Docs

Contents of the Docs directory.

20250715 SIGNATURE ENHANCEMENT PROPOSAL

Documentation for 20250715_SIGNATURE_ENHANCEMENT_PROPOSAL from the Dspex repository.

20250716 v3 pooler design

Contents of the 20250716 v3 pooler design directory.

20250719 ash first class citizen in dspex

Documentation for 20250719_ash_first_class_citizen_in_dspex from the Dspex repository.

20250719 ash first class citizen in dspex gem

Documentation for 20250719_ash_first_class_citizen_in_dspex_gem from the Dspex repository.

20250719 essential infrastructure requirements

Documentation for 20250719_essential_infrastructure_requirements from the Dspex repository.

20250719 SIMBAC gem

Documentation for 20250719_SIMBAC_gem from the Dspex repository.

20250723 geminis take

Documentation for 20250723_geminis_take from the Dspex repository.

20250723 grpc toolbridge variables status

Documentation for 20250723_grpc_toolbridge_variables_status from the Dspex repository.

20250723 SCHEMA BRIDGE

Documentation for 20250723_SCHEMA_BRIDGE from the Dspex repository.

20250724 ARCHITECTURAL REALIGNMENT OPTION B

Documentation for 20250724_ARCHITECTURAL_REALIGNMENT_OPTION_B from the Dspex repository.

ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719

Documentation for ACADEMIC_PAPER_OUTLINE_GENERALIZED_VARIABLES_BRAINDUMP_20250719 from the Dspex repository.

ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 gem

Documentation for ACADEMIC_PAPER_OUTLINE_GENERALIZED_VARIABLES_BRAINDUMP_20250719_gem from the Dspex repository.

ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 gem2

Documentation for ACADEMIC_PAPER_OUTLINE_GENERALIZED_VARIABLES_BRAINDUMP_20250719_gem2 from the Dspex repository.

ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 gem3

Documentation for ACADEMIC_PAPER_OUTLINE_GENERALIZED_VARIABLES_BRAINDUMP_20250719_gem3 from the Dspex repository.

ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 gem4

Documentation for ACADEMIC_PAPER_OUTLINE_GENERALIZED_VARIABLES_BRAINDUMP_20250719_gem4 from the Dspex repository.

ACADEMIC PAPER OUTLINE GENERALIZED VARIABLES BRAINDUMP 20250719 gem5

Documentation for ACADEMIC_PAPER_OUTLINE_GENERALIZED_VARIABLES_BRAINDUMP_20250719_gem5 from the Dspex repository.

ASH DSPY INTEGRATION ARCHITECTURE

Documentation for ASH_DSPY_INTEGRATION_ARCHITECTURE from the Dspex repository.

ASH DSPY INTEGRATION ARCHITECTURE chat

Documentation for ASH_DSPY_INTEGRATION_ARCHITECTURE_chat from the Dspex repository.

BRIDGE CONCURRENCY ARCHITECTURE

Documentation for BRIDGE_CONCURRENCY_ARCHITECTURE from the Dspex repository.

BRIDGE ISOLATION ANALYSIS

Documentation for BRIDGE_ISOLATION_ANALYSIS from the Dspex repository.

CHAOS TEST FAILURE ANALYSIS

Documentation for CHAOS_TEST_FAILURE_ANALYSIS from the Dspex repository.

Code standards

Contents of the Code standards directory.

DIALYZER 202507141936

Documentation for DIALYZER_202507141936 from the Dspex repository.

DIALYZER COMPLETION REPORT

Documentation for DIALYZER_COMPLETION_REPORT from the Dspex repository.

DIALYZER DEEP ARCHITECTURAL ANALYSIS

Documentation for DIALYZER_DEEP_ARCHITECTURAL_ANALYSIS from the Dspex repository.

DIALYZER FINAL 5 DEEP ANALYSIS

Documentation for DIALYZER_FINAL_5_DEEP_ANALYSIS from the Dspex repository.

DIALYZER FINAL PROGRESS

Documentation for DIALYZER_FINAL_PROGRESS from the Dspex repository.

