docs(phase-6): update ai_client+models guides; report + follow-up track setup
Phase 6 t6.1 + t6.2 (no archive per user directive): - docs/guide_ai_client.md: update Overview to mention 8 providers (was 5); add 'Shared OpenAI-Compatible Helper' section explaining src/openai_compatible.py (NormalizedResponse, OpenAICompatibleRequest, send_openai_compatible, usage pattern); document the Qwen adapter and Llama multi-backend. - docs/guide_models.md: update PROVIDERS list to 8 entries (was 5). - conductor/tracks.md: update the Qwen track entry to reflect '50/79 tasks done; Phase 6 in progress; NOT archiving - has follow-up'; add detailed status note pointing to the follow-up track + audit report. - docs/reports/qwen_llama_grok_followup_audit_20260611.md: NEW report explaining why a follow-up is needed (7 categories of gaps; the Tech Lead's 'footnote for now' failure mode; the lessons learned). - conductor/tracks/qwen_llama_grok_followup_20260611/: NEW follow-up track setup (spec.md, state.toml, metadata.json, TODO.md). 5 phases: tool loop lift, PROVIDERS move, UX adaptations 2-9, local-first + matrix v2, Anthropic/Gemini/DeepSeek migration. Phase 6 t6.3 (git mv to archive) and t6.4 (mark Recently Completed) are NOT applied per user directive: 'we can then doc this we're not archiving yet, if we have a follow up track I need this one to stay up because there is still alot todo'.
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@@ -16,7 +16,7 @@ Tracks that are unblocked and ready to start. Ordered by **dependency** (blocked
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| # | Priority | Track | Status | Blocked By |
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| 2 | A | [Qwen, Llama & Grok Vendor Integration + Capability Matrix](#track-qwen-llama-grok-vendor-integration--capability-matrix) | spec ✓, plan pending | **test_infrastructure_hardening_20260609 (merged)** |
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| 2 | A | [Qwen, Llama & Grok Vendor Integration + Capability Matrix](#track-qwen-llama-grok-vendor-integration--capability-matrix) | spec ✓, plan ✓, 50/79 tasks done; **Phase 6 in progress (docs); NOT archiving — has follow-up track** | **test_infrastructure_hardening_20260609 (merged)** |
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| 3 | A | [Data-Oriented Error Handling (Fleury Pattern)](#track-data-oriented-error-handling-fleury-pattern) | spec ✓, plan ✓, ready to start | startup_speedup, test_batching_refactor, **test_infrastructure_hardening_20260609 (merged)**, qwen_llama_grok |
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| 4 | A | [Data Structure Strengthening (Type Aliases + NamedTuples)](#track-data-structure-strengthening-type-aliases--namedtuples) | spec ✓, plan pending | **test_infrastructure_hardening_20260609 (merged)** |
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| 5 | A | [MCP Architecture Refactor (Sub-MCP Extraction)](#track-mcp-architecture-refactor-sub-mcp-extraction) | spec ✓, plan pending | test_infrastructure_hardening_20260609 (merged), data_oriented_error_handling, data_structure_strengthening |
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