEMINI gemini 02 KNOWN ISSUES

LibStaging

Elixir ml

Guides

NATIVE DSPY FEATURES ROADMAP NATIVE VS PYTHON DECISION GUIDE Nimblepool complete docs PHASE2 CHECKLIST PIPELINE COMPOSITION EXAMPLES Pool example bug analysis PYTHON FIRST CLASS INTEGRATION README PROCESS MANAGEMENT SESSION ARCHITECTURE ANALYSIS Snakepit analysis SNAKEPIT MIGRATION GUIDE STREAMING CONTEXT TROUBLESHOOTING GEMINI V2 LEGACY CODE REMOVAL PLAN

IMPLEMENTATION ROADMAP LIBSTAGING PATTERNS FOR COGNITIVE ORCHESTRATION LLM ADAPTER ARCHITECTURE Lm delegation minimum implementation MINIMAL PYTHON POOLING PHASE3 CONTINUATION GUIDE NATIVE DSPEX SIGNATURE ANALYSIS NATIVE DSPEX SIGNATURE ANALYSIS gem NIMBLEPOOL FIX PLAN NIMBLEPOOL V2 CHALLENGES

OTPEvals

PHASE2 EXTENSIONS DETAILED ANALYSIS PHASE3 CODE INVESTIGATION PHASE3 ERROR REPORT PHASE3 ERROR REPORT moreErrors PHASE3 ERROR REPORT moreErrors Classified PHASE3 TEST ERROR ANALYSIS POOL IMPLEMENTATION GUIDE POOL TESTING STRATEGY POOL USER MANUAL POOL V2 MIGRATION GUIDE Pooling configuration Pooling implementation changes Pooling test fix plan Pooling test progress

Prompts

Old

Stage1 03 adapter pattern original

Stage1 01 signature system Stage1 02 python bridge Stage1 02b mock adapter NOT DONE DEFER MOCKING FOR LATER Stage1 02c layered testing architecture Stage1 02c layered testing architecture revised Stage1 03 adapter pattern Stage1 03b adapter infrastructure Stage1 04 ash resources Stage1 05 type system Stage1 06 manual actions Stage1 07 wire protocol Stage1 08 testing infrastructure Stage1 09 configuration Stage1 10 integration testing Stage2 01 signature compilation Stage2 02 type system Stage2 03 module system Stage2 04 program execution Stage2 05 prediction pipeline Stage2 06 chain of thought Stage2 07 react patterns Stage4 40 overview architecture Stage4 41 dependency graph Stage4 42 optimizer coordination Stage4 43 access control Stage4 44 analytics monitoring V2 POOL PROMPTS DAILY WORKFLOW V2 POOL PROMPTS DAILY WORKFLOW REVISED V2 POOL PROMPTS MIGRATION DEPLOYMENT V2 POOL PROMPTS MIGRATION DEPLOYMENT REVISED V2 POOL PROMPTS PHASE1 IMMEDIATE FIXES V2 POOL PROMPTS PHASE1 IMMEDIATE FIXES REVISED V2 POOL PROMPTS PHASE2 WORKER LIFECYCLE V2 POOL PROMPTS PHASE2 WORKER LIFECYCLE REVISED V2 POOL PROMPTS PHASE3 ERROR HANDLING V2 POOL PROMPTS PHASE3 ERROR HANDLING REVISED V2 POOL PROMPTS PHASE4 TEST INFRASTRUCTURE V2 POOL PROMPTS PHASE4 TEST INFRASTRUCTURE REVISED V2 POOL PROMPTS PHASE4 TEST INFRASTRUCTURE REVISED2 V2 POOL PROMPTS PHASE5 PERFORMANCE MONITORING V2 POOL PROMPTS PHASE5 PERFORMANCE MONITORING REVISED V2 POOL PROMPTS QUICK REFERENCE V2 POOL PROMPTS QUICK REFERENCE REVISED

Python adapter generalization

Current architecture Generalization requirements Implementation examples Migration strategy Modular architecture MODULAR BRIDGE ARCHITECTURE Performance considerations README Testing strategy

Python pool v3

Architecture Benchmarks Clustering guide Implementation guide Migration from v2

PYTHON POOLING MANUAL AND TESTING SESSION POOL V2 PHASE1 IMPLEMENTATION REPORT SESSION POOL V2 TEST FAILURE ANALYSIS SIGNATURE 202507141942 SIGNATURE 202507141942 geminiResponse SIGNATURE 202507141942 geminiResponse claudeResponse SIGNATURE 202507141942 geminiResponse claudeResponse geminiResponse SIGNATURE 20250715 implementation plan SIGNATURE CONVERSION ANALYSIS SLEEP ELIMINATION PROMPTS SNAKEPIT MIGRATION GUIDE 20250724

Specs

20250718 AMALGAMATED PLAN COGNITIVE ORCHESTRATION 20250718 FINAL AMALGAMATED FOUNDATION 20250718 IMMEDIATE IMPLEMENTATION PLAN

Dspex cognitive orchestration

00 SUMMARY 01 CORE ARCHITECTURE 02 CORE COMPONENTS DETAILED 03 IMPLEMENTATION ROADMAP 04 REQUIREMENTS 05 TASKS 06 SUCCESS CRITERIA

Dspex v2 foundation

01 requirements 02 design 03 tasks README

Dspex variables implementation strategy

Eval

01 new 02 framework 03 simba c 04 all 05 all 1of5 user facing api 06 all 2of5 orchestration execution 07 all 3of5 data mgmt 08 all 4of5 python side runtime 09 all 5of5 dev exp op tooling

Grpc tool bridge

Implementation guide Protocol definition README STATUS 20250722 Technical specification Testing strategy

