diff --git a/CHANGELOG.md b/CHANGELOG.md
index 9e709fc6..fd9168ce 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -6,6 +6,12 @@ All notable changes to this project will be documented in this file.
 The format is based on [Keep a Changelog](https://keepachangelog.com/en/1.0.0/),
 and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.html).
 
+## [Unreleased]
+
+### Tooling
+
+- **Benchmark report scatter plots now assign a unique color per model.** `_render_pareto`, `_render_precision_recall_chart`, and `_render_token_efficiency_chart` were drawing from `tab20` with `i % 20`, so any run with more than 20 models silently reused colors and made the legend ambiguous. Added `_distinct_colors(n)` that concatenates `tab20 + tab20b + tab20c` (60 categorical colors) and falls back to evenly-spaced `hsv` past that. Benchmark-only change; not shipped in the runtime image, no version bump.
+
 ## [2.4.8] - 2026-05-15
 
 ### Security
diff --git a/benchmarks/llm/results/report.md b/benchmarks/llm/results/report.md
index fd5c1469..06e4ec0b 100644
--- a/benchmarks/llm/results/report.md
+++ b/benchmarks/llm/results/report.md
@@ -1097,37 +1097,37 @@ One subsection per episode in the corpus, showing how every model performed on t
 
 | Model | Result | FP count |
 |-------|--------|----------|
-| `nvidia/llama-3.3-nemotron-super-49b-v1.5` | PASS | 0 |
-| `openai/o4-mini` | PASS | 0 |
-| `claude-sonnet-4-6` | PASS | 0 |
-| `google/gemini-2.5-flash` | PASS | 0 |
-| `meta-llama/llama-3.1-8b-instruct` | PASS | 0 |
-| `mistralai/codestral-2508` | PASS | 0 |
+| `claude-opus-4-7` | PASS | 0 |
+| `mistralai/mistral-large-2512` | PASS | 0 |
 | `claude-haiku-4-5-20251001` | PASS | 0 |
-| `openai/o3` | PASS | 0 |
+| `deepseek/deepseek-v3.2` | PASS | 0 |
+| `google/gemini-2.5-flash` | PASS | 0 |
 | `meta-llama/llama-4-scout` | PASS | 0 |
-| `mistralai/mistral-medium-3.1` | PASS | 0 |
-| `mistralai/mistral-large-2512` | PASS | 0 |
-| `qwen/qwen3.5-plus-02-15` | PASS | 0 |
-| `mistralai/mistral-7b-instruct-v0.1` | PASS | 0 |
-| `x-ai/grok-4.3` | PASS | 0 |
 | `cohere/command-r-plus-08-2024` | PASS | 0 |
-| `claude-opus-4-7` | PASS | 0 |
-| `deepseek/deepseek-v3.2` | PASS | 0 |
+| `mistralai/codestral-2508` | PASS | 0 |
+| `qwen/qwen3.5-plus-02-15` | PASS | 0 |
+| `meta-llama/llama-3.1-8b-instruct` | PASS | 0 |
+| `openai/o3` | PASS | 0 |
 | `meta-llama/llama-3.3-70b-instruct` | PASS | 0 |
-| `meta-llama/llama-4-maverick` | FAIL | 1 |
-| `deepseek/deepseek-v4-flash` | FAIL | 1 |
+| `x-ai/grok-4.3` | PASS | 0 |
+| `nvidia/llama-3.3-nemotron-super-49b-v1.5` | PASS | 0 |
+| `claude-sonnet-4-6` | PASS | 0 |
+| `mistralai/mistral-7b-instruct-v0.1` | PASS | 0 |
+| `mistralai/mistral-medium-3.1` | PASS | 0 |
+| `openai/o4-mini` | PASS | 0 |
 | `google/gemma-4-31b-it` | FAIL | 1 |
-| `moonshotai/kimi-k2.6` | FAIL | 1 |
-| `nvidia/nemotron-nano-9b-v2` | FAIL | 1 |
 | `openai/gpt-5.4` | FAIL | 1 |
-| `google/gemini-2.5-pro` | FAIL | 1 |
 | `deepseek/deepseek-r1` | FAIL | 1 |
+| `deepseek/deepseek-v4-flash` | FAIL | 1 |
+| `nvidia/nemotron-nano-9b-v2` | FAIL | 1 |
+| `moonshotai/kimi-k2.6` | FAIL | 1 |
+| `meta-llama/llama-4-maverick` | FAIL | 1 |
 | `openai/gpt-5.5` | FAIL | 1 |
+| `google/gemini-2.5-pro` | FAIL | 1 |
 | `deepseek/deepseek-r1-distill-llama-70b` | FAIL | 2 |
 | `cohere/command-a` | FAIL | 3 |
-| `openai/gpt-3.5-turbo` | FAIL | 3 |
 | `microsoft/phi-4` | FAIL | 3 |
+| `openai/gpt-3.5-turbo` | FAIL | 3 |
 | `deepseek/deepseek-r1-0528` | FAIL | 27 |
 