DIALYZER FINAL SUMMARY

Documentation for DIALYZER_FINAL_SUMMARY from the Dspex repository.

DIALYZER FIX PLAN

Documentation for DIALYZER_FIX_PLAN from the Dspex repository.

DIALYZER FIXES

Documentation for DIALYZER_FIXES from the Dspex repository.

DIALYZER PROGRESS SUMMARY

Documentation for DIALYZER_PROGRESS_SUMMARY from the Dspex repository.

DIALYZER ULTIMATE COMPLETION

Documentation for DIALYZER_ULTIMATE_COMPLETION from the Dspex repository.

DOWNSIZING REPORT 20250724

Documentation for DOWNSIZING_REPORT_20250724 from the Dspex repository.

DSPY ADAPTER LAYER ARCHITECTURE

Documentation for DSPY_ADAPTER_LAYER_ARCHITECTURE from the Dspex repository.

DSPY ADAPTER LAYER ARCHITECTURE chat

Documentation for DSPY_ADAPTER_LAYER_ARCHITECTURE_chat from the Dspex repository.

DSPy ASH MVP VISION

Documentation for DSPy_ASH_MVP_VISION from the Dspex repository.

DSPY ASH TECH DOC SERIES 0001

Documentation for DSPY_ASH_TECH_DOC_SERIES_0001 from the Dspex repository.

DSPY ASH TECH DOC SERIES prototypeClaude 0011

Documentation for DSPY_ASH_TECH_DOC_SERIES_prototypeClaude_0011 from the Dspex repository.

DSPY ASH TECH DOC SERIES prototypeGemini 0010

Documentation for DSPY_ASH_TECH_DOC_SERIES_prototypeGemini_0010 from the Dspex repository.

Dspy workflow architecture

Documentation for dspy_workflow_architecture from the Dspex repository.

DUAL IMPLEMENTATION SUPPORT 20250719

Documentation for DUAL_IMPLEMENTATION_SUPPORT_20250719 from the Dspex repository.

DUAL IMPLEMENTATION SUPPORT SEAMLESS 20250719

Documentation for DUAL_IMPLEMENTATION_SUPPORT_SEAMLESS_20250719 from the Dspex repository.

ERROR TESTING STRATEGY

Documentation for ERROR_TESTING_STRATEGY from the Dspex repository.

FullDspy

Documentation for fullDspy from the Dspex repository.

FullFutureVision

Documentation for fullFutureVision from the Dspex repository.

Gem

Contents of the Gem directory.

GENERALIZED VARIABLES DSPY FEASIBILITY 20250719

Documentation for GENERALIZED_VARIABLES_DSPY_FEASIBILITY_20250719 from the Dspex repository.

GENERALIZED VARIABLES DSPY FEASIBILITY 20250723

Documentation for GENERALIZED_VARIABLES_DSPY_FEASIBILITY_20250723 from the Dspex repository.

Home

Contents of the Home directory.

IMPLEMENTATION ROADMAP

Documentation for IMPLEMENTATION_ROADMAP from the Dspex repository.

LIBSTAGING PATTERNS FOR COGNITIVE ORCHESTRATION

Documentation for LIBSTAGING_PATTERNS_FOR_COGNITIVE_ORCHESTRATION from the Dspex repository.

LLM ADAPTER ARCHITECTURE

Documentation for LLM_ADAPTER_ARCHITECTURE from the Dspex repository.

Lm delegation minimum implementation

Documentation for lm_delegation_minimum_implementation from the Dspex repository.

MINIMAL PYTHON POOLING PHASE3 CONTINUATION GUIDE

Documentation for MINIMAL_PYTHON_POOLING_PHASE3_CONTINUATION_GUIDE from the Dspex repository.

NATIVE DSPEX SIGNATURE ANALYSIS

Documentation for NATIVE_DSPEX_SIGNATURE_ANALYSIS from the Dspex repository.

NATIVE DSPEX SIGNATURE ANALYSIS gem

Documentation for NATIVE_DSPEX_SIGNATURE_ANALYSIS_gem from the Dspex repository.