Immediate implementation

00 README 01 PROJECT SETUP 02 VARIABLE SYSTEM 03 NATIVE ENGINE

Prompts

CORE.1 project setup CORE.2 development environment CORE.3 ci cd pipeline LLM.1 adapter protocol LLM.2 instructor lite adapter LLM.3 http adapter LLM.4 python dspy adapter LLM.5 mock adapter NATIVE.1 signature parser NATIVE.2 template engine NATIVE.3 validator framework NATIVE.4 metrics collection PIPELINE.1 basic pipeline engine PYTHON.1 snakepit integration PYTHON.2 dspy module registry PYTHON.3 serialization protocol PYTHON.4 python script templates ROUTER.1 core router logic

REQUIREMENTS TASKS

Simba c

TestOverhaul

Design Requirements Tasks

Tool bridge

Compositional dspy integration DEBUGGING DSPY INTEGRATION ENHANCED BRIDGE ARCHITECTURE GRPC STREAMING TOOL BRIDGE IMMEDIATE STREAMING QUICKSTART PERFORMANCE OPTIMIZATION GUIDE PROTOCOL NEGOTIATION AND SELECTION PYTHON TOOL BRIDGE PYTHON TOOL BRIDGE COMMON PYTHON TOOL BRIDGE COMMON generic PYTHON TOOL BRIDGE TECHNICAL SPEC README SESSION MANAGEMENT ACROSS PROTOCOLS STORED OBJECT RESOLUTION UNIFIED STREAMING AND TOOL BRIDGE IMPLEMENTATION PLAN

Unified grpc bridge

01 unified variables specification 02 implementation guide 03 testing strategy 04 elixir variables api v2 05 python variables api v2 10 refinements and nextLayer 11 weaknesses and stagedPlan 20 stage0 protocol foundation 21 stage1 core variables 22 stage2 tool dspy module integration 23 stage3 realtime 24 stage4 prod hardening 30 claude architectural synthesis 31 gemini pathForward 32 gemini revisedBlueprint revisedStage2 33 gemini planForRevisedDocs 40 revised stage0 protocol foundation 41 revised stage1 core variables 42 revised stage2 tool dspy module integration 43 revised stage3 streams 44 revised stage4 prod hardening 45 stage5 advanced production features 50 gemini scopeCreepDiscussion 60 claude reviewVariablesUseCase 61 gemini reviewVariablesUseCase DSPEX STAGE1 VARIABLE AWARE DSPY COMPLETE Implementation plan stage2 compliance

Prompts

00 stage0 overview prompt 01 protobuf definition prompt 02 python server prompt 03 elixir client prompt 04 serialization prompt 05 integration tests prompt 06 stage0 completion checklist 10 stage1 overview prompt 11 variable module prompt 12 sessionstore extensions prompt 13 type system prompt 14 grpc handlers prompt 15 python sessioncontext prompt 16 integration tests prompt 20 stage2 overview prompt 21 state provider prompt 22 local state prompt 23 bridged state prompt 24 dspex context prompt 25 dspex variables prompt 26 python integration prompt 27 integration tests prompt 30 stage3 overview prompt 31 state provider watching prompt 32 localstate watching prompt 33 bridgedstate watching prompt 34 observer manager prompt 35 grpc streaming handlers prompt 36 python streaming client prompt 37 advanced variable types prompt 38 stage3 integration tests prompt 39 stage3 completion checklist

STAGE1 COMPLETE STAGE2 COMPLETE STAGE2 VARIABLES COMPLETE Variables addendum

Variables bridge phase1

00 reacclimation prompt 01 variable registry spec 02 python adapter spec 03 dspy compatibility layer spec

STAGE 1 FOUNDATION IMPLEMENTATION STAGE 1 PROMPT SUMMARY STAGE 2 CORE OPERATIONS STAGE 2 PLAN STAGE 2 PROMPT SUMMARY STAGE 2 TECHNICAL SPECIFICATION STAGE 3 PRODUCTION FEATURES STAGE 4 ADVANCED FEATURES STAGE1 02 PYTHON BRIDGE FIXES STAGE1 02 PYTHON BRIDGE FIXES ROUND2 Test environment improvements TEST FAILURE ANALYSIS Test failure analysis 20250713 Test failure analysis 20250714 TEST FAILURE ANALYSIS claude TEST FAILURE ANALYSIS gemini TEST FAILURE ANALYSIS gemini2 Test failure analysis pooling Test failure analysis v2 pool 20250114 Test failure analysis v2 pool 20250114 response 01 Test failure analysis v2 pool 20250114 response 02 TEST WARNING INVESTIGATION TESTING INFRASTRUCTURE FIX PLAN UNDERSTANDING NIMBLE POOL UNDERSTANDING NIMBLE POOL integrationRecs V2 FINAL FIX SUMMARY V2 IMPLEMENTATION SUMMARY V2 POOL 20250714 PROCESS V2 POOL FAILURE DEEP ANALYSIS V2 POOL FAILURE DEEP ANALYSIS gem 01 V2 POOL FAILURE DEEP ANALYSIS gem 02 V2 POOL FAILURE DEEP ANALYSIS gem 03 V2 POOL FAILURE DEEP ANALYSIS gem 04 V2 POOL FINAL RESOLUTION V2 POOL IMPLEMENTATION CONCLUSION V2 POOL PHASE1 ANALYSIS AND RECOMMENDATIONS V2 POOL PHASE1 ANALYSIS AND RECOMMENDATIONS questionsToGemini V2 POOL PHASE1 ANALYSIS AND RECOMMENDATIONS questionsToGemini answerFromGemini V2 POOL PHASE1 FIXES V2 POOL PHASE1 FIXES COMPLETE V2 POOL PHASE1 FIXES errors V2 POOL REMAINING ERRORS ANALYSIS V2 POOL REMAINING FIXES V2 POOL TECHNICAL DESIGN 1 OVERVIEW V2 POOL TECHNICAL DESIGN 2 IMMEDIATE FIXES V2 POOL TECHNICAL DESIGN 3 WORKER LIFECYCLE V2 POOL TECHNICAL DESIGN 4 ERROR HANDLING V2 POOL TECHNICAL DESIGN 5 TEST INFRASTRUCTURE V2 POOL TECHNICAL DESIGN 6 PERFORMANCE MONITORING V2 POOL TECHNICAL DESIGN 7 MIGRATION DEPLOYMENT V2 POOL TEST FINDINGS FINAL V2 POOL TEST FINDINGS FINAL failures V2 TEST SUITE SUMMARY

