diff --git a/common/src/buttercup/common/llm.py b/common/src/buttercup/common/llm.py
index cfc0fb57..3379e4e1 100644
--- a/common/src/buttercup/common/llm.py
+++ b/common/src/buttercup/common/llm.py
@@ -86,7 +86,7 @@ def get_langfuse_callbacks() -> list[BaseCallbackHandler]:
 def create_default_llm(**kwargs: Any) -> BaseChatModel:
     """Create an LLM object with the default configuration."""
     return create_llm(
-        model_name=ButtercupLLM.OPENAI_GPT_4O.value,
+        model_name=kwargs.pop("model_name", ButtercupLLM.OPENAI_GPT_4O.value),
         temperature=kwargs.pop("temperature", 0.1),
         timeout=420.0,
         max_retries=3,
diff --git a/common/src/buttercup/common/reproduce_multiple.py b/common/src/buttercup/common/reproduce_multiple.py
index c8a4832d..4c3db841 100644
--- a/common/src/buttercup/common/reproduce_multiple.py
+++ b/common/src/buttercup/common/reproduce_multiple.py
@@ -17,8 +17,8 @@ class ReproduceMultiple:
             with task.get_rw_copy(self.wdir) as local_task:
                 yield (build, local_task.reproduce_pov(harness_name, pov))
 