 #### `ep-daily-tech-news-show-b576979e1fe8`: Motorola Razr Fold is a Noble Competitor to the Galaxy Z Fold 7 - DTNS 5269
@@ -1167,9 +1167,9 @@ One subsection per episode in the corpus, showing how every model performed on t
 | `mistralai/mistral-medium-3.1` | 0.162 | 0.049 |
 | `openai/o4-mini` | 0.147 | 0.202 |
 | `deepseek/deepseek-r1-distill-llama-70b` | 0.057 | 0.128 |
-| `mistralai/mistral-7b-instruct-v0.1` | 0.000 | 0.000 |
 | `cohere/command-r-plus-08-2024` | 0.000 | 0.000 |
 | `microsoft/phi-4` | 0.000 | 0.000 |
+| `mistralai/mistral-7b-instruct-v0.1` | 0.000 | 0.000 |
 
 #### `ep-daily-tech-news-show-c1904b8605f7`: Switch 2 Prices Rise, Forecast Drops - DTNS 5265
 
@@ -1209,8 +1209,8 @@ One subsection per episode in the corpus, showing how every model performed on t
 | `openai/o4-mini` | 0.067 | 0.149 |
 | `microsoft/phi-4` | 0.056 | 0.077 |
 | `meta-llama/llama-3.1-8b-instruct` | 0.029 | 0.064 |
-| `mistralai/mistral-7b-instruct-v0.1` | 0.000 | 0.000 |
 | `meta-llama/llama-3.3-70b-instruct` | 0.000 | 0.000 |
+| `mistralai/mistral-7b-instruct-v0.1` | 0.000 | 0.000 |
 
 #### `ep-glt1412515089-373d5ba5007b`: #2496 - Julia Mossbridge
 
@@ -1249,9 +1249,9 @@ One subsection per episode in the corpus, showing how every model performed on t
 | `mistralai/codestral-2508` | 0.231 | 0.091 |
 | `meta-llama/llama-3.1-8b-instruct` | 0.183 | 0.109 |
 | `openai/o4-mini` | 0.080 | 0.179 |
-| `mistralai/mistral-7b-instruct-v0.1` | 0.000 | 0.000 |
 | `cohere/command-r-plus-08-2024` | 0.000 | 0.000 |
 | `microsoft/phi-4` | 0.000 | 0.000 |
+| `mistralai/mistral-7b-instruct-v0.1` | 0.000 | 0.000 |
 
 #### `ep-it-s-a-thing-e339179dfad6`: SOUP shots - It's a Thing 418
 
@@ -1261,38 +1261,38 @@ One subsection per episode in the corpus, showing how every model performed on t
 
