docs: add grounded tensorzero evaluation packet (#860)

- add a script that inventories Hermes routing/evaluation surfaces relevant to a TensorZero cutover
- generate a markdown and JSON evaluation packet for issue #860
- score gateway replacement, config migration, canary rollout, session feedback, and eval-suite readiness
- add focused regression tests for touchpoint scanning, requirement scoring, and report rendering

Refs #860

docs/evaluations/tensorzero-860-evaluation.md

@@ -0,0 +1,217 @@
+# TensorZero Evaluation Packet
+
+Issue #860: [tensorzero LLMOps platform evaluation](https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/860)
+
+## Scope
+
+This packet evaluates TensorZero as a possible replacement for Hermes' custom provider-routing stack.
+It is intentionally grounded in the current repo state rather than a speculative cutover plan.
+
+## Issue requirements being evaluated
+
+- Deploy tensorzero gateway (Rust binary)
+- Migrate provider routing config
+- Test with canary (10% traffic) before full cutover
+- Feed session data for prompt optimization
+- Evaluation suite for A/B testing models
+
+## Recommendation
+
+Not ready for direct replacement. Recommend a shadow-evaluation phase first: keep Hermes routing live, inventory the migration seams, export SessionDB/trajectory data into an offline TensorZero experiment loop, and only design a canary gateway once percentage-based rollout controls exist.
+
+## Requirement matrix
+
+| Requirement | Status | Evidence labels | Summary |
+| --- | --- | --- | --- |
+| Gateway replacement scope | partial | fallback_chain, runtime_provider, gateway_provider_routing, cron_runtime_provider, auxiliary_fallback_chain, delegate_runtime_provider | Hermes already spreads provider routing across core agent, runtime provider, gateway, cron, auxiliary, and delegation seams; TensorZero would need parity across all of them before it can replace the gateway layer. |
+| Config migration | partial | provider_routing_config, runtime_provider, smart_model_routing, fallback_chain | Hermes has multiple config concepts to migrate (`provider_routing`, `fallback_providers`, `smart_model_routing`, runtime provider resolution), so TensorZero is not a drop-in config swap. |
+| 10% traffic canary | gap | — | The repo shows semantic routing and fallback, but no grounded 10% traffic-split canary mechanism. A TensorZero cutover would need new percentage-based rollout controls and observability hooks. |
+| Session data for prompt optimization | partial | session_db, trajectory_export | Hermes already has SessionDB and trajectory export surfaces that can feed offline optimization data, but not a TensorZero-native ingestion path yet. |
+| Evaluation suite / A/B testing | partial | benchmark_suite, trajectory_export | Hermes already has benchmark/trajectory machinery that can seed TensorZero A/B evaluation, but no integrated TensorZero experiment runner or live evaluation gateway. |
+
+## Grounded Hermes touchpoints
+
+- `run_agent.py:601` — [fallback_chain] fallback_model: Dict[str, Any] = None,
+- `run_agent.py:995` — [fallback_chain] # failure).  Supports both legacy single-dict ``fallback_model`` and
+- `run_agent.py:996` — [fallback_chain] # new list ``fallback_providers`` format.
+- `run_agent.py:997` — [fallback_chain] if isinstance(fallback_model, list):
+- `run_agent.py:998` — [fallback_chain] self._fallback_chain = [
+- `run_agent.py:999` — [fallback_chain] f for f in fallback_model
+- `run_agent.py:1002` — [fallback_chain] elif isinstance(fallback_model, dict) and fallback_model.get("provider") and fallback_model.get("model"):
+- `run_agent.py:1003` — [fallback_chain] self._fallback_chain = [fallback_model]
+- `run_agent.py:1005` — [fallback_chain] self._fallback_chain = []
+- `run_agent.py:1009` — [fallback_chain] self._fallback_model = self._fallback_chain[0] if self._fallback_chain else None
+- `run_agent.py:1010` — [fallback_chain] if self._fallback_chain and not self.quiet_mode:
+- `run_agent.py:1011` — [fallback_chain] if len(self._fallback_chain) == 1:
+- `run_agent.py:1012` — [fallback_chain] fb = self._fallback_chain[0]
+- `run_agent.py:1015` — [fallback_chain] print(f"🔄 Fallback chain ({len(self._fallback_chain)} providers): " +
+- `run_agent.py:1016` — [fallback_chain] " → ".join(f"{f['model']} ({f['provider']})" for f in self._fallback_chain))
+- `run_agent.py:5624` — [fallback_chain] if self._fallback_index >= len(self._fallback_chain):
+- `run_agent.py:5627` — [fallback_chain] fb = self._fallback_chain[self._fallback_index]
+- `run_agent.py:8559` — [fallback_chain] if self._fallback_index < len(self._fallback_chain):
+- `run_agent.py:9355` — [fallback_chain] if is_rate_limited and self._fallback_index < len(self._fallback_chain):
+- `run_agent.py:10460` — [fallback_chain] if _truly_empty and self._fallback_chain:
+- `run_agent.py:10514` — [fallback_chain] + (" and fallback attempts." if self._fallback_chain else
+- `cli.py:241` — [provider_routing_config] "smart_model_routing": {
+- `cli.py:370` — [provider_routing_config] # (e.g. platform_toolsets, provider_routing, memory, honcho, etc.)
+- `cli.py:1753` — [provider_routing_config] pr = CLI_CONFIG.get("provider_routing", {}) or {}
+- `cli.py:1762` — [provider_routing_config] # Supports new list format (fallback_providers) and legacy single-dict (fallback_model).
+- `cli.py:1763` — [provider_routing_config] fb = CLI_CONFIG.get("fallback_providers") or CLI_CONFIG.get("fallback_model") or []
+- `cli.py:1770` — [provider_routing_config] self._smart_model_routing = CLI_CONFIG.get("smart_model_routing", {}) or {}
+- `cli.py:2771` — [provider_routing_config] from agent.smart_model_routing import resolve_turn_route
+- `cli.py:2776` — [provider_routing_config] self._smart_model_routing,
+- `hermes_cli/runtime_provider.py:209` — [runtime_provider] def resolve_requested_provider(requested: Optional[str] = None) -> str:
+- `hermes_cli/runtime_provider.py:649` — [runtime_provider] def resolve_runtime_provider(
+- `agent/smart_model_routing.py:62` — [smart_model_routing] def choose_cheap_model_route(user_message: str, routing_config: Optional[Dict[str, Any]]) -> Optional[Dict[str, Any]]:
+- `agent/smart_model_routing.py:110` — [smart_model_routing] def resolve_turn_route(user_message: str, routing_config: Optional[Dict[str, Any]], primary: Dict[str, Any]) -> Dict[str, Any]:
+- `gateway/run.py:1271` — [gateway_provider_routing] def _load_provider_routing() -> dict:
+- `gateway/run.py:1285` — [gateway_provider_routing] def _load_fallback_model() -> list | dict | None:
+- `gateway/run.py:1306` — [gateway_provider_routing] def _load_smart_model_routing() -> dict:
+- `cron/scheduler.py:684` — [cron_runtime_provider] pr = _cfg.get("provider_routing", {})
+- `cron/scheduler.py:688` — [cron_runtime_provider] resolve_runtime_provider,
+- `cron/scheduler.py:697` — [cron_runtime_provider] runtime = resolve_runtime_provider(**runtime_kwargs)
+- `cron/scheduler.py:702` — [cron_runtime_provider] from agent.smart_model_routing import resolve_turn_route
+- `cron/scheduler.py:703` — [cron_runtime_provider] turn_route = resolve_turn_route(
+- `cron/scheduler.py:717` — [cron_runtime_provider] fallback_model = _cfg.get("fallback_providers") or _cfg.get("fallback_model") or None
+- `cron/scheduler.py:746` — [cron_runtime_provider] fallback_model=fallback_model,
+- `agent/auxiliary_client.py:1018` — [auxiliary_fallback_chain] def _get_provider_chain() -> List[tuple]:
+- `agent/auxiliary_client.py:1107` — [auxiliary_fallback_chain] for label, try_fn in _get_provider_chain():
+- `agent/auxiliary_client.py:1189` — [auxiliary_fallback_chain] # ── Step 2: aggregator / fallback chain ──────────────────────────────
+- `agent/auxiliary_client.py:1191` — [auxiliary_fallback_chain] for label, try_fn in _get_provider_chain():
+- `agent/auxiliary_client.py:2397` — [auxiliary_fallback_chain] # error, fall through to the fallback chain below.
+- `agent/auxiliary_client.py:2417` — [auxiliary_fallback_chain] # auto (the default) = best-effort fallback chain.  (#7559)
+- `agent/auxiliary_client.py:2589` — [auxiliary_fallback_chain] # error, fall through to the fallback chain below.
+- `tools/delegate_tool.py:662` — [delegate_runtime_provider] # bundle (base_url, api_key, api_mode) via the same runtime provider system
+- `tools/delegate_tool.py:854` — [delegate_runtime_provider] provider) is resolved via the runtime provider system — the same path used
+- `tools/delegate_tool.py:909` — [delegate_runtime_provider] from hermes_cli.runtime_provider import resolve_runtime_provider
+- `tools/delegate_tool.py:910` — [delegate_runtime_provider] runtime = resolve_runtime_provider(requested=configured_provider)
+- `hermes_state.py:115` — [session_db] class SessionDB:
+- `batch_runner.py:320` — [trajectory_export] save_trajectories=False,  # We handle saving ourselves
+- `batch_runner.py:346` — [trajectory_export] trajectory = agent._convert_to_trajectory_format(
+- `batch_runner.py:460` — [trajectory_export] trajectory_entry = {
+- `batch_runner.py:474` — [trajectory_export] f.write(json.dumps(trajectory_entry, ensure_ascii=False) + "\n")
+- `benchmarks/tool_call_benchmark.py:3` — [benchmark_suite] Tool-Calling Benchmark — Gemma 4 vs mimo-v2-pro regression test.
+- `benchmarks/tool_call_benchmark.py:9` — [benchmark_suite] python3 benchmarks/tool_call_benchmark.py                  # full 100-call suite
+- `benchmarks/tool_call_benchmark.py:10` — [benchmark_suite] python3 benchmarks/tool_call_benchmark.py --limit 10       # quick smoke test
+- `benchmarks/tool_call_benchmark.py:11` — [benchmark_suite] python3 benchmarks/tool_call_benchmark.py --models nous     # single model
+- `benchmarks/tool_call_benchmark.py:12` — [benchmark_suite] python3 benchmarks/tool_call_benchmark.py --category file   # single category
+- `benchmarks/tool_call_benchmark.py:37` — [benchmark_suite] class ToolCall:
+- `benchmarks/tool_call_benchmark.py:51` — [benchmark_suite] ToolCall("file-01", "file", "Read the file /tmp/test_bench.txt and show me its contents.",
+- `benchmarks/tool_call_benchmark.py:53` — [benchmark_suite] ToolCall("file-02", "file", "Write 'hello benchmark' to /tmp/test_bench_out.txt",
+- `benchmarks/tool_call_benchmark.py:55` — [benchmark_suite] ToolCall("file-03", "file", "Search for the word 'import' in all Python files in the current directory.",
+- `benchmarks/tool_call_benchmark.py:57` — [benchmark_suite] ToolCall("file-04", "file", "Read lines 1-20 of /etc/hosts",
+- `benchmarks/tool_call_benchmark.py:59` — [benchmark_suite] ToolCall("file-05", "file", "Patch /tmp/test_bench_out.txt: replace 'hello' with 'goodbye'",
+- `benchmarks/tool_call_benchmark.py:61` — [benchmark_suite] ToolCall("file-06", "file", "Search for files matching *.py in the current directory.",
+- `benchmarks/tool_call_benchmark.py:63` — [benchmark_suite] ToolCall("file-07", "file", "Read the first 10 lines of /etc/passwd",
+- `benchmarks/tool_call_benchmark.py:65` — [benchmark_suite] ToolCall("file-08", "file", "Write a JSON config to /tmp/bench_config.json with key 'debug': true",
+- `benchmarks/tool_call_benchmark.py:67` — [benchmark_suite] ToolCall("file-09", "file", "Search for 'def test_' in Python test files.",
+- `benchmarks/tool_call_benchmark.py:69` — [benchmark_suite] ToolCall("file-10", "file", "Read /tmp/bench_config.json and tell me what's in it.",
+- `benchmarks/tool_call_benchmark.py:71` — [benchmark_suite] ToolCall("file-11", "file", "Create a file /tmp/bench_readme.md with one line: '# Benchmark'",
+- `benchmarks/tool_call_benchmark.py:73` — [benchmark_suite] ToolCall("file-12", "file", "Search for 'TODO' comments in all .py files.",
+- `benchmarks/tool_call_benchmark.py:75` — [benchmark_suite] ToolCall("file-13", "file", "Read /tmp/bench_readme.md",
+- `benchmarks/tool_call_benchmark.py:77` — [benchmark_suite] ToolCall("file-14", "file", "Patch /tmp/bench_readme.md: replace '# Benchmark' with '# Tool Benchmark'",
+- `benchmarks/tool_call_benchmark.py:78` — [benchmark_suite] "patch", "Tool Benchmark"),
+- `benchmarks/tool_call_benchmark.py:79` — [benchmark_suite] ToolCall("file-15", "file", "Write a Python one-liner to /tmp/bench_hello.py that prints hello.",
+- `benchmarks/tool_call_benchmark.py:81` — [benchmark_suite] ToolCall("file-16", "file", "Search for all .json files in /tmp/.",
+- `benchmarks/tool_call_benchmark.py:83` — [benchmark_suite] ToolCall("file-17", "file", "Read /tmp/bench_hello.py and verify it has print('hello').",
+- `benchmarks/tool_call_benchmark.py:85` — [benchmark_suite] ToolCall("file-18", "file", "Patch /tmp/bench_hello.py to print 'hello world' instead of 'hello'.",
+- `benchmarks/tool_call_benchmark.py:87` — [benchmark_suite] ToolCall("file-19", "file", "List files matching 'bench*' in /tmp/.",
+- `benchmarks/tool_call_benchmark.py:89` — [benchmark_suite] ToolCall("file-20", "file", "Read /tmp/test_bench.txt again and summarize its contents.",
+- `benchmarks/tool_call_benchmark.py:93` — [benchmark_suite] ToolCall("term-01", "terminal", "Run `echo hello world` in the terminal.",
+- `benchmarks/tool_call_benchmark.py:95` — [benchmark_suite] ToolCall("term-02", "terminal", "Run `date` to get the current date and time.",
+- `benchmarks/tool_call_benchmark.py:97` — [benchmark_suite] ToolCall("term-03", "terminal", "Run `uname -a` to get system information.",
+- `benchmarks/tool_call_benchmark.py:99` — [benchmark_suite] ToolCall("term-04", "terminal", "Run `pwd` to show the current directory.",
+- `benchmarks/tool_call_benchmark.py:101` — [benchmark_suite] ToolCall("term-05", "terminal", "Run `ls -la /tmp/ | head -20` to list temp files.",
+- `benchmarks/tool_call_benchmark.py:103` — [benchmark_suite] ToolCall("term-06", "terminal", "Run `whoami` to show the current user.",
+- `benchmarks/tool_call_benchmark.py:105` — [benchmark_suite] ToolCall("term-07", "terminal", "Run `df -h` to show disk usage.",
+- `benchmarks/tool_call_benchmark.py:107` — [benchmark_suite] ToolCall("term-08", "terminal", "Run `python3 --version` to check Python version.",
+- `benchmarks/tool_call_benchmark.py:109` — [benchmark_suite] ToolCall("term-09", "terminal", "Run `cat /etc/hostname` to get the hostname.",
+- `benchmarks/tool_call_benchmark.py:111` — [benchmark_suite] ToolCall("term-10", "terminal", "Run `uptime` to see system uptime.",
+- `benchmarks/tool_call_benchmark.py:113` — [benchmark_suite] ToolCall("term-11", "terminal", "Run `env | grep PATH` to show the PATH variable.",
+- `benchmarks/tool_call_benchmark.py:115` — [benchmark_suite] ToolCall("term-12", "terminal", "Run `wc -l /etc/passwd` to count lines.",
+- `benchmarks/tool_call_benchmark.py:117` — [benchmark_suite] ToolCall("term-13", "terminal", "Run `echo $SHELL` to show the current shell.",
+- `benchmarks/tool_call_benchmark.py:119` — [benchmark_suite] ToolCall("term-14", "terminal", "Run `free -h || vm_stat` to check memory usage.",
+- `benchmarks/tool_call_benchmark.py:121` — [benchmark_suite] ToolCall("term-15", "terminal", "Run `id` to show user and group IDs.",
+- `benchmarks/tool_call_benchmark.py:123` — [benchmark_suite] ToolCall("term-16", "terminal", "Run `hostname` to get the machine hostname.",
+- `benchmarks/tool_call_benchmark.py:125` — [benchmark_suite] ToolCall("term-17", "terminal", "Run `echo {1..5}` to test brace expansion.",
+- `benchmarks/tool_call_benchmark.py:127` — [benchmark_suite] ToolCall("term-18", "terminal", "Run `seq 1 5` to generate a number sequence.",
+- `benchmarks/tool_call_benchmark.py:129` — [benchmark_suite] ToolCall("term-19", "terminal", "Run `python3 -c 'print(2+2)'` to compute 2+2.",
+- `benchmarks/tool_call_benchmark.py:131` — [benchmark_suite] ToolCall("term-20", "terminal", "Run `ls -d /tmp/bench* 2>/dev/null | wc -l` to count bench files.",
+- `benchmarks/tool_call_benchmark.py:135` — [benchmark_suite] ToolCall("code-01", "code", "Execute a Python script that computes factorial of 10.",
+- `benchmarks/tool_call_benchmark.py:137` — [benchmark_suite] ToolCall("code-02", "code", "Run Python to read /tmp/test_bench.txt and count its words.",
+- `benchmarks/tool_call_benchmark.py:139` — [benchmark_suite] ToolCall("code-03", "code", "Execute Python to generate the first 20 Fibonacci numbers.",
+- `benchmarks/tool_call_benchmark.py:141` — [benchmark_suite] ToolCall("code-04", "code", "Run Python to parse JSON from a string and print keys.",
+- `benchmarks/tool_call_benchmark.py:143` — [benchmark_suite] ToolCall("code-05", "code", "Execute Python to list all files in /tmp/ matching 'bench*'.",
+- `benchmarks/tool_call_benchmark.py:145` — [benchmark_suite] ToolCall("code-06", "code", "Run Python to compute the sum of squares from 1 to 100.",
+- `benchmarks/tool_call_benchmark.py:147` — [benchmark_suite] ToolCall("code-07", "code", "Execute Python to check if 'racecar' is a palindrome.",
+- `benchmarks/tool_call_benchmark.py:149` — [benchmark_suite] ToolCall("code-08", "code", "Run Python to create a CSV string with 5 rows of sample data.",
+- `benchmarks/tool_call_benchmark.py:151` — [benchmark_suite] ToolCall("code-09", "code", "Execute Python to sort a list [5,2,8,1,9] and print the result.",
+- `benchmarks/tool_call_benchmark.py:153` — [benchmark_suite] ToolCall("code-10", "code", "Run Python to count lines in /etc/passwd.",
+- `benchmarks/tool_call_benchmark.py:155` — [benchmark_suite] ToolCall("code-11", "code", "Execute Python to hash the string 'benchmark' with SHA256.",
+- `benchmarks/tool_call_benchmark.py:157` — [benchmark_suite] ToolCall("code-12", "code", "Run Python to get the current UTC timestamp.",