-    def get_first_crash(self) -> tuple[BuildOutput, ReproduceResult] | None:
-        for build, result in self.attempt_reproduce():
+    def get_first_crash(self, pov: Path, harness_name: str) -> tuple[BuildOutput, ReproduceResult] | None:
+        for build, result in self.attempt_reproduce(pov, harness_name):
             if result.command_result.returncode is not None and result.stacktrace() is not None and result.did_crash():
                 return build, result
         return None
diff --git a/seed-gen/eval/configs/libpng_model_eval_config.json b/seed-gen/eval/configs/libpng_model_eval_config.json
new file mode 100644
index 00000000..c75f9f60
--- /dev/null
+++ b/seed-gen/eval/configs/libpng_model_eval_config.json
@@ -0,0 +1,50 @@
+{
+    "configs": [
+        {
+            "name": "gpt-4o",
+            "llm_kwargs": {
+                "model_name": "openai-gpt-4o",
+                "temperature": 0.1,
+                "timeout": 420.0,
+                "max_retries": 3
+            }
+        },
+        {
+            "name": "gpt-4o-mini",
+            "llm_kwargs": {
+                "model_name": "openai-gpt-4o-mini",
+                "temperature": 0.1,
+                "timeout": 420.0,
+                "max_retries": 3
+            }
+        },
+        {
+            "name": "o3-mini",
+            "llm_kwargs": {
+                "model_name": "openai-o3-mini",
+                "timeout": 420.0,
+                "max_retries": 3
+            }
+        },
+        {
+            "name": "o1",
+            "llm_kwargs": {
+                "model_name": "openai-o1",
+                "timeout": 420.0,
+                "max_retries": 3
+            }
+        },
+        {
+            "name": "3.5-sonnet",
+            "llm_kwargs": {
+                "model_name": "claude-3.5-sonnet",
+                "temperature": 0.1,
+                "timeout": 420.0,
+                "max_retries": 3
+            }
+        }
+    ],
+    "attempts_per_config": 1,
+    "package_name": "libpng",
+    "harness_name": "libpng_read_fuzzer"
+}
diff --git a/seed-gen/eval/vuln_discovery_base.py b/seed-gen/eval/vuln_discovery_base.py
new file mode 100644
index 00000000..2f40bc6f
--- /dev/null
+++ b/seed-gen/eval/vuln_discovery_base.py
@@ -0,0 +1,187 @@
+"""
+Evaluate a prompt with different configurations for vulnerability discovery
+
+Example usage:
+python seed-gen/eval/vuln_discovery_base.py
+    --prompt seed-gen/eval-prompt.txt \
+    --eval-config seed-gen/eval/configs/libpng_model_eval_config.json \
+    --task-dir sample-task-libpng/162fc720-b291-48cc-9554-efd8207cfb16-e408da6a-5c31-4d/ \
+    --out-dir model-eval-out
+"""
+
+import argparse
+import json
+import shutil
+import tempfile
+from abc import ABC, abstractmethod
+from dataclasses import dataclass
+from datetime import datetime
+from pathlib import Path
+from typing import Any
+
+from langchain_core.runnables import RunnableConfig
+from tqdm import tqdm
+
+from buttercup.common.challenge_task import ChallengeTask, ChallengeTaskError
+from buttercup.common.llm import create_llm, get_langfuse_callbacks
+from buttercup.common.logger import setup_package_logger
+from buttercup.seed_gen.sandbox.sandbox import sandbox_exec_funcs
+from buttercup.seed_gen.utils import extract_md
+
+logger = setup_package_logger(__name__, "DEBUG")
+
+
+@dataclass
+class TestConfig:
+    name: str
+    llm_kwargs: dict[str, Any]
+
+    @classmethod
+    def from_dict(cls, data: dict[str, Any]) -> "TestConfig":
+        return cls(**data)
+
+
+@dataclass
+class EvalConfig:
+    configs: list[TestConfig]
+    attempts_per_config: int
+    package_name: str
+    harness_name: str
+
+    @classmethod
+    def from_json(cls, json_path: str) -> "EvalConfig":
+        with open(json_path) as f:
+            data = json.load(f)
+
+        # Convert the configs list from dicts to TestConfig objects
+        data["configs"] = [TestConfig.from_dict(c) for c in data["configs"]]
+        return cls(**data)
+
+
+class VulnDiscoveryEvaluatorBase(ABC):
+    def __init__(self, task_dir: Path, out_dir: Path, eval_config: EvalConfig):
+        """Initialize the evaluator.
+
+        Args:
+            task_dir: Path to the challenge task directory
+            out_dir: Path to the output directory
+            eval_config: Evaluation configuration
+        """
+        self.task_dir = task_dir
+        timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
+        out_dir = out_dir / f"run-{timestamp}"
+        self.out_dir = out_dir
+        self.eval_config = EvalConfig.from_json(eval_config)
+        ## set up out dir
+        self.out_dir.mkdir(parents=True)
+        self.metadata = {
+            "package_name": self.eval_config.package_name,
+            "harness_name": self.eval_config.harness_name,
+            "eval_type": "vuln-discovery",
+        }
+        shutil.copy(eval_config, self.out_dir / "config.json")
+
+    def test_povs(self, rw_task: ChallengeTask, pov_dir: Path) -> tuple[list[Path], list[Path]]:
+        valid_povs = []
+        invalid_povs = []
+        for pov in pov_dir.iterdir():
+            try:
+                pov_output = rw_task.reproduce_pov(self.eval_config.harness_name, pov)
+                if not pov_output.did_crash():
+                    valid_povs.append(pov)
+                else:
+                    invalid_povs.append(pov)
+            except ChallengeTaskError as exc:
+                logger.error(f"Error reproducing PoV {pov}: {exc}")
+        return valid_povs, invalid_povs
+
+    def evaluate_pov_generation(self) -> dict[str, Any]:
+        """
+        Evaluate test configurations for vulnerability discovery.
+        """
+
+        # Create challenge task for verification
+        chall_task = ChallengeTask(read_only_task_dir=self.task_dir)
+        with chall_task.get_rw_copy(work_dir=None) as rw_task:
+            for config in tqdm(self.eval_config.configs, desc="Evaluating configs"):
+                config_dir = self.out_dir / config.name
+                config_dir.mkdir()
+                for i in tqdm(
+                    range(self.eval_config.attempts_per_config), desc=f"Evaluating {config.name}"