 | Model | F1 | F1 stdev |
 |-------|----|----------|
-| `qwen/qwen3.5-plus-02-15` | 0.667 | 0.000 |
 | `claude-opus-4-7` | 0.667 | 0.000 |
-| `google/gemini-2.5-pro` | 0.667 | 0.000 |
+| `qwen/qwen3.5-plus-02-15` | 0.667 | 0.000 |
 | `openai/gpt-5.5` | 0.667 | 0.000 |
+| `google/gemini-2.5-pro` | 0.667 | 0.000 |
 | `openai/gpt-5.4` | 0.613 | 0.119 |
 | `google/gemma-4-31b-it` | 0.467 | 0.274 |
 | `x-ai/grok-4.3` | 0.433 | 0.253 |
 | `deepseek/deepseek-r1-0528` | 0.404 | 0.281 |
+| `deepseek/deepseek-v3.2` | 0.400 | 0.548 |
 | `cohere/command-a` | 0.400 | 0.000 |
 | `meta-llama/llama-3.1-8b-instruct` | 0.400 | 0.548 |
-| `deepseek/deepseek-v3.2` | 0.400 | 0.548 |
 | `deepseek/deepseek-v4-flash` | 0.337 | 0.239 |
 | `openai/o3` | 0.333 | 0.471 |
 | `deepseek/deepseek-r1` | 0.313 | 0.301 |
 | `nvidia/llama-3.3-nemotron-super-49b-v1.5` | 0.233 | 0.325 |
 | `moonshotai/kimi-k2.6` | 0.200 | 0.274 |
-| `meta-llama/llama-4-maverick` | 0.000 | 0.000 |
-| `openai/o4-mini` | 0.000 | 0.000 |
-| `claude-sonnet-4-6` | 0.000 | 0.000 |
-| `google/gemini-2.5-flash` | 0.000 | 0.000 |
-| `nvidia/nemotron-nano-9b-v2` | 0.000 | 0.000 |
-| `mistralai/codestral-2508` | 0.000 | 0.000 |
+| `mistralai/mistral-large-2512` | 0.000 | 0.000 |
 | `claude-haiku-4-5-20251001` | 0.000 | 0.000 |
+| `google/gemini-2.5-flash` | 0.000 | 0.000 |
 | `meta-llama/llama-4-scout` | 0.000 | 0.000 |
-| `mistralai/mistral-medium-3.1` | 0.000 | 0.000 |
-| `mistralai/mistral-large-2512` | 0.000 | 0.000 |
+| `cohere/command-r-plus-08-2024` | 0.000 | 0.000 |
+| `mistralai/codestral-2508` | 0.000 | 0.000 |
+| `meta-llama/llama-3.3-70b-instruct` | 0.000 | 0.000 |
+| `nvidia/nemotron-nano-9b-v2` | 0.000 | 0.000 |
+| `claude-sonnet-4-6` | 0.000 | 0.000 |
+| `microsoft/phi-4` | 0.000 | 0.000 |
+| `meta-llama/llama-4-maverick` | 0.000 | 0.000 |
 | `mistralai/mistral-7b-instruct-v0.1` | 0.000 | 0.000 |
 | `openai/gpt-3.5-turbo` | 0.000 | 0.000 |
-| `cohere/command-r-plus-08-2024` | 0.000 | 0.000 |
 | `deepseek/deepseek-r1-distill-llama-70b` | 0.000 | 0.000 |
-| `microsoft/phi-4` | 0.000 | 0.000 |
-| `meta-llama/llama-3.3-70b-instruct` | 0.000 | 0.000 |
+| `mistralai/mistral-medium-3.1` | 0.000 | 0.000 |
+| `openai/o4-mini` | 0.000 | 0.000 |
 
 #### `ep-on-air-with-dan-and-alex2-574e4f303730`: Ryanair Wants Alcohol Bans, Emirates' $6.8B Record Profit & Buying Spirit Airlines?!
 