Examples

Dspy

README README ADAPTERS

README README DSPY INTEGRATION README TESTING README UNIFIED GRPC BRIDGE README V3 POOLER SNAKEPIT INTEGRATION PLAN

lessonsLearned 001 architectural insights lessonsLearned 002 implementation patterns lessonsLearned 003 integration strategies 20250709 jido type system analysis 20250709 jido unified vision analysis 20250709 unified gap 20250711 CLUSTERING IMPLEMENTATION STRATEGY 20250711 COMPARING LIB TO LIB OLD 20250711 DISTRIBUTED FOUNDATION VALIDATION 20250711 FINAL SIMPLIFICATION VERDICT 20250711 FOUNDATION CLUSTERING ARCHITECTURE 20250711 IMPLEMENTATION ROADMAP 20250711 INTEGRATION SPECIFICATIONS 20250711 JIDO CAPABILITIES RESEARCH 20250711 JIDO INTEGRATION CRITICAL ANALYSIS 20250711 JIDO INTEGRATION SIMPLIFICATION PLAN 20250711 MABEAM ARCHITECTURAL LESSONS 20250711 MABEAM FOUNDATION ARCHITECTURE ANALYSIS 20250711 PERIMETER FOUNDATION INTEGRATION STRATEGY 20250711 PERIMETER FOUNDATION SYNTHESIS 20250711 PERIMETER IMPLEMENTATION DECISION 20250711 PERIMETER INTEGRATION STRATEGY 20250711 SIMPLIFICATION ANALYSIS 20250711 STRATEGIC VISION 20250711 TACTICAL PLAN 20250711 TECHNICAL DESIGN 20250711 UPDATED JIDO APPROACH 20250712 ADVANCED COORDINATION PROTOCOLS 20250712 AGENT NATIVE CLUSTERING SPECIFICATION 20250712 COGNITIVE VARIABLES ARCHITECTURE 20250712 COGNITIVE VARIABLES IMPLEMENTATION 20250712 COMPREHENSIVE ANALYSIS SUMMARY 20250712 FOUNDATION DEVELOPMENT ROADMAP 20250712 FOUNDATION DEVELOPMENT ROADMAP supp 20250712 FOUNDATION IMPLEMENTATION BOOTSTRAP 20250712 FOUNDATION MABEAM ARCHITECTURE 20250712 FOUNDATION PLANS SUMMARY 20250712 FOUNDATION PROTOCOL EVOLUTION ANALYSIS 20250712 FOUNDATION PROTOTYPE IMPLEMENTATION PLAN 20250712 FOUNDATION TECHNICAL SPECIFICATIONS 20250712 IMPLEMENTATION SYNTHESIS 20250712 JIDO FIRST REBUILD STRATEGY 20250712 JIDO NATIVE CLUSTERING DESIGN 20250712 MIGRATION ROADMAP 20250712 PERFORMANCE BENCHMARKS FRAMEWORK 20250712 PRODUCTION REFACTORING STRATEGY 20250712 PROTOCOL BASED DISTRIBUTED VISION 20250712 REFINED GRAND VISION SYNTHESIS 20250712 VARIABLE COORDINATION EVOLUTION 20250712 VERTICAL BUILDOUT STRATEGY ACCOMPLISHMENTS AND NEXT STEPS AGENT ALIGN FIXES API FOUNDATION ASSESSMENT 01 ASSESSMENT 02 AUDIT 02 plan AUDIT 02 planSteps 01 AUDIT 02 planSteps 02 AUDIT 02 planSteps 03 BACKPORT BACKPORT TEST BEST PRACTICES TEST ISOLATION BUILDOUT CAT 2 RACE CLEANUP SIGNAL PIPELINE CHANGELOG CLAUDE CLAUDE CODE prompts CLAUDE CODE worklog CLAUDE WORKLOG CLAUDECODE CODE QUALITY CONCURRENCY PERFORMANCE FLAWS ANALYSIS CONSOLIDATED SERVICE INTEGRATION STRATEGY CREDO FIXES DAILY FLAW FINDER DAILY FLAW FINDER review DAILY FLAW FINDER review 2 DIAGS 20250629 DIAL cat DIALYZER ANALYSIS DIALYZER AUDIT PRE SERVICE INTEGRATION BUILDOUT DIALYZER CLEANUP SUMMARY Dialyzer final status DIALYZER FIX SUMMARY Dialyzer fixes DIALYZER FIXES SUMMARY Dialyzer summary

Docs

API FULL ARCH DIAGS ARCHITECTURE DISTRIBUTED TRACING GUIDE ERROR CONTEXT LOGGER MIGRATION INFRA FUSE INFRA POOL INFRA RATE LIMITER

Mabeam 2

Api ref audit MABEAM API REFERENCE MABEAM ARCHITECTURE

MABEAM API REFERENCE MABEAM ARCHITECTURE MABEAM DEPLOYMENT GUIDE MABEAM PRODUCTION CONFIG MABEAM QUICK START MABEAM TEST COVERAGE REPORT MABEAM TESTING GUIDE TELEMETRY DASHBOARD SETUP TELEMETRY SAMPLING GUIDE