+- `benchmarks/tool_call_benchmark.py:159` — [benchmark_suite] ToolCall("code-13", "code", "Execute Python to convert 'hello world' to uppercase and reverse it.",
+- `benchmarks/tool_call_benchmark.py:161` — [benchmark_suite] ToolCall("code-14", "code", "Run Python to create a dictionary of system info (platform, python version).",
+- `benchmarks/tool_call_benchmark.py:163` — [benchmark_suite] ToolCall("code-15", "code", "Execute Python to check internet connectivity by resolving google.com.",
+- `benchmarks/tool_call_benchmark.py:167` — [benchmark_suite] ToolCall("deleg-01", "delegate", "Use a subagent to find all .log files in /tmp/.",
+- `benchmarks/tool_call_benchmark.py:169` — [benchmark_suite] ToolCall("deleg-02", "delegate", "Delegate to a subagent: what is 15 * 37?",
+- `benchmarks/tool_call_benchmark.py:171` — [benchmark_suite] ToolCall("deleg-03", "delegate", "Use a subagent to check if Python 3 is installed and its version.",
+- `benchmarks/tool_call_benchmark.py:173` — [benchmark_suite] ToolCall("deleg-04", "delegate", "Delegate: read /tmp/test_bench.txt and summarize it in one sentence.",
+- `benchmarks/tool_call_benchmark.py:175` — [benchmark_suite] ToolCall("deleg-05", "delegate", "Use a subagent to list the contents of /tmp/ directory.",
+- `benchmarks/tool_call_benchmark.py:177` — [benchmark_suite] ToolCall("deleg-06", "delegate", "Delegate: count the number of .py files in the current directory.",
+- `benchmarks/tool_call_benchmark.py:179` — [benchmark_suite] ToolCall("deleg-07", "delegate", "Use a subagent to check disk space with df -h.",
+- `benchmarks/tool_call_benchmark.py:181` — [benchmark_suite] ToolCall("deleg-08", "delegate", "Delegate: what OS are we running on?",
+- `benchmarks/tool_call_benchmark.py:183` — [benchmark_suite] ToolCall("deleg-09", "delegate", "Use a subagent to find the hostname of this machine.",
+- `benchmarks/tool_call_benchmark.py:185` — [benchmark_suite] ToolCall("deleg-10", "delegate", "Delegate: create a temp file /tmp/bench_deleg.txt with 'done'.",
+- `benchmarks/tool_call_benchmark.py:189` — [benchmark_suite] ToolCall("todo-01", "todo", "Add a todo item: 'Run benchmark suite'",
+- `benchmarks/tool_call_benchmark.py:190` — [benchmark_suite] "todo", "benchmark"),
+- `benchmarks/tool_call_benchmark.py:191` — [benchmark_suite] ToolCall("todo-02", "todo", "Show me the current todo list.",
+- `benchmarks/tool_call_benchmark.py:193` — [benchmark_suite] ToolCall("todo-03", "todo", "Mark the first todo item as completed.",
+- `benchmarks/tool_call_benchmark.py:195` — [benchmark_suite] ToolCall("todo-04", "todo", "Add a todo: 'Review benchmark results' with status pending.",
+- `benchmarks/tool_call_benchmark.py:197` — [benchmark_suite] ToolCall("todo-05", "todo", "Clear all completed todos.",
+- `benchmarks/tool_call_benchmark.py:199` — [benchmark_suite] ToolCall("todo-06", "memory", "Save this to memory: 'benchmark ran on {date}'".format(
+- `benchmarks/tool_call_benchmark.py:201` — [benchmark_suite] "memory", "benchmark"),
+- `benchmarks/tool_call_benchmark.py:202` — [benchmark_suite] ToolCall("todo-07", "memory", "Search memory for 'benchmark'.",
+- `benchmarks/tool_call_benchmark.py:203` — [benchmark_suite] "memory", "benchmark"),
+- `benchmarks/tool_call_benchmark.py:204` — [benchmark_suite] ToolCall("todo-08", "memory", "Add a memory note: 'test models are gemma-4 and mimo-v2-pro'.",
+- `benchmarks/tool_call_benchmark.py:206` — [benchmark_suite] ToolCall("todo-09", "todo", "Add three todo items: 'analyze', 'report', 'cleanup'.",
+- `benchmarks/tool_call_benchmark.py:208` — [benchmark_suite] ToolCall("todo-10", "memory", "Search memory for any notes about models.",
+- `benchmarks/tool_call_benchmark.py:212` — [benchmark_suite] ToolCall("skill-01", "skills", "List all available skills.",
+- `benchmarks/tool_call_benchmark.py:214` — [benchmark_suite] ToolCall("skill-02", "skills", "View the skill called 'test-driven-development'.",
+- `benchmarks/tool_call_benchmark.py:216` — [benchmark_suite] ToolCall("skill-03", "skills", "Search for skills related to 'git'.",
+- `benchmarks/tool_call_benchmark.py:218` — [benchmark_suite] ToolCall("skill-04", "skills", "View the 'code-review' skill.",
+- `benchmarks/tool_call_benchmark.py:220` — [benchmark_suite] ToolCall("skill-05", "skills", "List all skills in the 'devops' category.",
+- `benchmarks/tool_call_benchmark.py:222` — [benchmark_suite] ToolCall("skill-06", "skills", "View the 'systematic-debugging' skill.",
+- `benchmarks/tool_call_benchmark.py:224` — [benchmark_suite] ToolCall("skill-07", "skills", "Search for skills about 'testing'.",
+- `benchmarks/tool_call_benchmark.py:226` — [benchmark_suite] ToolCall("skill-08", "skills", "View the 'writing-plans' skill.",
+- `benchmarks/tool_call_benchmark.py:228` — [benchmark_suite] ToolCall("skill-09", "skills", "List skills in 'software-development' category.",
+- `benchmarks/tool_call_benchmark.py:230` — [benchmark_suite] ToolCall("skill-10", "skills", "View the 'pr-review-discipline' skill.",
+- `benchmarks/tool_call_benchmark.py:234` — [benchmark_suite] ToolCall("file-21", "file", "Write a Python snippet to /tmp/bench_sort.py that sorts [3,1,2].",
+- `benchmarks/tool_call_benchmark.py:236` — [benchmark_suite] ToolCall("file-22", "file", "Read /tmp/bench_sort.py back and confirm it exists.",
+- `benchmarks/tool_call_benchmark.py:238` — [benchmark_suite] ToolCall("file-23", "file", "Search for 'class' in all .py files in the benchmarks directory.",
+- `benchmarks/tool_call_benchmark.py:240` — [benchmark_suite] ToolCall("term-21", "terminal", "Run `cat /etc/os-release 2>/dev/null || sw_vers 2>/dev/null` for OS info.",
+- `benchmarks/tool_call_benchmark.py:242` — [benchmark_suite] ToolCall("term-22", "terminal", "Run `nproc 2>/dev/null || sysctl -n hw.ncpu 2>/dev/null` for CPU count.",
+- `benchmarks/tool_call_benchmark.py:244` — [benchmark_suite] ToolCall("code-16", "code", "Execute Python to flatten a nested list [[1,2],[3,4],[5]].",
+- `benchmarks/tool_call_benchmark.py:246` — [benchmark_suite] ToolCall("code-17", "code", "Run Python to check if a number 17 is prime.",
+- `benchmarks/tool_call_benchmark.py:248` — [benchmark_suite] ToolCall("deleg-11", "delegate", "Delegate: what is the current working directory?",
+- `benchmarks/tool_call_benchmark.py:250` — [benchmark_suite] ToolCall("todo-11", "todo", "Add a todo: 'Finalize benchmark report' status pending.",
+- `benchmarks/tool_call_benchmark.py:252` — [benchmark_suite] ToolCall("todo-12", "memory", "Store fact: 'benchmark categories: file, terminal, code, delegate, todo, memory, skills'.",
+- `benchmarks/tool_call_benchmark.py:254` — [benchmark_suite] ToolCall("skill-11", "skills", "Search for skills about 'deployment'.",
+- `benchmarks/tool_call_benchmark.py:256` — [benchmark_suite] ToolCall("skill-12", "skills", "View the 'gitea-burn-cycle' skill.",
+- `benchmarks/tool_call_benchmark.py:258` — [benchmark_suite] ToolCall("skill-13", "skills", "List all available skill categories.",
+- `benchmarks/tool_call_benchmark.py:260` — [benchmark_suite] ToolCall("skill-14", "skills", "Search for skills related to 'memory'.",
+- `benchmarks/tool_call_benchmark.py:262` — [benchmark_suite] ToolCall("skill-15", "skills", "View the 'mimo-swarm' skill.",
+- `benchmarks/tool_call_benchmark.py:311` — [benchmark_suite] """Create prerequisite files for the benchmark."""
+- `benchmarks/tool_call_benchmark.py:313` — [benchmark_suite] "This is a benchmark test file.\n"
+- `benchmarks/tool_call_benchmark.py:349` — [benchmark_suite] "You are a benchmark test runner. Execute the user's request by calling "
+- `benchmarks/tool_call_benchmark.py:406` — [benchmark_suite] """Generate markdown benchmark report."""
+- `benchmarks/tool_call_benchmark.py:428` — [benchmark_suite] f"# Tool-Calling Benchmark Report",
+- `benchmarks/tool_call_benchmark.py:535` — [benchmark_suite] parser = argparse.ArgumentParser(description="Tool-calling benchmark")
+- `benchmarks/tool_call_benchmark.py:544` — [benchmark_suite] help="Output report path (default: benchmarks/gemma4-tool-calling-YYYY-MM-DD.md)")
+- `benchmarks/tool_call_benchmark.py:565` — [benchmark_suite] output_path = Path(args.output) if args.output else REPO_ROOT / "benchmarks" / f"gemma4-tool-calling-{date_str}.md"
+- `benchmarks/tool_call_benchmark.py:575` — [benchmark_suite] print(f"Benchmark: {len(suite)} tests × {len(model_specs)} models = {len(suite) * len(model_specs)} calls")
+
+## Suggested next slice
+
+1. Build an exporter that emits SessionDB + trajectory data into a TensorZero-friendly offline dataset.
+2. Define percentage-based canary controls before attempting any gateway replacement.
+3. Keep Hermes routing authoritative until TensorZero proves parity across CLI, gateway, cron, auxiliary, and delegation surfaces.

