Development Phases

Phase 1: Core Brain & Pipeline COMPLETE

Phase 2: Conversational Intelligence 26/26 COMPLETE

Phase 3: Agent System COMPLETE

Phase 4: Performance Optimization COMPLETE

Optimizations

• CRC32 replaces SHA-256 in KnowledgeBackend._embed, delivering 24x speedup
• CRC32 replaces SHA-256 in MemoryManager._text_hash_vector, delivering 18x speedup
• Embedding cache uses OrderedDict LRU for repeated queries, achieving O(1) on cache hit
• Search fast path eliminates set creation, removing allocation overhead

Phases 5 through 8: Strategic Upgrade COMPLETE

Phase 5: Deployment Readiness

• Dockerfile with multi-stage build (builder and runtime stages, gunicorn 4 workers)
• Kubernetes manifests (9 total): namespace, configmap, secrets, deployment, service, HPA, PVC, ingress, and serviceaccount with PDB
• Prometheus /metrics endpoint exposing 9 metrics
• CI/CD pipeline via GitHub Actions: test, lint, Docker build, and tag-triggered deploy
• Docker Compose configuration for API, Prometheus, and Grafana

Phase 6: Security Hardening

• API authentication via X-API-Key header with constant-time comparison
• Rate limiting through slowapi (100 requests per minute default, 30 per minute on /process)
• CORS middleware with configurable origins
• Docker non-root user (novaspire, UID 1000)
• Kubernetes securityContext and NetworkPolicy enforcement
• CI/CD security scanning with Bandit SAST and Trivy container scans

Phase 7: Test Coverage Expansion

• 40 pipeline stage tests
• 28 EmotionDetector tests
• 22 agent integration tests
• 11 API security tests
• 18 additional tests. 119 total new tests added.

Phase 8: Code Quality

• Fixed BrainState hash contract
• Added per-stage try/except error handling in the pipeline orchestrator
• Cached regex patterns in Stage02 and Stage04 for performance
• Fixed context manager push-without-pop memory leak in Stage05
• Added count() method and rule_count property

Phase 9: Persistence & Hardening COMPLETE

• Thread safety: process_request uses local ctx_mgr and dcl instances
• SingleInstanceLock made configurable through BrainConfig
• Emotion labels synchronized across 3 systems (10 labels total)
• Version centralized in core/__init__.py (3.4.0)
• LRU eviction for embedding caches using OrderedDict
• SQLite persistence layer in core/storage/ with StorageBackend and SQLiteStorage
• Output security separated: SecurityEngine.check_output() operates independently from check_input()
• Lazy initialization for creative and engine components
• 18 new tests added (11 storage, 5 output security, 2 lazy init)

Phase 10: Enterprise Dashboard FOUNDATION COMPLETE

Tech Stack

React 19 + TypeScript 6 + Vite 8
TailwindCSS 3 (dark mode, custom colors)
Zustand 4 (state management)
React Router 6 (HashRouter)
Lucide React (icons)
Inter + JetBrains Mono (fonts)

14 Modules

Build

TypeScript clean, Vite build: 331KB JS + 22KB CSS
Dev server: http://localhost:3000
API server: http://localhost:8000

Phase 11: Conversational Output Refinement COMPLETE

• All 5 agents now produce genuine conversational responses instead of debug-style output
• Stage09 synthesis prioritizes conversational intents before agent drafts
• Empathy prefixes shortened and verbose filler phrases removed

Phase 12: Knowledge Loading COMPLETE

• KnowledgeLoader reads chunked text from disk into KnowledgeBackend at boot
• Loads 50 chunks per domain with 2000 chars maximum per chunk
• BrainController.boot_system() loads from E:\Data\condrox\knowledge
• Loading can be skipped by setting CONDROX_SKIP_KNOWLEDGE_LOAD=1 environment variable
• SingleInstanceLock enabled by default

Phase 13: AI-Operating System PHASE 13-A COMPLETE

Phase 13-A: AI-OS Core COMPLETE

Phase 13-B: Remaining PENDING

• Data Flow Manager: Channels, backpressure handling, and message routing (P2)
• Knowledge Hot-Reload: Cache invalidation, incremental updates, and file watcher (P1)
• AI-OS API + Dashboard: Frontend integration for AI-OS status and controls (P3)
• BrainController Wiring: Integrate AIOSKernel into the BrainController lifecycle (P0)

Phase 14: Word Identity System COMPLETE

Bug Fixes (10)

Conversation Suite Results

Before: 32 failures (37% pass rate). After BM25 fix: 0 failures (100% pass rate).

Phase 15+: Verification & Evidence Engine COMPLETE

After Phase 14, the project shifted focus from feature development to verification, evidence, and academic-grade reporting. The goal was to prove, through reproducible automated reports, that every claim about Condrox AI is true.

System Verification (Phase 1)

• core/verification/ module with 6 system probes covering boot, API, conversation, intelligence, agents, and pipeline
• condrox verify CLI command for running verification
• Scenario engine loads JSON scenarios from verification/scenarios/
• Generates HTML and JSON verification reports

Evidence Engine (Phases 1 through 7)

• Phase 1: EvidenceCollector, EvidenceStore, ReportGenerator. Generates JSON and HTML reports in Reports/evidence/
• Phase 2: ConversationEvidenceEvaluator. Evaluates empathy, relevance, consistency, multi-turn stability, and context preservation
• Phase 3: ReasoningEvidenceEvaluator. Evaluates step-by-step structure, logical coherence, explanation quality, planning, code analysis, and correctness signals
• Phase 4: AgentPipelineEvaluator. Evaluates agent usage, metadata, RAG, memory, personality, and pipeline stage traces
• Phase 5: FullSystemEvaluator. End-to-end integration combining conversation, reasoning, agents, RAG, and API health
• Phase 6: AcademicReportGenerator. Produces PDF-compatible HTML with methodology, references, signature, and reproducibility sections (Lab, Academic, and Peer Review editions)
• Phase 7: EvidencePortalGenerator. Generates static HTML portal with report library, score-history SVG chart, version history, and system signatures

Test Growth

Phase 16: v3.4.0 Fiksfasen Patch Series COMPLETE

After the Evidence Engine exposed specific weaknesses in the v3.3.0 baseline (evidence score 80.84%, release status NOT_READY), a focused patch series addressed 11 identified issues. The series is called Fiksfasen (Norwegian: "the fix phase"). No new features were added; every patch targets a measured weakness in the evidence report.

Patch List (11 patches)

Evidence Score Progression

Session-Level Improvements

Test Suite

938 passed, 2 skipped, 0 failed. No regressions introduced by any patch in the series.