NIMBLEPOOL FIX PLAN

Documentation for NIMBLEPOOL_FIX_PLAN from the Dspex repository.

NIMBLEPOOL V2 CHALLENGES

Documentation for NIMBLEPOOL_V2_CHALLENGES from the Dspex repository.

OTPEvals

Contents of the OTPEvals directory.

PHASE2 EXTENSIONS DETAILED ANALYSIS

Documentation for PHASE2_EXTENSIONS_DETAILED_ANALYSIS from the Dspex repository.

PHASE3 CODE INVESTIGATION

Documentation for PHASE3_CODE_INVESTIGATION from the Dspex repository.

PHASE3 ERROR REPORT

Documentation for PHASE3_ERROR_REPORT from the Dspex repository.

PHASE3 ERROR REPORT moreErrors

Documentation for PHASE3_ERROR_REPORT_moreErrors from the Dspex repository.

PHASE3 ERROR REPORT moreErrors Classified

Documentation for PHASE3_ERROR_REPORT_moreErrors_Classified from the Dspex repository.

PHASE3 TEST ERROR ANALYSIS

Documentation for PHASE3_TEST_ERROR_ANALYSIS from the Dspex repository.

POOL IMPLEMENTATION GUIDE

Documentation for POOL_IMPLEMENTATION_GUIDE from the Dspex repository.

POOL TESTING STRATEGY

Documentation for POOL_TESTING_STRATEGY from the Dspex repository.

POOL USER MANUAL

Documentation for POOL_USER_MANUAL from the Dspex repository.

POOL V2 MIGRATION GUIDE

Documentation for POOL_V2_MIGRATION_GUIDE from the Dspex repository.

Pooling configuration

Documentation for pooling_configuration from the Dspex repository.

Pooling implementation changes

Documentation for pooling_implementation_changes from the Dspex repository.

Pooling test fix plan

Documentation for pooling_test_fix_plan from the Dspex repository.

Pooling test progress

Documentation for pooling_test_progress from the Dspex repository.

Prompts

Contents of the Prompts directory.

Python adapter generalization

Contents of the Python adapter generalization directory.

Python pool v3

Contents of the Python pool v3 directory.

PYTHON POOLING MANUAL AND TESTING

Documentation for PYTHON_POOLING_MANUAL_AND_TESTING from the Dspex repository.

SESSION POOL V2 PHASE1 IMPLEMENTATION REPORT

Documentation for SESSION_POOL_V2_PHASE1_IMPLEMENTATION_REPORT from the Dspex repository.

SESSION POOL V2 TEST FAILURE ANALYSIS

Documentation for SESSION_POOL_V2_TEST_FAILURE_ANALYSIS from the Dspex repository.

SIGNATURE 202507141942

Documentation for SIGNATURE_202507141942 from the Dspex repository.

SIGNATURE 202507141942 geminiResponse

Documentation for SIGNATURE_202507141942_geminiResponse from the Dspex repository.

SIGNATURE 202507141942 geminiResponse claudeResponse

Documentation for SIGNATURE_202507141942_geminiResponse_claudeResponse from the Dspex repository.

SIGNATURE 202507141942 geminiResponse claudeResponse geminiResponse

Documentation for SIGNATURE_202507141942_geminiResponse_claudeResponse_geminiResponse from the Dspex repository.

SIGNATURE 20250715 implementation plan

Documentation for SIGNATURE_20250715_implementation_plan from the Dspex repository.

SIGNATURE CONVERSION ANALYSIS

Documentation for SIGNATURE_CONVERSION_ANALYSIS from the Dspex repository.

SLEEP ELIMINATION PROMPTS

Documentation for SLEEP_ELIMINATION_PROMPTS from the Dspex repository.

SNAKEPIT MIGRATION GUIDE 20250724

Documentation for SNAKEPIT_MIGRATION_GUIDE_20250724 from the Dspex repository.

Specs

Contents of the Specs directory.

STAGE 1 FOUNDATION IMPLEMENTATION

Documentation for STAGE_1_FOUNDATION_IMPLEMENTATION from the Dspex repository.