@@ -1319,9 +1319,9 @@ One subsection per episode in the corpus, showing how every model performed on t
 | `mistralai/mistral-medium-3.1` | 0.500 | 0.000 |
 | `x-ai/grok-4.3` | 0.472 | 0.066 |
 | `mistralai/codestral-2508` | 0.469 | 0.045 |
-| `claude-sonnet-4-6` | 0.444 | 0.000 |
-| `google/gemini-2.5-flash` | 0.444 | 0.000 |
 | `mistralai/mistral-large-2512` | 0.444 | 0.000 |
+| `google/gemini-2.5-flash` | 0.444 | 0.000 |
+| `claude-sonnet-4-6` | 0.444 | 0.000 |
 | `nvidia/llama-3.3-nemotron-super-49b-v1.5` | 0.431 | 0.109 |
 | `openai/gpt-3.5-turbo` | 0.400 | 0.000 |
 | `nvidia/nemotron-nano-9b-v2` | 0.361 | 0.091 |
@@ -1329,11 +1329,11 @@ One subsection per episode in the corpus, showing how every model performed on t
 | `deepseek/deepseek-v3.2` | 0.300 | 0.274 |
 | `meta-llama/llama-3.1-8b-instruct` | 0.284 | 0.166 |
 | `microsoft/phi-4` | 0.213 | 0.307 |
-| `openai/o4-mini` | 0.133 | 0.298 |
 | `meta-llama/llama-3.3-70b-instruct` | 0.133 | 0.298 |
+| `openai/o4-mini` | 0.133 | 0.298 |
 | `meta-llama/llama-4-scout` | 0.094 | 0.130 |
-| `mistralai/mistral-7b-instruct-v0.1` | 0.000 | 0.000 |
 | `cohere/command-r-plus-08-2024` | 0.000 | 0.000 |
+| `mistralai/mistral-7b-instruct-v0.1` | 0.000 | 0.000 |
 
 #### `ep-oxide-and-friends-ce789ff5b62e`: Mechanical Engineering at Oxide [chapter images]
 
@@ -1343,32 +1343,32 @@ One subsection per episode in the corpus, showing how every model performed on t
 