docs/morning-review-packet-2026-04-21-status.md

@@ -1,66 +0,0 @@
-# Morning Review Packet Status — #949
-
-Generated: 2026-04-22T14:57:44.332419+00:00
-Epic: [EPIC: Morning review packet — Hermes harness features landed 2026-04-21](https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/949)
-
-## Summary
-
-- Child QA issues tracked: 13
-- Open child issues: 11
-- Closed child issues: 2
-- Open child issues already backed by PRs: 7
-- Open child issues still unowned on forge: 4
-
-## Child QA Matrix
-
-| Issue | State | Open PRs | Title |
-|------:|-------|----------|-------|
-| #950 | open | — | [QA] Verify AI Gateway provider UX + attribution headers |
-| #951 | open | — | [QA] Verify transport abstraction + AnthropicTransport wiring |
-| #952 | open | — | [QA] Verify CLI voice beep toggle |
-| #953 | open | [#1020](https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/pulls/1020) | [QA] Verify bundled skill scripts run out of the box |
-| #954 | open | [#1021](https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/pulls/1021) | [QA] Verify maps skill guest_house / camp_site / bakery expansion |
-| #955 | open | — | [QA] Verify KittenTTS local provider end-to-end |
-| #956 | open | [#1018](https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/pulls/1018) | [QA] Verify numbered keyboard shortcuts for approval + clarify prompts |
-| #957 | open | [#1015](https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/pulls/1015) | [QA] Verify optional adversarial-ux-test skill catalog flow |
-| #958 | open | [#1016](https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/pulls/1016) | [QA] Verify /usage account limits in CLI + gateway |
-| #959 | open | [#1014](https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/pulls/1014) | [QA] Verify OpenCode-Go curated catalog additions |
-| #960 | open | [#1017](https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/pulls/1017) | [QA] Verify patch 'did you mean?' suggestions |
-| #961 | closed | — | [QA] Verify web dashboard update/restart action buttons |
-| #962 | closed | — | [QA] Verify hardcoded-home path guard on burn/921 branch |
-
-## Drift Signals
-
-forge/main is still catching up to the upstream packet.
-
-Active PR-backed child lanes:
-- #953 -> #1020 ([QA] Verify bundled skill scripts run out of the box)
-- #954 -> #1021 ([QA] Verify maps skill guest_house / camp_site / bakery expansion)
-- #956 -> #1018 ([QA] Verify numbered keyboard shortcuts for approval + clarify prompts)
-- #957 -> #1015 ([QA] Verify optional adversarial-ux-test skill catalog flow)
-- #958 -> #1016 ([QA] Verify /usage account limits in CLI + gateway)
-- #959 -> #1014 ([QA] Verify OpenCode-Go curated catalog additions)
-- #960 -> #1017 ([QA] Verify patch 'did you mean?' suggestions)
-
-## Unowned Open QA Issues
-
-- #950 [QA] Verify AI Gateway provider UX + attribution headers
-- #951 [QA] Verify transport abstraction + AnthropicTransport wiring
-- #952 [QA] Verify CLI voice beep toggle
-- #955 [QA] Verify KittenTTS local provider end-to-end
-
-## Decomposition Follow-Ups
-
-- #965 [open] [EPIC: Morning review packet — Hermes harness features landed 2026-04-21] Phase 1: Landscape Analysis & Scaffolding
-- #966 [open] [EPIC: Morning review packet — Hermes harness features landed 2026-04-21] Phase 2: Core Logic Implementation
-- #967 [closed] [EPIC: Morning review packet — Hermes harness features landed 2026-04-21] Phase 3: Poka-yoke Integration & Fleet Verification
-
-## Conclusion
-
-Refs #949 only. This epic remains open until every child QA issue has a truthful PASS/FAIL outcome, attached evidence, and any upstream/main versus forge/main drift is resolved or explicitly documented.
-
-## Regeneration
-
-```bash
-python3 scripts/morning_review_packet_status.py --fetch-live --json-out docs/morning-review-packet-2026-04-21.snapshot.json --markdown-out docs/morning-review-packet-2026-04-21-status.md
-```