Docs dev

Mabeam

MABEAM PHASE 01 CORE MABEAM PHASE 02 AGENT REGISTRY MABEAM PHASE 03 COORDINATION MABEAM PHASE 04 ADVANCED COORD MABEAM PHASE 05 TELEMETRY MABEAM PHASE 06 INTEGRATION MABEAM TDD IMPLEMENTATION

Docs jido usage

JIDO STATE PERSISTENCE ANALYSIS

Docs20250627

001 BEAM DESIGN 002 MEBEAM TESTS LIST 003 DISTRIBUTED RATE LIMITER 004 DIALYZER FIXES PROGRESS 005 MABEAM IMPL PLAN 006 20250623 20 jido refactor 007 20250623 14 jido error cleanup 008 20250623 13 mabeam deprecate 009 20250623 12 jido signal 010 20250623 11 jido action 011 20250623 10 jido 012 20250623 06 phase 2 audit 013 20250623 05 phase 3 audit 014 20250623 04 phase 4 audit 015 20250623 03 implementation 016 20250623 02 tests 017 20250623 01 conflictingModules 018 PHASE3 019 BYZ 020 EXAMPLES 021 FOUNDATION OVERVIEW 022 MABEAM SEPARATION 023 MABEAM SEPARATION 02 024 TODO 025 MABEAM NOFRILLS 026 SLEEP FUNCTIONS REMOVAL REPORT 027 EXAMPLES 01 028 CONCURRENCY REVIEW 029 DISTRIBUTED REVIEW 030 GEMINI REVIEW 20250625 1630 02 SINGLETON TO DISTRO 031 GEMINI REVIEW 20250625 1630 03 GRACEFUL SMELL 032 GEMINI REVIEW 20250625 1630 09 PRIORITIES 033 SMELL REPORT GRACEFUL DEGRADATION 034 DUAL CONFIG SYSTEMS INTEGRATION REPORT 035 GEMINI REVIEW 20250625 1630 09 PRIORITIES 036 GEMINI REVIEW 20250625 1630 037 GEMINI GRACEFUL FIX PLAN 038 GEMINI GRACEFUL FIX PLAN 02 039 GEMINI SMELLS NEW 040 SLEEP SLOP 041 SLEEP SLOP plan 042 SLEEP 043 FOUNDATION MABEAM DEPS ANALYSIS 044 PRIORITY FIXES 045 PROCESSREGISTRY ARCHITECTURAL ANALYSIS 046 PROCESSREGISTRY PLAN 047 CODE PERFORMANCE 048 PERFORMANCE CODE FIXES 049 PERFORMANCE DISCUSS 050 PERFORMANCE AND SLEEP AUDIT 051 OTP SUPERVISION AUDIT 052 GENSERVER BOTTLENECK ANALYSIS 053 ARCHITECTURAL BOUNDARY REVIEW 054 CONCURRENCY PATTERNS GUIDE 055 OTP SUPERVISION AUDIT findings 056 OTP SUPERVISION AUDIT process 057 ARCHITECTURE 058 PROCESS HIERARCHY 059 AGENT LIFECYCLE 060 COORDINATION PATTERNS 061 INTEGRATION BOUNDARIES 062 ARCHITECTURAL SUMMARY 063 CONSOLIDATED ARCHITECTURAL ROADMAP 064 TECHNICAL DEBT PRIORITIZATION 065 SUPERVISION IMPLEMENTATION GUIDE 066 PERFORMANCE OPTIMIZATION ROADMAP 067 CRITICAL ARCHITECTURE FLAW ANALYSIS 068 ACTUAL CODE ISSUES FOUND 069 PROCESSREGISTRY ARCHITECTURE DIAGRAM 070 CONCURRENT AGENT LIFECYCLE FLOWS 071 DISTRIBUTED COORDINATION FLOWS 072 MULTIAGENT COORDINATION PATTERNS 073 SYSTEM INTEGRATION BOUNDARIES 074 PERFORMANCE BOTTLENECK FLOWS 075 ARCHITECTURAL INSIGHTS SUMMARY 076 LIVING SYSTEM SNAPSHOTS SUPERVISION 077 LIVING SYSTEM SNAPSHOTS COMMUNICATION 078 LIVING SYSTEM SNAPSHOTS OPTIMIZATION 079 LIVING SYSTEM SNAPSHOTS INTEGRATION 080 MABEAM DIAGS 081 REFACTOR TOC AND PLAN 082 ARCHITECTURAL BOUNDARY REVIEW supp 083 GENSERVER BOTTLENECK ANALYSIS supp 084 LARGE MODULE DECOMPOSITION supp 085 INTEGRATION TESTING FRAMEWORK supp 086 RESOURCE MANAGEMENT SYSTEM supp 087 FOUNDATION MABEAM DEPENDENCY ELIMINATION 088 FOUNDATION MABEAM DEPENDENCY ELIMINATION supp 089 COUPLING MITIGATION ARCHITECTURE 090 NATURAL COUPLING ARCHITECTURE 091 ARCHITECTURAL REALITY CHECK 092 FINAL ARCHITECTURAL DECISION 093 INTEGRATION PATTERN REALITY CHECK 094 NEW PLAN AROUND JIDO 095 NEW PLAN AROUND JIDO 02 096 NEW PLAN AROUND JIDO 03 097 NEW PLAN JIDO BOUNDARY 098 NEW PLAN JIDO WITH DSPEX 100 ARCHITECTURAL VISION 101 MONOREPO STRUCTURE 102 JIDO INTEGRATION 103 FOUNDATION EVOLUTION 104 DSPEX INTEGRATION 105 IMPLEMENTATION ROADMAP 106 MIGRATION GUIDE 107 API CONTRACTS 108 ERROR STANDARDIZATION 109 TELEMETRY ARCHITECTURE 110 TESTING STRATEGY 113 CODE STANDARDS GUIDE CLAUDE GRACEFUL FIX DSPEX VISION 01 DSPEX VISION 02 DSPEX VISION 03 DSPEX VISION 04 PROCESSREGISTRY CURSOR PLAN 2