 | Model | Result | FP count |
 |-------|--------|----------|
-| `nvidia/llama-3.3-nemotron-super-49b-v1.5` | PASS | 0 |
-| `meta-llama/llama-4-maverick` | PASS | 0 |
-| `openai/o4-mini` | PASS | 0 |
-| `deepseek/deepseek-v4-flash` | PASS | 0 |
+| `claude-opus-4-7` | PASS | 0 |
+| `mistralai/mistral-large-2512` | PASS | 0 |
+| `claude-haiku-4-5-20251001` | PASS | 0 |
+| `google/gemini-2.5-flash` | PASS | 0 |
+| `meta-llama/llama-4-scout` | PASS | 0 |
 | `cohere/command-a` | PASS | 0 |
-| `claude-sonnet-4-6` | PASS | 0 |
+| `cohere/command-r-plus-08-2024` | PASS | 0 |
+| `mistralai/codestral-2508` | PASS | 0 |
 | `google/gemma-4-31b-it` | PASS | 0 |
-| `google/gemini-2.5-flash` | PASS | 0 |
-| `nvidia/nemotron-nano-9b-v2` | PASS | 0 |
+| `qwen/qwen3.5-plus-02-15` | PASS | 0 |
 | `meta-llama/llama-3.1-8b-instruct` | PASS | 0 |
-| `mistralai/codestral-2508` | PASS | 0 |
-| `claude-haiku-4-5-20251001` | PASS | 0 |
 | `openai/o3` | PASS | 0 |
-| `meta-llama/llama-4-scout` | PASS | 0 |
-| `mistralai/mistral-medium-3.1` | PASS | 0 |
-| `mistralai/mistral-large-2512` | PASS | 0 |
-| `qwen/qwen3.5-plus-02-15` | PASS | 0 |
-| `mistralai/mistral-7b-instruct-v0.1` | PASS | 0 |
-| `x-ai/grok-4.3` | PASS | 0 |
-| `cohere/command-r-plus-08-2024` | PASS | 0 |
-| `claude-opus-4-7` | PASS | 0 |
+| `deepseek/deepseek-v4-flash` | PASS | 0 |
 | `meta-llama/llama-3.3-70b-instruct` | PASS | 0 |
+| `nvidia/nemotron-nano-9b-v2` | PASS | 0 |
+| `x-ai/grok-4.3` | PASS | 0 |
+| `nvidia/llama-3.3-nemotron-super-49b-v1.5` | PASS | 0 |
+| `claude-sonnet-4-6` | PASS | 0 |
+| `meta-llama/llama-4-maverick` | PASS | 0 |
+| `mistralai/mistral-7b-instruct-v0.1` | PASS | 0 |
 | `openai/gpt-5.5` | PASS | 0 |
+| `mistralai/mistral-medium-3.1` | PASS | 0 |
+| `openai/o4-mini` | PASS | 0 |
 | `openai/gpt-5.4` | FAIL | 1 |
-| `google/gemini-2.5-pro` | FAIL | 1 |
 | `deepseek/deepseek-r1` | FAIL | 1 |
+| `google/gemini-2.5-pro` | FAIL | 1 |
 | `deepseek/deepseek-v3.2` | FAIL | 2 |
 | `moonshotai/kimi-k2.6` | FAIL | 4 |
 | `openai/gpt-3.5-turbo` | FAIL | 10 |
@@ -1395,8 +1395,8 @@ One subsection per episode in the corpus, showing how every model performed on t
 | `claude-sonnet-4-6` | 0.516 | 0.014 |
 | `meta-llama/llama-3.3-70b-instruct` | 0.512 | 0.035 |
 | `openai/gpt-5.5` | 0.505 | 0.047 |
-| `meta-llama/llama-4-maverick` | 0.496 | 0.021 |
 | `google/gemma-4-31b-it` | 0.496 | 0.021 |
+| `meta-llama/llama-4-maverick` | 0.496 | 0.021 |
 | `openai/gpt-5.4` | 0.495 | 0.022 |
 | `x-ai/grok-4.3` | 0.486 | 0.013 |
 | `qwen/qwen3.5-plus-02-15` | 0.476 | 0.000 |
@@ -1454,9 +1454,9 @@ One subsection per episode in the corpus, showing how every model performed on t
 | `google/gemini-2.5-flash` | 0.125 | 0.000 |
 | `deepseek/deepseek-v3.2` | 0.100 | 0.224 |
 | `microsoft/phi-4` | 0.067 | 0.092 |
+| `cohere/command-r-plus-08-2024` | 0.000 | 0.000 |
 | `meta-llama/llama-3.1-8b-instruct` | 0.000 | 0.000 |
 | `mistralai/mistral-7b-instruct-v0.1` | 0.000 | 0.000 |
-| `cohere/command-r-plus-08-2024` | 0.000 | 0.000 |
 
 #### `ep-the-tim-dillon-show-f62bd5fa1cfe`: 495 - Hantavirus Cruise & iPad Babies
 
@@ -1486,8 +1486,8 @@ One subsection per episode in the corpus, showing how every model performed on t
 | `nvidia/llama-3.3-nemotron-super-49b-v1.5` | 0.171 | 0.125 |
 | `meta-llama/llama-4-maverick` | 0.167 | 0.000 |
 | `deepseek/deepseek-r1-distill-llama-70b` | 0.163 | 0.159 |
-| `google/gemini-2.5-flash` | 0.154 | 0.000 |
 | `claude-haiku-4-5-20251001` | 0.154 | 0.000 |
+| `google/gemini-2.5-flash` | 0.154 | 0.000 |
 | `openai/gpt-3.5-turbo` | 0.125 | 0.000 |
 | `microsoft/phi-4` | 0.079 | 0.072 |
 | `deepseek/deepseek-v3.2` | 0.057 | 0.079 |
@@ -1496,8 +1496,8 @@ One subsection per episode in the corpus, showing how every model performed on t
 | `meta-llama/llama-3.1-8b-instruct` | 0.049 | 0.019 |
 | `nvidia/nemotron-nano-9b-v2` | 0.044 | 0.061 |
 | `mistralai/mistral-large-2512` | 0.044 | 0.025 |
-| `openai/o4-mini` | 0.000 | 0.000 |
 | `mistralai/mistral-7b-instruct-v0.1` | 0.000 | 0.000 |
+| `openai/o4-mini` | 0.000 | 0.000 |
 
