Latest Updates
July 2026
v3.4.0 Fiksfasen — Release Status READY
The v3.4.0 Fiksfasen patch series is complete. 11 targeted patches addressed every weakness identified by the Evidence Engine in the v3.3.0 baseline. The evidence score rose from 80.84% to 93.87%, and the full-system release status moved from NOT_READY to READY (complete-session score 92.94%).
Patches: P1 domain-detektor, P2 knowledge-fallback drift, P3 ContextPreservation (15%→60%), P4 reasoning-drift, P5 API-health, P6 PlanningQuality (40%→100%), P7 CorrectnessSignal (50%→100%), P8 CodeAgent analysis, P9 LogicalCoherence (40%→100%), P10 emotional Relevance (18%→90%), P11 SemanticRepair truncation fix.
Test suite: 938 passed, 2 skipped, 0 failed. No regressions.
July 2026
Evidence Engine Phases 1 through 7 Complete
The Condrox Evidence Engine is now fully operational across all seven phases. It generates academic-grade verification reports on every run, covering conversation quality, reasoning, agent usage, pipeline flow, and full-system integration. Three academic editions (Lab, Academic, Peer Review) are produced each time, along with a static Evidence Portal that includes a score-history chart and report library.
Test growth: 855 to 938 (+83 tests). Latest score: 93.87% (WARN, with full-system release status READY and complete-session score 92.94%). The v3.4.0 Fiksfasen patch series resolved 11 issues: domain misclassification, knowledge-fallback drift, multi-turn ContextPreservation (15%→60%), reasoning drift, API health, PlanningQuality (40%→100%), CorrectnessSignal (50%→100%), CodeAgent analysis, LogicalCoherence (40%→100%), emotional Relevance (18%→90%), and SemanticRepair truncation of technical responses.
- Phase 1: EvidenceCollector, EvidenceStore, ReportGenerator
- Phase 2: ConversationEvidenceEvaluator (empathy, relevance, consistency, multi-turn stability)
- Phase 3: ReasoningEvidenceEvaluator (step-by-step, coherence, planning, code analysis)
- Phase 4: AgentPipelineEvaluator (agent usage, RAG, memory, personality, stage traces)
- Phase 5: FullSystemEvaluator (end-to-end integration)
- Phase 6: AcademicReportGenerator (Lab, Academic, Peer Review editions)
- Phase 7: EvidencePortalGenerator (static portal with score history)
July 2026
System Verification Module Released
Added a new core/verification/ module with six system probes: boot, API, conversation, intelligence, agents, and pipeline. The module includes a scenario engine that loads JSON scenarios from verification/scenarios/ and a condrox verify CLI command. HTML and JSON verification reports are generated on every run.
June 2026
Phase 14: Word Identity System Complete
Introduced a new Word Identity System (core/word_identity/) with 5 modular JSON stores (approximately 185 words) and an O(1) lookup engine with softmax intent classification. Stage02Intent was rewritten to use Word Identity as the primary classifier, with keyword fallback reserved for multi-word phrases only. The conversation suite went from 32 failures to 51 of 51 passing (100%).
June 2026
Phase 13: AI Operating System Complete
Delivered a full AI Operating System with 8 subsystems: EventBus (pub/sub, ring buffer), ServiceManager (lifecycle, topological sort), BootManager (6 staged phases), MonitorLoop (daemon thread, anomaly detection), StateManager (SQLite checkpoint and recovery), TaskQueue (priority queue, retry with backoff), SelfRepairManager (circuit breakers), and AIOSKernel (central orchestrator). 51 new tests added.
May 2026
Phase 12: Knowledge Loading and Single Instance Lock
KnowledgeLoader now reads chunked text from disk into KnowledgeBackend at boot (50 chunks per domain, 2000 chars max). BrainController.boot_system() loads 21,917 knowledge items from E:\Data\condrox\knowledge when the backend is empty. SingleInstanceLock is now enabled by default.
May 2026
Phase 11: Conversational Output Refinement
All 5 agents (Default, Code, Analyze, Architect, Explain) now produce genuine conversational responses instead of debug-style output. Stage09Synthesis prioritizes conversational intents (greet, clarify) before agent drafts. Empathy prefixes were shortened to remove verbose filler.
April 2026
Phase 10: Enterprise Dashboard Foundation
Added an Admin API (api/admin_routes.py) with 24 endpoints covering health, config, memory CRUD, knowledge CRUD, agents, pipeline info, and state save/load. All endpoints require API-key authentication via a router-level dependency. 24 new tests added. Dashboard documentation is available under Docs/29-Dashboard/.
March 2026
Phase 9: Hardening and Persistence
Thread-safety improvements applied to process_request. Emotion labels were synchronized across BrainState, EmotionDetector, and EmotionPaletteMapper (10 labels). Version is now centralized in core/__init__.py. SQLite persistence was added with a StorageBackend interface and SQLiteStorage implementation. Output security was separated from input security (PII, secret leakage, prompt injection echoes). LRU eviction was added for embedding caches. 18 new tests.
February 2026
Phases 5 through 8: Strategic Upgrade Complete
23 work items across security, integration, code quality, and tests. Added API key authentication, rate limiting (slowapi), CORS, Docker non-root user, K8s securityContext, and CI/CD security scanning (Bandit and Trivy). 5 agents wired into the pipeline. Pipeline stages grew from 14 to 18. Active CI components went from 9 to 26. Tests passing went from 611 to 746.
January 2026
Phase 2: 26 Conversational Intelligence Components Complete
All 26 CI components were implemented, tested, wired, and documented across 6 sub-phases (2-A through 2-F): Critical Stabilization, Conversational Quality, Observability and Safety, Agent Coordination, Advanced Conversational Intelligence, and System-Level Properties. 3 creative stack components were also added.
Stay Updated
This page is updated whenever a new phase is completed or a significant change ships. For the full development history with technical details, see Development Phases. For the latest evidence reports, see Evidence Engine.