DocsF2Drafts

BATTLE PLAN BATTLE PLAN TACTICS

DocsPartisan

BATTLE PLAN LIBCLUSTER PARTISAN FOUNDATION2 01 EXEC SUMM VISION FOUNDATION2 02 ENHANCED CORE SERVICES IMPL FOUNDATION2 03 BEAM PRIMITIVES MASTERY FOUNDATION2 04 PARTISAN DISTRO REVO FOUNDATION2 05 12WEEK IMPL ROADMAP FOUNDATION2 06 GETTING STARTED QUICK IMPL GUIDE

Misc

CLAUDE ClaudeCode foundationEnhancements CONTINUATION GEMINI ADAPTER GEMINI EX TELEMETRY REQUIREMENTS INTEGRATION SUCCESS TASKS TESTING TESTING DISTRIBUTION TESTS TESTS githubCopilotSonnet4

PythonBridge

FoundationPythonBridge summary

DocsFoundation2

F2 000 initialPrompt F2 001 claude F2 002 ECOSYSTEM TOOL ASSESSMENT claude F2 003 IMPLEMENTATION ROADMAP claude F2 004 DAY 1 IMPLEMENTATION GUIDE claude F2 010 gemini F2 011 gemini responseToClaude F2 020 claude F2 021 SYNTHESIS ARCHITECTURE claude F2 030 gemini responseToClaude F2 040 TECH SPECS DESIGN DOCS claude F2 041 IMPL PATTS BEST PRACTICES F2 042 ELIXIRSCOPE DSPEX INTEGRATION PATTS F2 050 CONCEPTUAL MODELS MENTAL FRAMEWORKS gemini F2 051 SEQUENCE DIAGRAMS INTERACTION FLOWS gemini F2 052 RISK ASSESSMENT MITIGATION STRATEGIES gemini F2 060 ADDITIONAL CLAUDE F2 061 CHECKLIST claude F2 070 COMPETITIVE ANALYSIS AND POSITIONING gemini F2 071 CHECKLIST gemini

DocsFoundation2 1

BRAINSTORM F2 000 initialPrompt F2 001 claude F2 002 ECOSYSTEM TOOL ASSESSMENT claude F2 003 IMPLEMENTATION ROADMAP claude F2 004 DAY 1 IMPLEMENTATION GUIDE claude F2 010 gemini F2 011 gemini responseToClaude F2 020 claude F2 021 SYNTHESIS ARCHITECTURE claude F2 030 gemini responseToClaude F2 040 TECH SPECS DESIGN DOCS claude F2 041 IMPL PATTS BEST PRACTICES F2 042 ELIXIRSCOPE DSPEX INTEGRATION PATTS F2 050 CONCEPTUAL MODELS MENTAL FRAMEWORKS gemini F2 051 SEQUENCE DIAGRAMS INTERACTION FLOWS gemini F2 052 RISK ASSESSMENT MITIGATION STRATEGIES gemini F2 060 ADDITIONAL CLAUDE F2 061 CHECKLIST claude F2 070 COMPETITIVE ANALYSIS AND POSITIONING gemini F2 071 CHECKLIST gemini MABEAM INTEGRATION SUMMARY

DocsPerimeter

01 FOUNDATION PERIMETER ARCHITECTURE 02 FOUNDATION PERIMETER CONTRACTS 03 FOUNDATION PERIMETER IMPLEMENTATION 04 FOUNDATION PERIMETER TESTING 05 FOUNDATION PERIMETER DEPLOYMENT 06 FOUNDATION PERIMETER MIGRATION GUIDE PROMPT 01 VALIDATION SERVICE PROMPT 02 CONTRACT REGISTRY PROMPT 03 EXTERNAL CONTRACTS PROMPT 04 SERVICE BOUNDARIES PROMPT 05 COUPLING ZONES PROMPT 06 CORE ENGINE README

Simplified

COMPARISON IMPLEMENTATION LESSONS LEARNED README REFACTORING PLAN SIMPLE ARCHITECTURE

DocsProcessRegistry

ARCHITECTURE DEVELOPER GUIDE FINAL VALIDATION REPORT MIGRATION SUCCESS REPORT OPERATIONAL RUNBOOK

DocsPrototype20250712

20250712 FOUNDATION IMPLEMENTATION BOOTSTRAP 20250712 IMPLEMENTATION SYNTHESIS 20250712 VERTICAL BUILDOUT STRATEGY DSPEX PROTOTYPE IMPLEMENTATION PLAN

DocsRebuild20250712

AGENTJIDO CORE MODIFICATION STRATEGY AGENTJIDO DISTRIBUTED VIABILITY ANALYSIS AGENTJIDO MODIFY VS REBUILD DECISION CODE CLEANUP COMPLETION SUMMARY COMPREHENSIVE TEST TRACE ANALYSIS CURRENT INTERFACE MAPPING DISTRIBUTED AGENTIC IDEAL ARCHITECTURE FINAL DISTRIBUTED AGENT ARCHITECTURE SYNTHESIS INTERFACE ARCHITECTURE STRATEGY JIDO ACTION ROUTING ANALYSIS JIDO IMPLEMENTATION ANALYSIS JIDO LIBRARIES INVENTORY MABEAM LESSONS ECONOMIC DISTRIBUTED SYSTEMS NEXUS COORDINATION SIMPLICITY NEXUS DISTRIBUTED AGENTIC ARCHITECTURE NEXUS PRODUCTION FIRST STRATEGY PHOENIX COMMUNICATION PROTOCOLS PHOENIX CRDT STATE MANAGEMENT PHOENIX DISTRIBUTED AGENT ARCHITECTURE PHOENIX FAULT TOLERANCE PARTITIONS PHOENIX IMPLEMENTATION ROADMAP PHOENIX PERFORMANCE OPTIMIZATION PHOENIX VS NEXUS COMPARISON REMAINING TEST FAILURES ANALYSIS SYNTHESIS OPTIMAL DISTRIBUTED AGENT ARCHITECTURE TECHNICAL ERROR ANALYSIS DETAILED TEST LOGGING CLEANUP STRATEGY TEST LOGGING SOLUTION IMPLEMENTED WARNING AND ERROR ANALYSIS