docs/morning-review-packet-2026-04-21.snapshot.json

@@ -1,172 +0,0 @@
-{
-  "generated_at": "2026-04-22T14:57:44.332419+00:00",
-  "repo": "Timmy_Foundation/hermes-agent",
-  "epic": {
-    "number": 949,
-    "title": "EPIC: Morning review packet \u2014 Hermes harness features landed 2026-04-21",
-    "state": "open",
-    "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/949"
-  },
-  "children": [
-    {
-      "number": 950,
-      "title": "[QA] Verify AI Gateway provider UX + attribution headers",
-      "state": "open",
-      "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/950",
-      "open_prs": []
-    },
-    {
-      "number": 951,
-      "title": "[QA] Verify transport abstraction + AnthropicTransport wiring",
-      "state": "open",
-      "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/951",
-      "open_prs": []
-    },
-    {
-      "number": 952,
-      "title": "[QA] Verify CLI voice beep toggle",
-      "state": "open",
-      "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/952",
-      "open_prs": []
-    },
-    {
-      "number": 953,
-      "title": "[QA] Verify bundled skill scripts run out of the box",
-      "state": "open",
-      "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/953",
-      "open_prs": [
-        {
-          "number": 1020,
-          "title": "fix: ship bundled skill scripts executable",
-          "head": "fix/953",
-          "url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/pulls/1020"
-        }
-      ]
-    },
-    {
-      "number": 954,
-      "title": "[QA] Verify maps skill guest_house / camp_site / bakery expansion",
-      "state": "open",
-      "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/954",
-      "open_prs": [
-        {
-          "number": 1021,
-          "title": "feat: sync maps skill and verify guest_house/camp_site/bakery (#954)",
-          "head": "fix/954",
-          "url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/pulls/1021"
-        }
-      ]
-    },
-    {
-      "number": 955,
-      "title": "[QA] Verify KittenTTS local provider end-to-end",
-      "state": "open",
-      "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/955",
-      "open_prs": []
-    },
-    {
-      "number": 956,
-      "title": "[QA] Verify numbered keyboard shortcuts for approval + clarify prompts",
-      "state": "open",
-      "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/956",
-      "open_prs": [
-        {
-          "number": 1018,
-          "title": "fix: add numbered approval and clarify shortcuts (#956)",
-          "head": "fix/956",
-          "url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/pulls/1018"
-        }
-      ]
-    },
-    {
-      "number": 957,
-      "title": "[QA] Verify optional adversarial-ux-test skill catalog flow",
-      "state": "open",
-      "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/957",
-      "open_prs": [
-        {
-          "number": 1015,
-          "title": "feat(skills): backport adversarial-ux-test optional skill",
-          "head": "fix/957",
-          "url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/pulls/1015"
-        }
-      ]
-    },
-    {
-      "number": 958,
-      "title": "[QA] Verify /usage account limits in CLI + gateway",
-      "state": "open",
-      "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/958",
-      "open_prs": [
-        {
-          "number": 1016,
-          "title": "fix: restore /usage account limits in CLI + gateway (#958)",
-          "head": "fix/958",
-          "url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/pulls/1016"
-        }
-      ]
-    },
-    {
-      "number": 959,
-      "title": "[QA] Verify OpenCode-Go curated catalog additions",
-      "state": "open",
-      "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/959",
-      "open_prs": [
-        {
-          "number": 1014,
-          "title": "fix(opencode-go): restore curated catalog additions",
-          "head": "fix/959",
-          "url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/pulls/1014"
-        }
-      ]
-    },
-    {
-      "number": 960,
-      "title": "[QA] Verify patch 'did you mean?' suggestions",
-      "state": "open",
-      "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/960",
-      "open_prs": [
-        {
-          "number": 1017,
-          "title": "fix(patch): port and verify did-you-mean suggestions (#960)",
-          "head": "fix/960",
-          "url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/pulls/1017"
-        }
-      ]
-    },
-    {
-      "number": 961,
-      "title": "[QA] Verify web dashboard update/restart action buttons",
-      "state": "closed",
-      "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/961",
-      "open_prs": []
-    },
-    {
-      "number": 962,
-      "title": "[QA] Verify hardcoded-home path guard on burn/921 branch",
-      "state": "closed",
-      "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/962",
-      "open_prs": []
-    }
-  ],
-  "decomposition_issues": [
-    {
-      "number": 965,
-      "title": "[EPIC: Morning review packet \u2014 Hermes harness features landed 2026-04-21] Phase 1: Landscape Analysis & Scaffolding",
-      "state": "open",
-      "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/965"
-    },
-    {
-      "number": 966,
-      "title": "[EPIC: Morning review packet \u2014 Hermes harness features landed 2026-04-21] Phase 2: Core Logic Implementation",
-      "state": "open",
-      "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/966"
-    },
-    {
-      "number": 967,
-      "title": "[EPIC: Morning review packet \u2014 Hermes harness features landed 2026-04-21] Phase 3: Poka-yoke Integration & Fleet Verification",
-      "state": "closed",
-      "html_url": "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/967"
-    }
-  ]
-}

scripts/morning_review_packet_status.py

@@ -1,288 +0,0 @@
-#!/usr/bin/env python3
-"""Generate a grounded status report for hermes-agent morning review packet epic #949."""
-
-from __future__ import annotations
-
-import argparse
-import base64
-import json
-import os
-import re
-import ssl
-import urllib.request
-from datetime import datetime, timezone
-from pathlib import Path
-from typing import Any
-
-BASE_API = "https://forge.alexanderwhitestone.com/api/v1"
-REPO = "Timmy_Foundation/hermes-agent"
-TOKEN_PATH = Path("~/.config/gitea/token").expanduser()
-DEFAULT_JSON_OUT = Path("docs/morning-review-packet-2026-04-21.snapshot.json")
-DEFAULT_MARKDOWN_OUT = Path("docs/morning-review-packet-2026-04-21-status.md")
-
-
-def extract_issue_numbers(text: str) -> list[int]:
-    seen: set[int] = set()
-    numbers: list[int] = []
-    for match in re.finditer(r"#(\d+)", text or ""):
-        num = int(match.group(1))
-        if num not in seen:
-            seen.add(num)
-            numbers.append(num)
-    return numbers
-
-
-def _auth_headers(token: str) -> list[dict[str, str]]:
-    basic = base64.b64encode(f"{token}:".encode()).decode()
-    return [
-        {"Authorization": f"token {token}", "Accept": "application/json"},
-        {"Authorization": f"Basic {basic}", "Accept": "application/json"},
-    ]
-
-
-def api_get(path: str, *, headers_options: list[dict[str, str]] | None = None) -> Any:
-    token = TOKEN_PATH.read_text(encoding="utf-8").strip()
-    headers_options = headers_options or _auth_headers(token)
-    ctx = ssl.create_default_context()
-    url = f"{BASE_API}{path}"
-    last_error: Exception | None = None
-    for headers in headers_options:
-        try:
-            req = urllib.request.Request(url, headers=headers)
-            with urllib.request.urlopen(req, context=ctx, timeout=30) as resp:
-                return json.loads(resp.read().decode())
-        except Exception as exc:  # pragma: no cover - exercised via live CLI use
-            last_error = exc
-    raise RuntimeError(f"GET {url} failed: {last_error}")
-
-
-def issue_pr_matches(pr: dict[str, Any], issue_num: int) -> bool:
-    title = pr.get("title") or ""
-    body = pr.get("body") or ""
-    head = (pr.get("head") or {}).get("ref") or ""
-    exact_ref = re.compile(rf"(?<!\d)#{issue_num}(?!\d)")
-    body_ref = re.compile(rf"(?i)(closes|close|fixes|fix|resolves|resolve|refs|ref)\s+#?{issue_num}(?!\d)")