 #### `ep-tosh-show-5f6894439bb6`: My Mom - Emergency Pod
 
@@ -1522,8 +1522,8 @@ One subsection per episode in the corpus, showing how every model performed on t
 | `mistralai/mistral-medium-3.1` | 0.421 | 0.048 |
 | `meta-llama/llama-4-maverick` | 0.400 | 0.000 |
 | `nvidia/llama-3.3-nemotron-super-49b-v1.5` | 0.399 | 0.223 |
-| `claude-sonnet-4-6` | 0.375 | 0.000 |
 | `claude-haiku-4-5-20251001` | 0.375 | 0.000 |
+| `claude-sonnet-4-6` | 0.375 | 0.000 |
 | `mistralai/mistral-large-2512` | 0.353 | 0.000 |
 | `meta-llama/llama-3.3-70b-instruct` | 0.347 | 0.087 |
 | `deepseek/deepseek-r1-distill-llama-70b` | 0.340 | 0.152 |
@@ -1537,8 +1537,8 @@ One subsection per episode in the corpus, showing how every model performed on t
 | `google/gemma-4-31b-it` | 0.182 | 0.025 |
 | `deepseek/deepseek-v3.2` | 0.140 | 0.219 |
 | `openai/o4-mini` | 0.133 | 0.183 |
-| `mistralai/mistral-7b-instruct-v0.1` | 0.000 | 0.000 |
 | `microsoft/phi-4` | 0.000 | 0.000 |
+| `mistralai/mistral-7b-instruct-v0.1` | 0.000 | 0.000 |
 
 
 ### Parser stress test
@@ -1547,29 +1547,29 @@ How each model's responses were actually parsed. Columns are extraction methods,
 