STAGE 1 PROMPT SUMMARY

Documentation for STAGE_1_PROMPT_SUMMARY from the Dspex repository.

STAGE 2 CORE OPERATIONS

Documentation for STAGE_2_CORE_OPERATIONS from the Dspex repository.

STAGE 2 PLAN

Documentation for STAGE_2_PLAN from the Dspex repository.

STAGE 2 PROMPT SUMMARY

Documentation for STAGE_2_PROMPT_SUMMARY from the Dspex repository.

STAGE 2 TECHNICAL SPECIFICATION

Documentation for STAGE_2_TECHNICAL_SPECIFICATION from the Dspex repository.

STAGE 3 PRODUCTION FEATURES

Documentation for STAGE_3_PRODUCTION_FEATURES from the Dspex repository.

STAGE 4 ADVANCED FEATURES

Documentation for STAGE_4_ADVANCED_FEATURES from the Dspex repository.

STAGE1 02 PYTHON BRIDGE FIXES

Documentation for STAGE1_02_PYTHON_BRIDGE_FIXES from the Dspex repository.

STAGE1 02 PYTHON BRIDGE FIXES ROUND2

Documentation for STAGE1_02_PYTHON_BRIDGE_FIXES_ROUND2 from the Dspex repository.

Test environment improvements

Documentation for test_environment_improvements from the Dspex repository.

TEST FAILURE ANALYSIS

Documentation for TEST_FAILURE_ANALYSIS from the Dspex repository.

Test failure analysis 20250713

Documentation for test_failure_analysis_20250713 from the Dspex repository.

Test failure analysis 20250714

Documentation for test_failure_analysis_20250714 from the Dspex repository.

TEST FAILURE ANALYSIS claude

Documentation for TEST_FAILURE_ANALYSIS_claude from the Dspex repository.

TEST FAILURE ANALYSIS gemini

Documentation for TEST_FAILURE_ANALYSIS_gemini from the Dspex repository.

TEST FAILURE ANALYSIS gemini2

Documentation for TEST_FAILURE_ANALYSIS_gemini2 from the Dspex repository.

Test failure analysis pooling

Documentation for test_failure_analysis_pooling from the Dspex repository.

Test failure analysis v2 pool 20250114

Documentation for test_failure_analysis_v2_pool_20250114 from the Dspex repository.

Test failure analysis v2 pool 20250114 response 01

Documentation for test_failure_analysis_v2_pool_20250114_response_01 from the Dspex repository.

Test failure analysis v2 pool 20250114 response 02

Documentation for test_failure_analysis_v2_pool_20250114_response_02 from the Dspex repository.

TEST WARNING INVESTIGATION

Documentation for TEST_WARNING_INVESTIGATION from the Dspex repository.

TESTING INFRASTRUCTURE FIX PLAN

Documentation for TESTING_INFRASTRUCTURE_FIX_PLAN from the Dspex repository.

UNDERSTANDING NIMBLE POOL

Documentation for UNDERSTANDING_NIMBLE_POOL from the Dspex repository.

UNDERSTANDING NIMBLE POOL integrationRecs

Documentation for UNDERSTANDING_NIMBLE_POOL_integrationRecs from the Dspex repository.

V2 FINAL FIX SUMMARY

Documentation for V2_FINAL_FIX_SUMMARY from the Dspex repository.

V2 IMPLEMENTATION SUMMARY

Documentation for V2_IMPLEMENTATION_SUMMARY from the Dspex repository.

V2 POOL 20250714 PROCESS

Documentation for V2_POOL_20250714_PROCESS from the Dspex repository.

V2 POOL FAILURE DEEP ANALYSIS

Documentation for V2_POOL_FAILURE_DEEP_ANALYSIS from the Dspex repository.

V2 POOL FAILURE DEEP ANALYSIS gem 01

Documentation for V2_POOL_FAILURE_DEEP_ANALYSIS_gem_01 from the Dspex repository.

V2 POOL FAILURE DEEP ANALYSIS gem 02

Documentation for V2_POOL_FAILURE_DEEP_ANALYSIS_gem_02 from the Dspex repository.