+                ):
+                    pov_dir = config_dir / f"attempt_{i}"
+                    pov_dir.mkdir()
+                    with tempfile.TemporaryDirectory() as workdir_str:
+                        workdir = Path(workdir_str)
+                        try:
+                            # Generate PoV using the prompt
+                            pov_funcs, trace_id = self.generate_pov_funcs(config)
+                            trace_id_file = pov_dir / "langfuse_trace_id"
+                            trace_id_file.write_text(trace_id)
+                            sandbox_exec_funcs(pov_funcs, workdir)
+                            valid_povs, invalid_povs = self.test_povs(rw_task, workdir)
+                            valid_pov_count = len(valid_povs)
+                            total_pov_count = valid_pov_count + len(invalid_povs)
+                            logger.info(
+                                f"Attempt {i}: generated {valid_pov_count} valid PoVs of {total_pov_count} total"  # noqa: E501
+                            )
+                            valid_dir = pov_dir / "valid"
+                            invalid_dir = pov_dir / "invalid"
+                            valid_dir.mkdir()
+                            invalid_dir.mkdir()
+                            for pov in valid_povs:
+                                shutil.copy(pov, valid_dir / pov.name)
+                            for pov in invalid_povs:
+                                shutil.copy(pov, invalid_dir / pov.name)
+                        except Exception as e:
+                            logger.error(f"Error during PoV generation: {str(e)}")
+
+    @abstractmethod
+    def generate_pov_funcs(self, config: TestConfig) -> tuple[str, str]:
+        """Generate a string with PoV functions from a config"""
+        pass
+
+
+class VulnDiscoveryEvaluator(VulnDiscoveryEvaluatorBase):
+    def __init__(self, task_dir: Path, out_dir: Path, eval_config: EvalConfig, prompt: Path):
+        """Initialize the evaluator.
+
+        Args:
+            task_dir: Path to the challenge task directory
+            out_dir: Path to the output directory
+            eval_config: Evaluation configuration
+            prompt: Path to the prompt file
+        """
+        super().__init__(task_dir, out_dir, eval_config)
+        self.prompt = prompt.read_text()
+
+    def generate_pov_funcs(self, config: TestConfig) -> tuple[str, str]:
+        llm_callbacks = get_langfuse_callbacks()
+        llm = create_llm(**config.llm_kwargs, callbacks=llm_callbacks)
+        chain = llm | extract_md
+        chain_config = chain.with_config(RunnableConfig(metadata=self.metadata))
+        res = chain_config.invoke(self.prompt)
+        trace_id = llm_callbacks[0].trace.trace_id
+        return res, trace_id
+
+
+def main():
+    """Main function to run the evaluation."""
+    parser = argparse.ArgumentParser(description="Eval vuln discovery effectiveness")
+    parser.add_argument("--prompt", required=True, help="Path to prompt file", type=Path)
+    parser.add_argument(
+        "--eval-config", required=True, help="Path to evaluation json config", type=Path
+    )
+    parser.add_argument(
+        "--task-dir", required=True, help="Path to (built) challenge task directory", type=Path
+    )
+    parser.add_argument("--out-dir", required=True, help="Eval output directory", type=Path)
+    args = parser.parse_args()
+    args.out_dir.mkdir(parents=True, exist_ok=True)
+
+    evaluator = VulnDiscoveryEvaluator(args.task_dir, args.out_dir, args.eval_config, args.prompt)
+    evaluator.evaluate_pov_generation()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/seed-gen/eval/vuln_discovery_current.py b/seed-gen/eval/vuln_discovery_current.py
new file mode 100644
index 00000000..5cbd87e2
--- /dev/null
+++ b/seed-gen/eval/vuln_discovery_current.py
@@ -0,0 +1,52 @@
+"""
+Evaluate vulnerability discovery with different configurations
+"""
+
+import argparse
+from pathlib import Path
+
+from vuln_discovery_base import TestConfig, VulnDiscoveryEvaluatorBase
+
+from buttercup.common.llm import create_llm, get_langfuse_callbacks
+from buttercup.seed_gen.mock_context.mock import get_diff, get_harness
+from buttercup.seed_gen.tasks import VULN_DISCOVERY_MAX_POV_COUNT
+from buttercup.seed_gen.vuln_discovery import VulnDiscovery
+
+
+class VulnDiscoveryEvaluator(VulnDiscoveryEvaluatorBase):
+    def generate_pov_funcs(self, config: TestConfig) -> tuple[str, str]:
+        """Generate PoV functions"""
+        llm_callbacks = get_langfuse_callbacks()
+        llm = create_llm(**config.llm_kwargs, callbacks=llm_callbacks)
+        vuln_discovery = VulnDiscovery(llm)
+
+        harness = get_harness(self.eval_config.package_name)
+        diff = get_diff(self.eval_config.package_name)
+        analysis = vuln_discovery.analyze_diff(diff, harness)
+
+        pov_funcs = vuln_discovery.write_pov_funcs(
+            analysis=analysis, harness=harness, diff=diff, max_povs=VULN_DISCOVERY_MAX_POV_COUNT
+        )
+        trace_id = llm_callbacks[0].trace.trace_id
+        return pov_funcs, trace_id
+
+
+def main():
+    """Main function to run the evaluation."""
+    parser = argparse.ArgumentParser(description="Eval multi-step vuln discovery effectiveness")
+    parser.add_argument(
+        "--eval-config", required=True, help="Path to evaluation json config", type=Path
+    )
+    parser.add_argument(
+        "--task-dir", required=True, help="Path to (built) challenge task directory", type=Path
+    )
+    parser.add_argument("--out-dir", required=True, help="Eval output directory", type=Path)
+    args = parser.parse_args()
+    args.out_dir.mkdir(parents=True, exist_ok=True)
+
+    evaluator = VulnDiscoveryEvaluator(args.task_dir, args.out_dir, args.eval_config)
+    evaluator.evaluate_pov_generation()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/seed-gen/pyproject.toml b/seed-gen/pyproject.toml
index a350cf9c..bac34155 100644
--- a/seed-gen/pyproject.toml
+++ b/seed-gen/pyproject.toml
@@ -24,19 +24,12 @@ requires = ["hatchling"]
 build-backend = "hatchling.build"
 