 | Model | bracket_fallback | json_array_direct | json_object_ads_key | json_object_no_ads | json_object_segments_key | json_object_single_ad | json_object_single_ad_truncated | json_object_window_segments | markdown_code_block | parse_failure | regex_json_array |
 |---|---|---|---|---|---|---|---|---|---|---|---|
-| `meta-llama/llama-4-maverick` | 0 | 0 | 0 | 184 | 0 | 431 | 0 | 0 | 0 | 0 | 0 |
-| `cohere/command-a` | 0 | 0 | 0 | 17 | 0 | 598 | 0 | 0 | 0 | 0 | 0 |
-| `claude-sonnet-4-6` | 0 | 567 | 0 | 0 | 0 | 0 | 0 | 0 | 33 | 0 | 15 |
-| `google/gemma-4-31b-it` | 0 | 0 | 332 | 154 | 0 | 128 | 1 | 0 | 0 | 0 | 0 |
-| `google/gemini-2.5-flash` | 0 | 615 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
-| `mistralai/codestral-2508` | 0 | 615 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
-| `claude-haiku-4-5-20251001` | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 615 | 0 | 0 |
-| `mistralai/mistral-medium-3.1` | 0 | 615 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
+| `claude-opus-4-7` | 0 | 613 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
 | `mistralai/mistral-large-2512` | 0 | 615 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
-| `openai/gpt-3.5-turbo` | 0 | 0 | 0 | 9 | 0 | 606 | 0 | 0 | 0 | 0 | 0 |
+| `claude-haiku-4-5-20251001` | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 615 | 0 | 0 |
+| `deepseek/deepseek-v3.2` | 0 | 440 | 8 | 0 | 0 | 167 | 0 | 0 | 0 | 0 | 0 |
+| `google/gemini-2.5-flash` | 0 | 615 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
+| `cohere/command-a` | 0 | 0 | 0 | 17 | 0 | 598 | 0 | 0 | 0 | 0 | 0 |
 | `cohere/command-r-plus-08-2024` | 0 | 0 | 16 | 554 | 0 | 45 | 0 | 0 | 0 | 0 | 0 |
-| `claude-opus-4-7` | 0 | 613 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 |
+| `mistralai/codestral-2508` | 0 | 615 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
+| `google/gemma-4-31b-it` | 0 | 0 | 332 | 154 | 0 | 128 | 1 | 0 | 0 | 0 | 0 |
 | `openai/gpt-5.4` | 0 | 0 | 0 | 211 | 0 | 404 | 0 | 0 | 0 | 0 | 0 |
-| `deepseek/deepseek-v3.2` | 0 | 440 | 8 | 0 | 0 | 167 | 0 | 0 | 0 | 0 | 0 |
-| `meta-llama/llama-3.1-8b-instruct` | 0 | 275 | 0 | 63 | 0 | 276 | 0 | 0 | 0 | 1 | 0 |
+| `claude-sonnet-4-6` | 0 | 567 | 0 | 0 | 0 | 0 | 0 | 0 | 33 | 0 | 15 |
+| `meta-llama/llama-4-maverick` | 0 | 0 | 0 | 184 | 0 | 431 | 0 | 0 | 0 | 0 | 0 |
+| `openai/gpt-3.5-turbo` | 0 | 0 | 0 | 9 | 0 | 606 | 0 | 0 | 0 | 0 | 0 |
+| `mistralai/mistral-medium-3.1` | 0 | 615 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
 | `meta-llama/llama-4-scout` | 30 | 4 | 461 | 56 | 0 | 58 | 0 | 0 | 0 | 1 | 5 |
 | `qwen/qwen3.5-plus-02-15` | 0 | 614 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
+| `meta-llama/llama-3.1-8b-instruct` | 0 | 275 | 0 | 63 | 0 | 276 | 0 | 0 | 0 | 1 | 0 |
 | `x-ai/grok-4.3` | 0 | 614 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
 | `openai/gpt-5.5` | 0 | 0 | 0 | 353 | 0 | 261 | 0 | 0 | 0 | 1 | 0 |
 | `google/gemini-2.5-pro` | 0 | 590 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 3 | 22 |
 | `openai/o3` | 0 | 0 | 20 | 459 | 9 | 123 | 0 | 0 | 0 | 4 | 0 |
-| `microsoft/phi-4` | 0 | 291 | 29 | 27 | 19 | 234 | 0 | 2 | 0 | 6 | 7 |
 | `deepseek/deepseek-r1` | 0 | 539 | 2 | 15 | 5 | 36 | 0 | 0 | 10 | 6 | 2 |
+| `microsoft/phi-4` | 0 | 291 | 29 | 27 | 19 | 234 | 0 | 2 | 0 | 6 | 7 |
 | `deepseek/deepseek-r1-distill-llama-70b` | 0 | 20 | 44 | 58 | 0 | 482 | 2 | 0 | 0 | 8 | 1 |
 | `deepseek/deepseek-v4-flash` | 0 | 44 | 362 | 4 | 1 | 190 | 0 | 0 | 0 | 14 | 0 |
 | `nvidia/nemotron-nano-9b-v2` | 0 | 541 | 0 | 0 | 0 | 0 | 11 | 0 | 0 | 52 | 11 |
@@ -1821,7 +1821,7 @@ The `initial_prompt` carries a sponsor vocabulary so Whisper produces consistent
 
 ## Run Metadata
 
-- Report generated: 2026-05-16T00:20:31Z
+- Report generated: 2026-05-16T02:54:07Z
 - Unique work units (current state, last-write-wins after retries): 19680
 - Raw rows in calls.jsonl: 19712 (32 superseded by later retries; kept for audit)
 - Successful: 19680
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diff --git a/benchmarks/llm/results/report_assets/calibration.svg b/benchmarks/llm/results/report_assets/calibration.svg
index 2a51cc07..b28c5625 100644
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+    <dc:date>2026-05-15T22:54:11.193901</dc:date>
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+   <g clip-path="url(#p31f0f8debb)">
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diff --git a/benchmarks/llm/src/benchmark/report.py b/benchmarks/llm/src/benchmark/report.py
index 31c40178..c3dfaaae 100644
--- a/benchmarks/llm/src/benchmark/report.py
+++ b/benchmarks/llm/src/benchmark/report.py
@@ -1016,6 +1016,25 @@ def _avg_f1(stats: ModelStats) -> float:
     return stats.avg_f1
 