V2 POOL FAILURE DEEP ANALYSIS gem 03

Documentation for V2_POOL_FAILURE_DEEP_ANALYSIS_gem_03 from the Dspex repository.

V2 POOL FAILURE DEEP ANALYSIS gem 04

Documentation for V2_POOL_FAILURE_DEEP_ANALYSIS_gem_04 from the Dspex repository.

V2 POOL FINAL RESOLUTION

Documentation for V2_POOL_FINAL_RESOLUTION from the Dspex repository.

V2 POOL IMPLEMENTATION CONCLUSION

Documentation for V2_POOL_IMPLEMENTATION_CONCLUSION from the Dspex repository.

V2 POOL PHASE1 ANALYSIS AND RECOMMENDATIONS

Documentation for V2_POOL_PHASE1_ANALYSIS_AND_RECOMMENDATIONS from the Dspex repository.

V2 POOL PHASE1 ANALYSIS AND RECOMMENDATIONS questionsToGemini

Documentation for V2_POOL_PHASE1_ANALYSIS_AND_RECOMMENDATIONS_questionsToGemini from the Dspex repository.

V2 POOL PHASE1 ANALYSIS AND RECOMMENDATIONS questionsToGemini answerFromGemini

Documentation for V2_POOL_PHASE1_ANALYSIS_AND_RECOMMENDATIONS_questionsToGemini_answerFromGemini from the Dspex repository.

V2 POOL PHASE1 FIXES

Documentation for V2_POOL_PHASE1_FIXES from the Dspex repository.

V2 POOL PHASE1 FIXES COMPLETE

Documentation for V2_POOL_PHASE1_FIXES_COMPLETE from the Dspex repository.

V2 POOL PHASE1 FIXES errors

Documentation for V2_POOL_PHASE1_FIXES_errors from the Dspex repository.

V2 POOL REMAINING ERRORS ANALYSIS

Documentation for V2_POOL_REMAINING_ERRORS_ANALYSIS from the Dspex repository.

V2 POOL REMAINING FIXES

Documentation for V2_POOL_REMAINING_FIXES from the Dspex repository.

V2 POOL TECHNICAL DESIGN 1 OVERVIEW

Documentation for V2_POOL_TECHNICAL_DESIGN_1_OVERVIEW from the Dspex repository.

V2 POOL TECHNICAL DESIGN 2 IMMEDIATE FIXES

Documentation for V2_POOL_TECHNICAL_DESIGN_2_IMMEDIATE_FIXES from the Dspex repository.

V2 POOL TECHNICAL DESIGN 3 WORKER LIFECYCLE

Documentation for V2_POOL_TECHNICAL_DESIGN_3_WORKER_LIFECYCLE from the Dspex repository.

V2 POOL TECHNICAL DESIGN 4 ERROR HANDLING

Documentation for V2_POOL_TECHNICAL_DESIGN_4_ERROR_HANDLING from the Dspex repository.

V2 POOL TECHNICAL DESIGN 5 TEST INFRASTRUCTURE

Documentation for V2_POOL_TECHNICAL_DESIGN_5_TEST_INFRASTRUCTURE from the Dspex repository.

V2 POOL TECHNICAL DESIGN 6 PERFORMANCE MONITORING

Documentation for V2_POOL_TECHNICAL_DESIGN_6_PERFORMANCE_MONITORING from the Dspex repository.

V2 POOL TECHNICAL DESIGN 7 MIGRATION DEPLOYMENT

Documentation for V2_POOL_TECHNICAL_DESIGN_7_MIGRATION_DEPLOYMENT from the Dspex repository.

V2 POOL TEST FINDINGS FINAL

Documentation for V2_POOL_TEST_FINDINGS_FINAL from the Dspex repository.

V2 POOL TEST FINDINGS FINAL failures

Documentation for V2_POOL_TEST_FINDINGS_FINAL_failures from the Dspex repository.

V2 TEST SUITE SUMMARY

Documentation for V2_TEST_SUITE_SUMMARY from the Dspex repository.