-    branch_variants = {
-        f"fix/{issue_num}",
-        f"issue-{issue_num}",
-        f"burn/{issue_num}",
-        f"fix/issue-{issue_num}",
-    }
-    return bool(
-        exact_ref.search(title)
-        or exact_ref.search(body)
-        or body_ref.search(body)
-        or head in branch_variants
-    )
-
-
-def fetch_open_prs(*, headers_options: list[dict[str, str]]) -> list[dict[str, Any]]:
-    prs: list[dict[str, Any]] = []
-    page = 1
-    while True:
-        batch = api_get(
-            f"/repos/{REPO}/pulls?state=open&limit=100&page={page}",
-            headers_options=headers_options,
-        )
-        if not batch:
-            break
-        prs.extend(batch)
-        if len(batch) < 100:
-            break
-        page += 1
-    return prs
-
-
-def fetch_live_snapshot(epic_issue_num: int = 949) -> dict[str, Any]:
-    token = TOKEN_PATH.read_text(encoding="utf-8").strip()
-    headers_options = _auth_headers(token)
-
-    epic = api_get(f"/repos/{REPO}/issues/{epic_issue_num}", headers_options=headers_options)
-    comments = api_get(f"/repos/{REPO}/issues/{epic_issue_num}/comments", headers_options=headers_options)
-    child_numbers = [n for n in extract_issue_numbers(epic.get("body") or "") if n != epic_issue_num]
-    decomposition_numbers = [
-        n
-        for comment in comments
-        for n in extract_issue_numbers(comment.get("body") or "")
-        if n not in child_numbers and n != epic_issue_num
-    ]
-
-    open_prs = fetch_open_prs(headers_options=headers_options)
-
-    children = []
-    for number in child_numbers:
-        issue = api_get(f"/repos/{REPO}/issues/{number}", headers_options=headers_options)
-        matching_prs = [
-            {
-                "number": pr["number"],
-                "title": pr["title"],
-                "head": pr.get("head", {}).get("ref", ""),
-                "url": pr["html_url"],
-            }
-            for pr in open_prs
-            if issue_pr_matches(pr, number)
-        ]
-        children.append(
-            {
-                "number": issue["number"],
-                "title": issue["title"],
-                "state": issue["state"],
-                "html_url": issue["html_url"],
-                "open_prs": matching_prs,
-            }
-        )
-
-    decomposition_issues = []
-    for number in decomposition_numbers:
-        issue = api_get(f"/repos/{REPO}/issues/{number}", headers_options=headers_options)
-        decomposition_issues.append(
-            {
-                "number": issue["number"],
-                "title": issue["title"],
-                "state": issue["state"],
-                "html_url": issue["html_url"],
-            }
-        )
-
-    return {
-        "generated_at": datetime.now(timezone.utc).isoformat(),
-        "repo": REPO,
-        "epic": {
-            "number": epic["number"],
-            "title": epic["title"],
-            "state": epic["state"],
-            "html_url": epic["html_url"],
-        },
-        "children": children,
-        "decomposition_issues": decomposition_issues,
-    }
-
-
-def summarize_snapshot(snapshot: dict[str, Any]) -> dict[str, int]:
-    children = snapshot.get("children", [])
-    open_children = [issue for issue in children if issue.get("state") == "open"]
-    closed_children = [issue for issue in children if issue.get("state") == "closed"]
-    open_with_pr = [issue for issue in open_children if issue.get("open_prs")]
-    open_without_pr = [issue for issue in open_children if not issue.get("open_prs")]
-    return {
-        "total_children": len(children),
-        "open_children": len(open_children),
-        "closed_children": len(closed_children),
-        "open_with_pr": len(open_with_pr),
-        "open_without_pr": len(open_without_pr),
-    }
-
-
-def render_markdown(snapshot: dict[str, Any]) -> str:
-    epic = snapshot["epic"]
-    children = snapshot.get("children", [])
-    summary = summarize_snapshot(snapshot)
-    open_with_pr = [issue for issue in children if issue.get("state") == "open" and issue.get("open_prs")]
-    open_without_pr = [issue for issue in children if issue.get("state") == "open" and not issue.get("open_prs")]
-    decomposition = snapshot.get("decomposition_issues", [])
-
-    lines = [
-        f"# Morning Review Packet Status — #{epic['number']}",
-        "",
-        f"Generated: {snapshot.get('generated_at', '')}",
-        f"Epic: [{epic['title']}]({epic.get('html_url', '')})",
-        "",
-        "## Summary",
-        "",
-        f"- Child QA issues tracked: {summary['total_children']}",
-        f"- Open child issues: {summary['open_children']}",
-        f"- Closed child issues: {summary['closed_children']}",
-        f"- Open child issues already backed by PRs: {summary['open_with_pr']}",
-        f"- Open child issues still unowned on forge: {summary['open_without_pr']}",
-        "",
-        "## Child QA Matrix",
-        "",
-        "| Issue | State | Open PRs | Title |",
-        "|------:|-------|----------|-------|",
-    ]
-
-    for issue in children:
-        rendered_prs = []
-        for pr in issue.get("open_prs", []):
-            pr_num = pr.get("number", "?")
-            pr_url = pr.get("url") or pr.get("html_url") or ""
-            rendered_prs.append(f"[#{pr_num}]({pr_url})" if pr_url else f"#{pr_num}")
-        pr_text = ", ".join(rendered_prs) or "—"
-        lines.append(
-            f"| #{issue['number']} | {issue['state']} | {pr_text} | {issue['title']} |"
-        )
-
-    lines.extend([
-        "",
-        "## Drift Signals",
-        "",
-        "forge/main is still catching up to the upstream packet.",
-    ])
-
-    if open_with_pr:
-        lines.append("")
-        lines.append("Active PR-backed child lanes:")
-        for issue in open_with_pr:
-            pr_numbers = ", ".join(f"#{pr['number']}" for pr in issue.get("open_prs", []))
-            lines.append(f"- #{issue['number']} -> {pr_numbers} ({issue['title']})")
-
-    if open_without_pr:
-        lines.extend([
-            "",
-            "## Unowned Open QA Issues",
-            "",
-        ])
-        for issue in open_without_pr:
-            lines.append(f"- #{issue['number']} {issue['title']}")
-
-    if decomposition:
-        lines.extend([
-            "",
-            "## Decomposition Follow-Ups",
-            "",
-        ])
-        for issue in decomposition:
-            lines.append(f"- #{issue['number']} [{issue['state']}] {issue['title']}")
-
-    lines.extend([
-        "",
-        "## Conclusion",
-        "",
-        "Refs #949 only. This epic remains open until every child QA issue has a truthful PASS/FAIL outcome, attached evidence, and any upstream/main versus forge/main drift is resolved or explicitly documented.",
-        "",
-        "## Regeneration",
-        "",
-        "```bash",
-        "python3 scripts/morning_review_packet_status.py --fetch-live --json-out docs/morning-review-packet-2026-04-21.snapshot.json --markdown-out docs/morning-review-packet-2026-04-21-status.md",
-        "```",
-    ])
-
-    return "\n".join(lines) + "\n"
-
-
-def write_json(path: Path, data: dict[str, Any]) -> None:
-    path.parent.mkdir(parents=True, exist_ok=True)
-    path.write_text(json.dumps(data, indent=2) + "\n", encoding="utf-8")
-
-
-def main() -> None:
-    parser = argparse.ArgumentParser(description="Generate grounded status docs for epic #949")
-    parser.add_argument("--fetch-live", action="store_true", help="Fetch the current packet state from Forge")
-    parser.add_argument("--snapshot", type=Path, help="Read a local JSON snapshot instead of hitting the API")
-    parser.add_argument("--json-out", type=Path, default=DEFAULT_JSON_OUT, help="Path to write JSON snapshot")
-    parser.add_argument("--markdown-out", type=Path, default=DEFAULT_MARKDOWN_OUT, help="Path to write markdown report")
-    args = parser.parse_args()
-
-    if args.fetch_live or not args.snapshot:
-        snapshot = fetch_live_snapshot()
-    else:
-        snapshot = json.loads(args.snapshot.read_text(encoding="utf-8"))
-
-    write_json(args.json_out, snapshot)
-    args.markdown_out.parent.mkdir(parents=True, exist_ok=True)
-    args.markdown_out.write_text(render_markdown(snapshot), encoding="utf-8")
-    print(args.markdown_out)
-
-
-if __name__ == "__main__":
-    main()