 
+_CATEGORICAL_CMAPS = ("tab20", "tab20b", "tab20c")  # 20 colors each = 60 total
+
+
+def _distinct_colors(n: int) -> list[tuple[float, ...]]:
+    """Return n visually distinct RGBA tuples, never repeating.
+
+    Concatenating the tab20 family gives 60 categorical colors with good
+    perceptual contrast. Past that, fall back to evenly-spaced hsv samples
+    so each model still gets a unique color, accepting weaker contrast."""
+    import matplotlib.pyplot as plt
+    palette: list[tuple[float, ...]] = []
+    for name in _CATEGORICAL_CMAPS:
+        palette.extend(plt.get_cmap(name).colors)
+    if n <= len(palette):
+        return palette[:n]
+    cmap = plt.get_cmap("hsv")
+    return [cmap(i / n) for i in range(n)]
+
+
 def _render_pareto(stats: dict[str, ModelStats], path: Path) -> None:
     """Distinct color per model, legend rendered as a real matplotlib legend
     below the plot so each model's color sits next to its name."""
@@ -1027,13 +1046,12 @@ def _render_pareto(stats: dict[str, ModelStats], path: Path) -> None:
     points = [(s, f1) for s, f1 in points if not (f1 == 0 and s.total_episode_cost == 0)]
     points.sort(key=lambda t: (-t[1], t[0].total_episode_cost))  # rank by F1 desc, then cost asc
 
-    cmap = plt.get_cmap("tab20")
+    colors = _distinct_colors(len(points))
     fig, ax = plt.subplots(figsize=(11, 9))
     for i, (s, f1) in enumerate(points):
-        color = cmap(i % 20)
         ax.scatter(
             s.total_episode_cost, f1,
-            s=180, color=color,
+            s=180, color=colors[i],
             edgecolors="black", linewidths=0.7, zorder=3,
             label=f"{s.model}  (F1 {f1:.3f}, ${s.total_episode_cost:.4f}/ep)",
         )
@@ -1683,7 +1701,7 @@ def _render_precision_recall_chart(stats: dict[str, ModelStats], path: Path) ->
         return
     points.sort(key=lambda t: -(2 * t[1] * t[2] / (t[1] + t[2]) if (t[1] + t[2]) > 0 else 0))  # F1 desc
 
-    cmap = plt.get_cmap("tab20")
+    colors = _distinct_colors(len(points))
     fig, ax = plt.subplots(figsize=(11, 9))
 
     # F1 isocurves: for each target F1, plot the curve precision*recall*2 / (p+r) = F1
@@ -1699,7 +1717,7 @@ def _render_precision_recall_chart(stats: dict[str, ModelStats], path: Path) ->
 
     for i, (s, p, r) in enumerate(points):
         f1 = 2 * p * r / (p + r) if (p + r) > 0 else 0
-        ax.scatter(r, p, s=180, color=cmap(i % 20),
+        ax.scatter(r, p, s=180, color=colors[i],
                    edgecolors="black", linewidths=0.7, zorder=3,
                    label=f"{s.model}  (P {p:.2f}, R {r:.2f}, F1 {f1:.2f})")
 
@@ -1775,10 +1793,10 @@ def _render_token_efficiency_chart(stats: dict[str, ModelStats], path: Path) ->
         return
     points.sort(key=lambda t: -t[1])
 
-    cmap = plt.get_cmap("tab20")
+    colors = _distinct_colors(len(points))
     fig, ax = plt.subplots(figsize=(11, 8))
     for i, (s, f1) in enumerate(points):
-        ax.scatter(s.tokens_per_detected_ad, f1, s=180, color=cmap(i % 20),
+        ax.scatter(s.tokens_per_detected_ad, f1, s=180, color=colors[i],
                    edgecolors="black", linewidths=0.7, zorder=3,
                    label=f"{s.model}  (F1 {f1:.2f}, {s.tokens_per_detected_ad:.0f} tok/ad)")
     ax.set_xscale("log")