inference-harness/graphify-out/GRAPH_REPORT.md

Graph Report - . (2026-07-08)

Corpus Check

• Corpus is ~14,667 words - fits in a single context window. You may not need a graph.

Summary

• 91 nodes · 151 edges · 14 communities (9 shown, 5 thin omitted)
• Extraction: 93% EXTRACTED · 7% INFERRED · 0% AMBIGUOUS · INFERRED: 10 edges (avg confidence: 0.77)
• Token cost: 0 input · 0 output

Community Hubs (Navigation)

• Community 0
• Community 1
• Community 2
• Community 3
• Community 4
• Community 5
• Community 6
• Community 7
• Community 8
• Community 9
• Community 10
• Community 11
• Community 12

God Nodes (most connected - your core abstractions)

1. chat() - 12 edges
2. get_redis() - 11 edges
3. gpu_active_count() - 9 edges
4. is_gpu_busy() - 9 edges
5. select_best_gpu() - 8 edges
6. route() - 8 edges
7. route() - 6 edges
8. check_gpu_health() - 6 edges
9. available_models() - 6 edges
10. estimate_tokens() - 6 edges

Surprising Connections (you probably didn't know these)

• route() --calls--> available_models() [INFERRED] router/route_v2.py → router/router.py
• route() --calls--> estimate_tokens() [INFERRED] router/route_v2.py → router/router.py
• route() --calls--> is_gpu_busy() [INFERRED] router/route_v2.py → router/router.py
• route() --calls--> select_best_gpu() [INFERRED] router/route_v2.py → router/router.py
• route() --calls--> available_models() [INFERRED] router/route_v3.py → router/router.py

Import Cycles

• None detected.

Communities (14 total, 5 thin omitted)

Community 0 - "Community 0"

Cohesion: 0.21 Nodes (14): route(), moe_spillover(), Spill 40% of MoE-first traffic to Dense to prevent Strix Halo overheating. O, route(), available_models(), estimate_tokens(), is_gpu_busy(), moe_spillover() (+6 more)

Community 1 - "Community 1"

Cohesion: 0.22 Nodes (4): api_state(), broadcast_loop(), fetch_state(), SyslogAI Harness Dashboard — Modern Design.

Community 2 - "Community 2"

Cohesion: 0.31 Nodes (9): check_gpu_health(), enqueue(), get_queue_depth(), get_redis(), health(), GET queue depth + circuit breaker state + GPU health., Nginx upstream health probe. Returns 200 if service is alive., Fallback endpoint — Nginx calls this when all GPU upstreams are down. (+1 more)

Community 3 - "Community 3"

Cohesion: 0.20 Nodes (10): _admin_auth(), admin_deprecation_summary(), admin_generate_key(), admin_keys(), admin_revoke_key(), Require admin key for management endpoints., List all API keys (masked) with agent, tier, and deprecation status., Summary of deprecated key usage (from Redis logs, if available). (+2 more)

Community 4 - "Community 4"

Cohesion: 0.28 Nodes (5): bcast(), get_metrics(), metrics(), metrics_circuit_breaker(), Expose circuit breaker status per model. Phase 1.

Community 5 - "Community 5"

Cohesion: 0.22 Nodes (9): get_redis(), gpu_decr(), gpu_incr(), half_open_probe(), is_circuit_tripped(), performance(), Check if a GPU host is currently blacklisted., Check if a GPU host can be un-blacklisted. (+1 more)

Community 6 - "Community 6"

Cohesion: 0.36 Nodes (8): check_gpu_health(), gpu_active_count(), gpu_health_score(), health(), metrics_gpu_health(), Get number of in-flight requests for a GPU., Score a GPU based on VRAM, temperature, and load. Lower = better., Live GPU health scores + circuit breaker + KPIs.

Community 7 - "Community 7"

Cohesion: 0.33 Nodes (7): chat(), check_rate_limit(), clean_response(), clean_unicode(), Store detailed performance record in Redis for analytics., Token bucket rate limiter using Redis. Returns (allowed, retry_after_or_remainin, store_perf_record()

Knowledge Gaps

• 1 isolated node(s): maintenance.sh script These have ≤1 connection - possible missing edges or undocumented components.
• 5 thin communities (<3 nodes) omitted from report — run graphify query to explore isolated nodes.

Suggested Questions

Questions this graph is uniquely positioned to answer:

• Why does is_gpu_busy() connect Community 0 to Community 4, Community 6? High betweenness centrality (0.061) - this node is a cross-community bridge.
• Why does select_best_gpu() connect Community 0 to Community 4, Community 6? High betweenness centrality (0.031) - this node is a cross-community bridge.
• Why does estimate_tokens() connect Community 0 to Community 4, Community 7? High betweenness centrality (0.030) - this node is a cross-community bridge.
• Are the 3 inferred relationships involving is_gpu_busy() (e.g. with route() and moe_spillover()) actually correct? is_gpu_busy() has 3 INFERRED edges - model-reasoned connections that need verification.
• Are the 3 inferred relationships involving select_best_gpu() (e.g. with route() and route()) actually correct? select_best_gpu() has 3 INFERRED edges - model-reasoned connections that need verification.
• What connects SyslogAI Harness Dashboard — Modern Design., maintenance.sh script, Nginx upstream health probe. Returns 200 if service is alive. to the rest of the system? 28 weakly-connected nodes found - possible documentation gaps or missing edges.