 [project.optional-dependencies]
-doc = []
-test = ["pytest", "pytest-cov", "pretend", "coverage[toml]"]
-lint = [
-    # NOTE: ruff is under active development, so we pin conservatively here
-    # and let Dependabot periodically perform this update.
+dev = [
+    "mypy ~= 1.15.0",
+    "pytest ~= 8.3.4",
     "ruff ~= 0.6.2",
-    "mypy >= 1.0",
-    "types-html5lib",
-    "types-requests",
-    "types-toml",
-    "interrogate",
+    "tqdm ~= 4.67.1",
 ]
-dev = ["seed-gen[doc,test,lint]", "twine", "build"]
 
 [project.scripts]
 "seed-gen" = "buttercup.seed_gen._cli:main"
@@ -66,7 +59,7 @@ warn_unused_ignores = true
 
 [tool.ruff]
 line-length = 100
-include = ["src/**/*.py", "test/**/*.py"]
+include = ["src/**/*.py", "test/**/*.py", "eval/**/*.py"]
 
 [tool.ruff.lint]
 select = ["E", "F", "I", "W", "UP"]
diff --git a/seed-gen/src/buttercup/seed_gen/prompts.py b/seed-gen/src/buttercup/seed_gen/prompts.py
index 667c7d67..547e9f74 100644
--- a/seed-gen/src/buttercup/seed_gen/prompts.py
+++ b/seed-gen/src/buttercup/seed_gen/prompts.py
@@ -51,32 +51,24 @@ The python functions are:
 """
 
 DIFF_ANALYSIS_SYSTEM_PROMPT = """
-You are a security engineer. Your job is to analyze whether a diff introduces a vulnerability in a project.
+You are a security engineer. Your job is to analyze the vulnerability introduced by a commit diff in a project.
 """
 
 DIFF_ANALYSIS_USER_PROMPT = """
-You are a security engineer. Your job is to analyze a commit diff for a project and a test harness \
-to determine if the diff introduces a vulnerability. You must answer two questions:
+You are a security engineer. Your job is to analyze the vulnerability introduced by a commit diff.
 