ENGINEERING ENGINEERING PROCESS VIOLATION ANALYSIS

Examples

Gemini integration

FIX PLAN FIX PLAN response FIX PLAN WORKLOG FLAWS doTheseAfterFixingJidoRace gem6 01 FLAWS doTheseAfterFixingJidoRace gem6 02 FLAWS doTheseAfterFixingJidoRace gem6 03 FLAWS FIX FLAWS gem4 FLAWS report FLAWS report worklog FLAWS report2 FLAWS report3 FLAWS report4 FLAWS worklog2 FLAWS worklog3 FLAWS worklog4 FLAWS worklog5 FOUNDATION JIDO CONTINUATION PLAN FOUNDATION JIDO INTEGRATION PLAN FOUNDATION JIDOSYSTEM RECOVERY PLAN GOOGLE PROFESSOR CONTEXT JIDO ARCH JIDO BUGS JIDO BUILDOUT JIDO BUILDOUT gem JIDO BUILDOUT PAIN POINTS JIDO CONTEXT JIDO CONTRACT JIDO DIAL JIDO DIAL 2 JIDO DIAL approach JIDO DIAL invest JIDO DIAL invest fix JIDO DIAL tests JIDO DISTRIBUTION READINESS JIDO ERROR PRIORITY JIDO ERROR RESOLUTION PROGRESS JIDO ERRORS 202506281056 JIDO FINAL ANALYSIS JIDO LOG CONTROL ANALYSIS JIDO OPERATIONAL EXCELLENCE JIDO PHASE1 COMPILATION SUCCESS JIDO PHASE1 COMPLETION JIDO PLAN JIDO PLATFORM ARCHITECTURE JIDO REFACTOR JIDO TESTING STRATEGY JIDO TYPE SYSTEM CRITICAL ANALYSIS

Jules

Codebase design beam partisan synergy Codebase design dynamic topology Codebase design multi channel comms Codebase design partisan integration Codebase design service discovery

JulesDiagrams

Dynamic topology management Foundation 2 0 architecture Intelligent service discovery Multi channel communication Overall vision beam partisan Partisan replaces libcluster

JULY 1 2025 DUNCEHAT 01 JULY 1 2025 DUNCEHAT review 01 JULY 1 2025 DUNCEHAT review 02 JULY 1 2025 DUNCEHAT review 03 JULY 1 2025 OTP CLEANUP 2121 JULY 1 2025 OTP CLEANUP 2121 prompts JULY 1 2025 OTP CLEANUP 2121 prompts 1 thru 6 JULY 1 2025 OTP CLEANUP 2121 prompts guide6 JULY 1 2025 OTP CLEANUP 2121 prompts guide7 JULY 1 2025 OTP CLEANUP 2121 prompts prompt9 worklog JULY 1 2025 OTP REFACTOR afternoonWorklog JULY 1 2025 OTP REFACTOR CONTEXT JULY 1 2025 PHASE 2 audit 202507012058 JULY 1 2025 PLAN JULY 1 2025 PLAN phase1 otp fixes JULY 1 2025 PLAN phase1 otp fixes DIALYZER ANALYSIS JULY 1 2025 PLAN phase1 otp fixes DIALYZER ANALYSIS 02 JULY 1 2025 PLAN phase1 otp fixes DIALYZER ANALYSIS 03 JULY 1 2025 PLAN phase1 otp fixes worklog JULY 1 2025 PRE PHASE 2 OTP report JULY 1 2025 PRE PHASE 2 OTP report 01 JULY 1 2025 PRE PHASE 2 OTP report 01 AUDIT 01 JULY 1 2025 PRE PHASE 2 OTP report 02 JULY 1 2025 PRE PHASE 2 OTP report 03 JULY 1 2025 PRE PHASE 2 OTP report 04 JULY 1 2025 PRE PHASE 2 OTP report 05 JULY 1 2025 PRE PHASE 2 OTP report gem 01 JULY 1 2025 PRE PHASE 2 OTP report gem 01a JULY 1 2025 PRE PHASE 2 OTP report gem 01b JULY 1 2025 PRE PHASE 2 OTP report gem 02 JULY 1 2025 PRE PHASE 2 OTP report gem 02a JULY 1 2025 PRE PHASE 2 OTP report gem 02b JULY 1 2025 PRE PHASE 2 OTP report gem 02c replaceTelemetryWithOTP JULY 1 2025 PRE PHASE 2 OTP report gem 02d replaceTelemetryWithOTP JULY 1 2025 SLEEP TEST FIXES 01 JULY 1 2025 SLEEP TEST FIXES 02 JULY 1 2025 SLEEP TEST FIXES PHASE2 PLAN JULY 1 2025 SLEEP TEST FIXES SUMMARY JULY 2 2025 OTP CLEANUP 2121 prompts prompt9 supplemental JULY 2 2025 OTP CLEANUP 2121 prompts prompt9 supplemental 02 JULY 2 2025 OTP CLEANUP 2121 prompts prompt9 supplemental 03 JULY 2 2025 OTP CLEANUP 2121 prompts prompt9 supplemental 04 JULY 2 2025 OTP CLEANUP 2121 prompts prompt9 supplemental 05 JULY 2 2025 OTP CLEANUP 2121 prompts prompt9 supplemental 06 JULY 2 2025 OTP CLEANUP PROMPT9 FIXES SUMMARY JULY 2 PHASE 2 prompts JULY 3 2025 PHASE 2 audit 202507031523 LATEST ERRORS cat LATEST ERRORS plan LIB OLD LIB OLD list LIB OLD PORT PLAN