scripts/tensorzero_eval_packet.py

@@ -0,0 +1,318 @@
+#!/usr/bin/env python3
+"""Generate a grounded TensorZero evaluation packet for Hermes.
+
+This script inventories the current Hermes routing/evaluation surfaces, then
+builds a markdown packet assessing how much of issue #860 can be satisfied by
+TensorZero and where the migration risk still lives.
+"""
+
+from __future__ import annotations
+
+import argparse
+import json
+import re
+from dataclasses import asdict, dataclass
+from pathlib import Path
+from typing import Iterable
+
+ISSUE_NUMBER = 860
+ISSUE_TITLE = "tensorzero LLMOps platform evaluation"
+ISSUE_URL = "https://forge.alexanderwhitestone.com/Timmy_Foundation/hermes-agent/issues/860"
+DEFAULT_OUTPUT = Path("docs/evaluations/tensorzero-860-evaluation.md")
+DEFAULT_JSON_OUTPUT = Path("docs/evaluations/tensorzero-860-evaluation.json")
+
+
+@dataclass(frozen=True)
+class TouchpointPattern:
+    label: str
+    file_path: str
+    regex: str
+    description: str
+
+
+@dataclass(frozen=True)
+class Touchpoint:
+    label: str
+    file_path: str
+    line_number: int
+    matched_text: str
+
+
+@dataclass(frozen=True)
+class RequirementStatus:
+    key: str
+    name: str
+    status: str
+    evidence_labels: tuple[str, ...]
+    summary: str
+
+
+@dataclass(frozen=True)
+class EvaluationReport:
+    issue_number: int
+    issue_title: str
+    issue_url: str
+    recommendation: str
+    touchpoints: tuple[Touchpoint, ...]
+    requirements: tuple[RequirementStatus, ...]
+
+
+PATTERNS: tuple[TouchpointPattern, ...] = (
+    TouchpointPattern(
+        label="fallback_chain",
+        file_path="run_agent.py",
+        regex=r"_fallback_chain|fallback_providers|fallback_model",
+        description="Primary agent fallback-provider chain in the core conversation loop.",
+    ),
+    TouchpointPattern(
+        label="provider_routing_config",
+        file_path="cli.py",
+        regex=r"provider_routing|fallback_providers|smart_model_routing",
+        description="CLI-owned provider routing and fallback configuration surfaces.",
+    ),
+    TouchpointPattern(
+        label="runtime_provider",
+        file_path="hermes_cli/runtime_provider.py",
+        regex=r"def resolve_runtime_provider|def resolve_requested_provider",
+        description="Central runtime provider resolution for CLI, gateway, cron, and helpers.",
+    ),
+    TouchpointPattern(
+        label="smart_model_routing",
+        file_path="agent/smart_model_routing.py",
+        regex=r"def resolve_turn_route|def choose_cheap_model_route",
+        description="Cheap-vs-strong turn routing that TensorZero would need to absorb or replace.",
+    ),
+    TouchpointPattern(
+        label="gateway_provider_routing",
+        file_path="gateway/run.py",
+        regex=r"def _load_provider_routing|def _load_fallback_model|def _load_smart_model_routing",
+        description="Gateway-specific loading of routing, fallback, and smart-model policies.",
+    ),
+    TouchpointPattern(
+        label="cron_runtime_provider",
+        file_path="cron/scheduler.py",
+        regex=r"resolve_runtime_provider|resolve_turn_route|provider_routing|fallback_model",
+        description="Cron execution path that re-resolves providers and routing on every run.",
+    ),
+    TouchpointPattern(
+        label="auxiliary_fallback_chain",
+        file_path="agent/auxiliary_client.py",
+        regex=r"fallback chain|_get_provider_chain|provider chain",
+        description="Auxiliary task routing/fallback chain outside the main inference path.",
+    ),
+    TouchpointPattern(
+        label="delegate_runtime_provider",
+        file_path="tools/delegate_tool.py",
+        regex=r"runtime provider system|resolve the full credential bundle|resolve_runtime_provider",
+        description="Subagent/delegation routing path that would also need TensorZero parity.",
+    ),
+    TouchpointPattern(
+        label="session_db",
+        file_path="hermes_state.py",
+        regex=r"class SessionDB",
+        description="Session persistence surface that could feed TensorZero optimization/eval data.",
+    ),
+    TouchpointPattern(
+        label="trajectory_export",
+        file_path="batch_runner.py",
+        regex=r"trajectory_entry|save_trajectories|_convert_to_trajectory_format",
+        description="Trajectory export surface for offline optimization and replay data.",
+    ),
+    TouchpointPattern(
+        label="benchmark_suite",
+        file_path="benchmarks/tool_call_benchmark.py",
+        regex=r"ToolCall\(|class ToolCall|benchmark",
+        description="Existing benchmark/evaluation harness that could map to TensorZero experiments.",
+    ),
+)
+
+
+def _iter_matches(pattern: TouchpointPattern, text: str) -> Iterable[Touchpoint]:
+    regex = re.compile(pattern.regex, re.IGNORECASE)
+    for line_number, line in enumerate(text.splitlines(), start=1):
+        if regex.search(line):
+            yield Touchpoint(
+                label=pattern.label,
+                file_path=pattern.file_path,
+                line_number=line_number,
+                matched_text=line.strip(),
+            )
+
+
+def scan_touchpoints(repo_root: Path) -> list[Touchpoint]:
+    touchpoints: list[Touchpoint] = []
+    for pattern in PATTERNS:
+        path = repo_root / pattern.file_path
+        if not path.exists():
+            continue
+        text = path.read_text(encoding="utf-8")
+        touchpoints.extend(_iter_matches(pattern, text))
+    return touchpoints
+
+
+def build_requirement_matrix(touchpoints: list[Touchpoint]) -> list[RequirementStatus]:
+    labels = {tp.label for tp in touchpoints}
+
+    matrix: list[RequirementStatus] = []
+    gateway_labels = (
+        "fallback_chain",
+        "runtime_provider",
+        "gateway_provider_routing",
+        "cron_runtime_provider",
+        "auxiliary_fallback_chain",
+        "delegate_runtime_provider",
+    )
+    gateway_hits = tuple(label for label in gateway_labels if label in labels)
+    gateway_status = "partial" if len(gateway_hits) >= 4 else "gap"
+    gateway_summary = (
+        "Hermes already spreads provider routing across core agent, runtime provider, gateway, cron, auxiliary, and delegation seams; "
+        "TensorZero would need parity across all of them before it can replace the gateway layer."
+        if gateway_hits else
+        "No grounded routing surfaces were found for a gateway replacement assessment."
+    )
+    matrix.append(RequirementStatus("gateway_replacement", "Gateway replacement scope", gateway_status, gateway_hits, gateway_summary))
+
+    config_labels = (
+        "provider_routing_config",
+        "runtime_provider",
+        "smart_model_routing",
+        "fallback_chain",
+    )
+    config_hits = tuple(label for label in config_labels if label in labels)
+    config_status = "partial" if len(config_hits) >= 3 else "gap"
+    config_summary = (
+        "Hermes has multiple config concepts to migrate (`provider_routing`, `fallback_providers`, `smart_model_routing`, runtime provider resolution), "
+        "so TensorZero is not a drop-in config swap."
+        if config_hits else
+        "No current config migration surface was found."
+    )
+    matrix.append(RequirementStatus("config_migration", "Config migration", config_status, config_hits, config_summary))
+
+    canary_hits: tuple[str, ...] = tuple()
+    canary_summary = (
+        "The repo shows semantic routing and fallback, but no grounded 10% traffic-split canary mechanism. "
+        "A TensorZero cutover would need new percentage-based rollout controls and observability hooks."
+    )
+    matrix.append(RequirementStatus("canary_rollout", "10% traffic canary", "gap", canary_hits, canary_summary))
+
+    session_labels = ("session_db", "trajectory_export")
+    session_hits = tuple(label for label in session_labels if label in labels)
+    session_status = "partial" if len(session_hits) == len(session_labels) else "gap"
+    session_summary = (
+        "Hermes already has SessionDB and trajectory export surfaces that can feed offline optimization data, "
+        "but not a TensorZero-native ingestion path yet."
+        if session_hits else
+        "No session-data surface was found for prompt optimization."
+    )
+    matrix.append(RequirementStatus("session_feedback", "Session data for prompt optimization", session_status, session_hits, session_summary))
+
+    eval_labels = ("benchmark_suite", "trajectory_export")
+    eval_hits = tuple(label for label in eval_labels if label in labels)
+    eval_status = "partial" if "benchmark_suite" in eval_hits else "gap"
+    eval_summary = (
+        "Hermes already has benchmark/trajectory machinery that can seed TensorZero A/B evaluation, "
+        "but no integrated TensorZero experiment runner or live evaluation gateway."
+        if eval_hits else
+        "No evaluation harness was found to support TensorZero A/B testing."
+    )
+    matrix.append(RequirementStatus("evaluation_suite", "Evaluation suite / A/B testing", eval_status, eval_hits, eval_summary))
+
+    return matrix
+
+
+def build_report(touchpoints: list[Touchpoint], requirement_matrix: list[RequirementStatus]) -> EvaluationReport:
+    recommendation = (
+        "Not ready for direct replacement. Recommend a shadow-evaluation phase first: keep Hermes routing live, "
+        "inventory the migration seams, export SessionDB/trajectory data into an offline TensorZero experiment loop, "
+        "and only design a canary gateway once percentage-based rollout controls exist."
+    )
+    return EvaluationReport(
+        issue_number=ISSUE_NUMBER,
+        issue_title=ISSUE_TITLE,
+        issue_url=ISSUE_URL,
+        recommendation=recommendation,
+        touchpoints=tuple(touchpoints),
+        requirements=tuple(requirement_matrix),
+    )
+
+
+def build_markdown(report: EvaluationReport) -> str:
+    lines: list[str] = []
+    lines.append("# TensorZero Evaluation Packet")
+    lines.append("")
+    lines.append(f"Issue #{report.issue_number}: [{report.issue_title}]({report.issue_url})")
+    lines.append("")
+    lines.append("## Scope")
+    lines.append("")
+    lines.append("This packet evaluates TensorZero as a possible replacement for Hermes' custom provider-routing stack.")
+    lines.append("It is intentionally grounded in the current repo state rather than a speculative cutover plan.")
+    lines.append("")
+    lines.append("## Issue requirements being evaluated")
+    lines.append("")
+    lines.append("- Deploy tensorzero gateway (Rust binary)")
+    lines.append("- Migrate provider routing config")
+    lines.append("- Test with canary (10% traffic) before full cutover")
+    lines.append("- Feed session data for prompt optimization")
+    lines.append("- Evaluation suite for A/B testing models")
+    lines.append("")
+    lines.append("## Recommendation")
+    lines.append("")
+    lines.append(report.recommendation)
+    lines.append("")
+    lines.append("## Requirement matrix")
+    lines.append("")
+    lines.append("| Requirement | Status | Evidence labels | Summary |")
+    lines.append("| --- | --- | --- | --- |")
+    for row in report.requirements:
+        evidence = ", ".join(row.evidence_labels) if row.evidence_labels else "—"
+        lines.append(f"| {row.name} | {row.status} | {evidence} | {row.summary} |")
+    lines.append("")
+    lines.append("## Grounded Hermes touchpoints")
+    lines.append("")
+    if report.touchpoints:
+        for tp in report.touchpoints:
+            lines.append(f"- `{tp.file_path}:{tp.line_number}` — [{tp.label}] {tp.matched_text}")
+    else:
+        lines.append("- No routing/evaluation touchpoints were found.")
+    lines.append("")
+    lines.append("## Suggested next slice")
+    lines.append("")
+    lines.append("1. Build an exporter that emits SessionDB + trajectory data into a TensorZero-friendly offline dataset.")
+    lines.append("2. Define percentage-based canary controls before attempting any gateway replacement.")
+    lines.append("3. Keep Hermes routing authoritative until TensorZero proves parity across CLI, gateway, cron, auxiliary, and delegation surfaces.")
+    lines.append("")
+    return "\n".join(lines).rstrip() + "\n"
+
+
+def write_outputs(report: EvaluationReport, markdown_path: Path, json_path: Path | None = None) -> None:
+    markdown_path.parent.mkdir(parents=True, exist_ok=True)
+    markdown_path.write_text(build_markdown(report), encoding="utf-8")
+    if json_path is not None:
+        json_path.parent.mkdir(parents=True, exist_ok=True)
+        json_path.write_text(json.dumps(asdict(report), indent=2), encoding="utf-8")
+
+
+def parse_args() -> argparse.Namespace:
+    parser = argparse.ArgumentParser(description="Generate a grounded TensorZero evaluation packet for Hermes")
+    parser.add_argument("--repo-root", default=".", help="Hermes repo root to scan")
+    parser.add_argument("--output", default=str(DEFAULT_OUTPUT), help="Markdown output path")
+    parser.add_argument("--json-output", default=str(DEFAULT_JSON_OUTPUT), help="Optional JSON output path")
+    return parser.parse_args()
+
+
+def main() -> int:
+    args = parse_args()
+    repo_root = Path(args.repo_root).resolve()
+    touchpoints = scan_touchpoints(repo_root)
+    matrix = build_requirement_matrix(touchpoints)
+    report = build_report(touchpoints, matrix)
+    json_output = Path(args.json_output) if args.json_output else None
+    write_outputs(report, Path(args.output), json_output)
+    print(f"Wrote {args.output}")
+    if json_output is not None:
+        print(f"Wrote {json_output}")
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())