Lib old20250712

LOG NOISE FIX LOG SUPPRESSION

Migration

Mabeam extraction plan

Mabeam restructure

NAMESPACE ISSUES

MIGRATION RUNBOOK NEW PLAN AROUND JIDO OTP CLEANUP STAGE 2 1 SUMMARY OTP FLAWS OTP FLAWS synthesis OTP ISSUES REPORT P23aErrors P23aSignalFixes P23aTranscend PHASE 1 SUCCESS PHASE 2 SUCCESS PHASE CHECKLIST PHASE1 CONTINUATION PLAN PLAN 0001 PROFESSOR JIDO INTEGRATION INQUIRY PROFESSOR JIDO theProfessorResponded PROFESSOR PROMPT PROFESSOR RESPONSE PROFESSOR RESPONSE myNotes README README API README v0.1.5 SERVICE INTEGRATION BUILDOUT SIA DEBUGGING SIGNAL DEBUG ROOT CAUSE

Specs

Discussion

0001 DESIGN DISCUSSION 0002 ENGINEERING 0014 version 2 1 0023 plan 0023 plan kickoff 0024 fourth v 2 1 review gemini 001 0024 fourth v 2 1 review gemini 002 0024 fourth v 2 1 review gemini 003 0024 fourth v 2 1 review gemini 011 0024 fourth v 2 1 review gemini 012 0024 fourth v 2 1 review gemini 013 0025 review framing bias analysis 0026 jido brainstorms 0027 next steps roadmap 0028 read write pattern analysis 0029 implementation summary

Archive

0003 REVIEW 0003 REVIEW grok 0003a flat grok 0004 DEFENSE 0005 GOOGLE 001 0005 GOOGLE 002 0005 GOOGLE 003 0006 CROSS EXAMINE 0007 JUDGE gemini 001 0007 JUDGE gemini 002 0007 JUDGE gemini 003 0008 APPEAL 0009 TECH gemini 001 0009 TECH gemini 002 0009 TECH gemini 003 0010 arch brainstorm 0011 review gemini 001 0011 review gemini 002 0011 review gemini 003 0012 version 2 0 revised 0013 review gemini 001 0013 review gemini 002 0013 review gemini 003 0015 v 0 1 5 analysis gemini 001 0015 v 0 1 5 analysis gemini 002 0015 v 0 1 5 analysis gemini 003 0016 v0 2 0a analyis gemini 001 0016 v0 2 0a analyis gemini 002 0016 v0 2 0a analyis gemini 003 0017 first v 2 1 review gemini 001 0017 first v 2 1 review gemini 002 0017 first v 2 1 review gemini 003 0018 second v 2 1 review gemini 001 0018 second v 2 1 review gemini 002 0018 second v 2 1 review gemini 003 0019 plan 0020 third v 2 1 review gemini 001 0020 third v 2 1 review gemini 002 0020 third v 2 1 review gemini 003 0021 plan 0021 plan supp 0022 fourth v 2 1 review gemini 001 0022 fourth v 2 1 review gemini 002 0022 fourth v 2 1 review gemini 003

Foundation.ProcessRegistry.Specification ProcessRegistry.SpecificationGapAnalysis

STAGE 2 4 ACTION PLAN STRUCTURAL GUIDELINES SUPERVISION STRAT ERROR SUPERVISION TEST SETUP DELIVERABLES TASK AGENT FIX PLAN Test failure analysis TEST HARNESS DONE NOW ERRORS TEST ISOLATION CLEANUP

Test old20250712

20250701 MOCK LIB AND MIGRATION PATTERNS ADVANCED TELEMETRY FEATURES

Foundation

OTP CLEANUP TESTS README

OTP ASYNC APPROACHES 20250701 OTP ASYNC APPROACHES 20250701 gemReview SLEEP AUDIT 202507011900 SLEEP AUDIT FINAL 202507 SLEEP AUDIT FINAL 202507021200 SLEEPFIXES SUPERVISION MIGRATION RESULTS SUPERVISION TESTING GUIDE SUPERVISION TESTING TEMPLATES

Support

Isolated service discovery examples

TELEMETRY TELEMETRY EVENT REFERENCE TEST PHILOSOPHY TESTING GUIDE TESTING GUIDE OTP THE TELEMETRY MANUAL UNIFIED TEST FOUNDATION buildDoc UNIFIED TEST FOUNDATION buildDoc prompts WORKLOG

TEST PLAN TESTING STRATEGY audit202507012316 TRACEREPORT WARN DIAL WORKLOG

ADAPTIVE REPAIR ADVANCED HEURISTICS CHANGELOG CLAUDE CLAUDECODE FAILED REFACTOR CODE QUALITY

Docs

Design

1

10 100 101 102 11 12 13 14 15

Desktop

00 ORIG METHODS 01 COMPREHENSIVE TEST PLAN response 02 COMPREHENSIVE TEST PLAN 03 TDD STRATEGY 04 API CONTRACTS 05 DETAILED TEST SPEC AND CASES 1 1 2 howTheyApply 2 CRITIQUE DOCUMENTATION UPDATE SUMMARY LAYER 1 LAYER 2 LAYER 3 LAYER3 QUAD LAYER4 PRD LAYER4 TEST LIST LAYER4 TEST LIST TOP 3 5 P ORIG TODO QUADRATIC QUADRATIC SOLVE README GAP RED CONTINUE

Plan

01 claude 01a claude 02 claude responseToGemini 10 gemini 11 gemini responseToClaude