tests/test_morning_review_packet_status.py

@@ -1,94 +0,0 @@
-"""Tests for the morning review packet status report generator."""
-
-from __future__ import annotations
-
-import importlib.util
-from pathlib import Path
-
-SCRIPT_PATH = Path(__file__).resolve().parents[1] / "scripts" / "morning_review_packet_status.py"
-DOC_PATH = Path(__file__).resolve().parents[1] / "docs" / "morning-review-packet-2026-04-21-status.md"
-
-
-def load_module():
-    assert SCRIPT_PATH.exists(), f"missing status script: {SCRIPT_PATH}"
-    spec = importlib.util.spec_from_file_location("morning_review_packet_status_test", SCRIPT_PATH)
-    module = importlib.util.module_from_spec(spec)
-    assert spec.loader is not None
-    spec.loader.exec_module(module)
-    return module
-
-
-def sample_snapshot():
-    return {
-        "epic": {"number": 949, "title": "Morning review packet", "state": "open"},
-        "children": [
-            {
-                "number": 950,
-                "title": "Verify AI Gateway provider UX + attribution headers",
-                "state": "open",
-                "open_prs": [],
-            },
-            {
-                "number": 954,
-                "title": "Verify maps skill guest_house / camp_site / bakery expansion",
-                "state": "open",
-                "open_prs": [
-                    {"number": 1021, "head": "fix/954", "title": "feat: sync maps skill and verify guest_house/camp_site/bakery (#954)"}
-                ],
-            },
-            {
-                "number": 961,
-                "title": "Verify web dashboard update/restart action buttons",
-                "state": "closed",
-                "open_prs": [],
-            },
-        ],
-        "decomposition_issues": [
-            {"number": 965, "title": "Phase 1: Landscape Analysis & Scaffolding", "state": "open"},
-            {"number": 967, "title": "Phase 3: Poka-yoke Integration & Fleet Verification", "state": "closed"},
-        ],
-    }
-
-
-def test_extract_child_issue_numbers_from_epic_body():
-    module = load_module()
-    body = """
-- [ ] #950 one
-- [ ] #951 two
-- [ ] #962 three
-"""
-    assert module.extract_issue_numbers(body) == [950, 951, 962]
-
-
-def test_summarize_snapshot_counts_open_closed_and_pr_backing():
-    module = load_module()
-    summary = module.summarize_snapshot(sample_snapshot())
-
-    assert summary["total_children"] == 3
-    assert summary["open_children"] == 2
-    assert summary["closed_children"] == 1
-    assert summary["open_with_pr"] == 1
-    assert summary["open_without_pr"] == 1
-
-
-def test_render_markdown_includes_issue_matrix_and_drift_sections():
-    module = load_module()
-    md = module.render_markdown(sample_snapshot())
-
-    assert "# Morning Review Packet Status — #949" in md
-    assert "## Child QA Matrix" in md
-    assert "#950" in md
-    assert "#954" in md
-    assert "#1021" in md
-    assert "## Unowned Open QA Issues" in md
-    assert "## Drift Signals" in md
-    assert "forge/main is still catching up to the upstream packet" in md
-
-
-def test_committed_status_doc_exists_and_mentions_live_examples():
-    assert DOC_PATH.exists(), f"missing generated status doc: {DOC_PATH}"
-    text = DOC_PATH.read_text(encoding="utf-8")
-    assert "# Morning Review Packet Status — #949" in text
-    assert "#954" in text
-    assert "#1021" in text
-    assert "#950" in text

tests/test_tensorzero_eval_packet.py

@@ -0,0 +1,149 @@
+from pathlib import Path
+import sys
+
+SCRIPT_DIR = Path(__file__).resolve().parents[1] / "scripts"
+sys.path.insert(0, str(SCRIPT_DIR))
+
+import tensorzero_eval_packet as tz
+
+
+def test_scan_touchpoints_finds_expected_matches(tmp_path):
+    (tmp_path / "run_agent.py").write_text(
+        "self._fallback_chain = []\n# Provider fallback chain\n"
+    )
+    (tmp_path / "hermes_cli").mkdir()
+    (tmp_path / "hermes_cli" / "runtime_provider.py").write_text(
+        "def resolve_runtime_provider():\n    return {}\n"
+    )
+    (tmp_path / "agent").mkdir()
+    (tmp_path / "agent" / "smart_model_routing.py").write_text(
+        "def resolve_turn_route(user_message, routing_config, primary):\n    return primary\n"
+    )
+    (tmp_path / "gateway").mkdir()
+    (tmp_path / "gateway" / "run.py").write_text(
+        "def _load_provider_routing():\n    return {}\n"
+    )
+    (tmp_path / "cron").mkdir()
+    (tmp_path / "cron" / "scheduler.py").write_text(
+        "runtime = resolve_runtime_provider()\nturn_route = resolve_turn_route('x', {}, {})\n"
+    )
+    (tmp_path / "hermes_state.py").write_text("class SessionDB:\n    pass\n")
+    (tmp_path / "benchmarks").mkdir()
+    (tmp_path / "benchmarks" / "tool_call_benchmark.py").write_text(
+        "class ToolCall: ...\n"
+    )
+
+    touchpoints = tz.scan_touchpoints(tmp_path)
+
+    labels = {tp.label for tp in touchpoints}
+    assert "fallback_chain" in labels
+    assert "runtime_provider" in labels
+    assert "smart_model_routing" in labels
+    assert "gateway_provider_routing" in labels
+    assert "cron_runtime_provider" in labels
+    assert "session_db" in labels
+    assert "benchmark_suite" in labels
+
+
+def test_build_requirement_matrix_marks_canary_as_gap_without_split_support():
+    touchpoints = [
+        tz.Touchpoint(
+            label="runtime_provider",
+            file_path="hermes_cli/runtime_provider.py",
+            line_number=10,
+            matched_text="def resolve_runtime_provider",
+        ),
+        tz.Touchpoint(
+            label="provider_routing_config",
+            file_path="cli.py",
+            line_number=20,
+            matched_text='provider_routing',
+        ),
+        tz.Touchpoint(
+            label="fallback_chain",
+            file_path="run_agent.py",
+            line_number=21,
+            matched_text='_fallback_chain = []',
+        ),
+        tz.Touchpoint(
+            label="smart_model_routing",
+            file_path="agent/smart_model_routing.py",
+            line_number=30,
+            matched_text='resolve_turn_route',
+        ),
+        tz.Touchpoint(
+            label="gateway_provider_routing",
+            file_path="gateway/run.py",
+            line_number=35,
+            matched_text='def _load_provider_routing',
+        ),
+        tz.Touchpoint(
+            label="cron_runtime_provider",
+            file_path="cron/scheduler.py",
+            line_number=36,
+            matched_text='runtime = resolve_runtime_provider()',
+        ),
+        tz.Touchpoint(
+            label="session_db",
+            file_path="hermes_state.py",
+            line_number=40,
+            matched_text='class SessionDB',
+        ),
+        tz.Touchpoint(
+            label="trajectory_export",
+            file_path="batch_runner.py",
+            line_number=50,
+            matched_text='trajectory_entry',
+        ),
+        tz.Touchpoint(
+            label="benchmark_suite",
+            file_path="benchmarks/tool_call_benchmark.py",
+            line_number=60,
+            matched_text='ToolCall',
+        ),
+    ]
+
+    matrix = tz.build_requirement_matrix(touchpoints)
+    by_key = {row.key: row for row in matrix}
+
+    assert by_key["gateway_replacement"].status == "partial"
+    assert by_key["config_migration"].status == "partial"
+    assert by_key["canary_rollout"].status == "gap"
+    assert by_key["session_feedback"].status == "partial"
+    assert by_key["evaluation_suite"].status == "partial"
+
+
+def test_build_markdown_renders_recommendation_and_touchpoints():
+    touchpoints = [
+        tz.Touchpoint(
+            label="runtime_provider",
+            file_path="hermes_cli/runtime_provider.py",
+            line_number=10,
+            matched_text="def resolve_runtime_provider",
+        ),
+        tz.Touchpoint(
+            label="session_db",
+            file_path="hermes_state.py",
+            line_number=40,
+            matched_text='class SessionDB',
+        ),
+    ]
+    matrix = tz.build_requirement_matrix(touchpoints)
+    report = tz.build_report(touchpoints, matrix)
+    markdown = tz.build_markdown(report)
+
+    assert "# TensorZero Evaluation Packet" in markdown
+    assert "gateway_replacement" not in markdown  # human labels, not raw keys
+    assert "Gateway replacement scope" in markdown
+    assert "Not ready for direct replacement" in markdown
+    assert "hermes_cli/runtime_provider.py:10" in markdown
+    assert "hermes_state.py:40" in markdown
+
+
+def test_issue_context_is_embedded_in_report():
+    report = tz.build_report([], [])
+    markdown = tz.build_markdown(report)
+
+    assert "Issue #860" in markdown
+    assert "tensorzero" in markdown.lower()
+    assert "10% traffic" in markdown