FEATURE FLAGS INNOVATIONS IN JSON REPAIR PERF MONITOR PROBABILISTIC REPAIR MODEL README

20250701 final test cleanup ADVANCED FEATURES

Analysis

00 executive summary 01 architecture analysis 02 practical use cases 03 workflow optimization 04 limitations and improvements 05 dspy integration analysis 06 dspy pipeline composition framework 07 evaluation optimization system 08 hybrid execution architecture 09 implementation roadmap 10 schema validation upgrade requirements 11 json yaml bridge architecture 12 flexibility enhancements specification 13 implementation plan validation analysis 14 python bridge architecture 15 real time optimization framework 16 training data quality management 17 production deployment strategy 18 dspex foundation analysis 19 dspex integration architecture 20250709 PYTHON BRIDGE ANALYSIS gemini README

Benchmarks

Benchmark report 2025 07 05T17 23 49.380014Z

Blog generator README BROKEN LINKS FIXED CC PLAN CHALLENGES GUARDRAILS CHANGELOG CLAUDE CLAUDE log CLAUDE SDK PARSING ISSUE DASHBOARD PHOENIX DIALYZER RESOLUTION PLAN

Docs

20250704 yaml format v2

01 complete schema reference 02 step types reference 03 prompt system reference 04 control flow logic 05 pipeline composition 06 advanced features 07 configuration environment 08 best practices patterns 09 migration guide 10 quick reference DOCUMENTATION SUMMARY README

Architecture

20250703 recursive 20250703 recursive worklog META PIPELINE SYSTEM Pipeline flow diagrams Pipeline organization Recursive pipeline prompts

ASYNC STREAMING MIGRATION GUIDE

Enhancements

Llm integration

Error recovery and repair strategies Iterative refinement system Json first pipeline architecture Json schema generation for llm constraints Llm structured output schemas Validation pipeline for llm configs

State

Current state analysis Langgraph parity roadmap State generalization requirements

Validation

Sinter vs exdantic comparison V2 yaml validation investigation Yaml json conversion feasibility

Features

Async streaming

Guides

Context management Developer experience Pipeline breeding mutation guide Recursive pipeline examples Safety features Testing recursive pipelines

Implementation

Async streaming implementation guide

Otp design review Otp issues complete list

Patterns

Recursive pipeline improvement patterns

Rebuild

01 architectural overview 02 core abstractions and interfaces 03 plugin system architecture 04 composable component system

RECOMMENDED LIBRARIES Schema validation

Specifications

05 analysis pipelines 06 content generation pipelines 07 devops pipelines 08 pipeline composition framework 09 reusable components library 10 prompt engineering framework 11 monitoring and observability Code generation pipelines Data processing pipelines Model development pipelines NEXT STEPS AND IMPLEMENTATION ROADMAP Pipeline dna evolution system Pipeline fitness evaluation framework Self improving pipeline generation

Specs

20250719 ai mistake detection

Claude watcher Generalized mistake detection Integration design README

20250719 claude safety reviewer

Architecture Implementation guide Intervention system Overview Pattern detection README Recovery mechanisms Step reviewer

Visual editor

00 overview 01 technical architecture 02 ui ux design 03 data model 04 component specifications 05 validation engine 06 state management 07 integration api 08 testing strategy

Visual editor v2

00 overview 01 technical architecture 02 data model 03 phoenix liveview components 05 offline sync

Examples

STREAMING GUIDE

FINAL TEST CLEANUP PHASE2 PROMPT FINAL TEST CLEANUP PHASE3 PROMPT FINAL TEST CLEANUP PHASE4 PROMPT FINAL TEST CLEANUP PROMPT Generated pipeline README GENESIS SUCCESS DEMO HEX RELEASE SUMMARY IMPLEMENTATION CHECKLIST IMPLEMENTATION SUMMARY JULY 1 AFTERNOON GEM JULY 1 AFTERNOON GEM DSPY 01 JULY 1 AFTERNOON GEM DSPY 02 JULY 1 AFTERNOON GEM DSPY 03 JULY 1 AFTERNOON GEM DSPY 04 JULY 1 AFTERNOON GEM DSPY 100 cc JULY 1 AFTERNOON plans JULY 1 ARCH DOCS 01 VISION JULY 1 ARCH DOCS 02 HYBRID ARCHITECTURE JULY 1 ARCH DOCS 03 EXECUTION LAYER JULY 1 ARCH DOCS 04 AGENT FRAMEWORK JULY 1 ARCH DOCS 05 DSPY INTEGRATION JULY 1 ARCH DOCS 06 IMPLEMENTATION ROADMAP LIBRARY build MISSING PIECES 20250701 MISSING PIECES 20250701 prompts PIPELINE BUILDOUT PIPELINE CONFIG GUIDE

Pipelines

Prompts

Infrastructure

Backward compatibility layer Dspy plugin implementation Dynamic step registry system Enhanced configuration system Integration testing framework Json yaml bridge implementation Plugin architecture system Schema validator enhancement

PRESO GENESIS PROMPT SYSTEM GUIDE README README GENESIS RECURSIVE PIPELINES GUIDE

Scripts

TEST COVERAGE SUMMARY TEST SUITE DONE IMPL PLAN TESTING ARCHITECTURE TESTING STRATEGY USE CASES USE CASES 2

← Back to Phase1 CF

03 RESOURCE FRAMEWORK IMPLEMENTATION

Documentation for 03_RESOURCE_FRAMEWORK_IMPLEMENTATION from the Ds ex repository.

Table of Contents

Previous 03 RESOURCE FRAMEWORK DESIGN

Next 03 RESOURCE FRAMEWORK INTEGRATION

© 2025 GTCode.com. Educational content for CNS 2.0 implementation.

Based on CNS 2.0: A Practical Blueprint for Chiral Narrative Synthesis research paper. (20250617 Version 3)