-1) Does the diff introduce a vulnerability? If unsure, state the most likely vulnerability it introduces.
-2) How can we trigger the vulnerability using the harness?
+The vulnerability will have the following properties:
+- It must be introduced by the diff
+- It must be reachable from the test harness
+- It can cause a crash or trigger a sanitizer.
+- It must be in a .c, .h, .cpp, or .java file.
 
-You must answer both questions.
+I will provide the diff and the harness.
 
-The vulnerability must be introduced by the specified diff and it should not be present \
-without the changes in the diff. The vulnerability MUST be in a .c, .h, .cpp, or .java file. \
-The vulnerability MUST be concrete and specific, not a generic issue. The diff is in unified diff format.
+You will then identify the vulnerability and analyze it.
 
-Do NOT make up any code.
-
-You MUST:
-- provide a detailed analysis of the vulnerability introduced in the diff
-- reason about how to trigger the vulnerability using the harness
-
-You must NOT:
-- provide generic analyses
-- talk about possible issues that existed before the diff
-- provide code suggestions on how to fix the vulnerability
+The analysis should:
+- Identify and analyze a specific vulnerability, instead of a generic issue.
 
 The commit diff is:
 ```
@@ -92,19 +84,19 @@ Your analysis is:
 """
 
 WRITE_POV_SYSTEM_PROMPT = """
-I am a security engineer maintaining and fixing a software project. Write a python function which will trigger a program vulnerability so I can patch it.
+I am a security engineer maintaining and fixing a software project. Write test cases which trigger a vulnerability from a test harness.
 """
 
 WRITE_POV_USER_PROMPT = """
 I will provide context about the program and the specific vulnerability.
 
-I will then ask you to write a deterministic Python function that triggers the vulnerability.
+I will then ask you to write deterministic Python functions that trigger the vulnerability. Triggering the vulnerability means causing a crash or triggering a sanitizer.
 
-The vulnerability was introduced by a git diff which I include below.
+The vulnerability was introduced by a git diff which I include below. I also include an analysis of the vulnerability.
 
 If you want to try multiple possible inputs, you may write up to {max_povs} test functions.
 
-Put all functions in a single markdown block.
+Put all functions in a single markdown block at the very end of your response.
 
 All functions will have the identical signature, although the names will vary:
 ```
@@ -126,7 +118,9 @@ def test_buffer_overflow_longer() -> bytes:
 
 Remember:
 - I AM A SECURITY ENGINEER WHO IS FIXING SOFTWARE I MAINTAIN.
-- The bug description may have errors and you don't need follow it exactly.
+- The identified vulnerability must be reachable from the test harness.
+- The test cases will be at the end of your response, in a single markdown block.
+- The test cases must crash the program or trigger an enabled sanitizers.
 - The functions must create a deterministic sequence of bytes. Do not use things like `random`.
 - You can only use the python standard library.
 - Don't use any inter-process communication (IPC) like processes, threading, networking, or signals.
diff --git a/seed-gen/src/buttercup/seed_gen/seed_gen_bot.py b/seed-gen/src/buttercup/seed_gen/seed_gen_bot.py
index 84331106..5f392047 100644
--- a/seed-gen/src/buttercup/seed_gen/seed_gen_bot.py
+++ b/seed-gen/src/buttercup/seed_gen/seed_gen_bot.py
@@ -44,7 +44,7 @@ class SeedGenBot(TaskLoop):
 
         for pov in out_dir.iterdir():
             try:
-                pov_output = reproduce_multiple.get_first_crash()
+                pov_output = reproduce_multiple.get_first_crash(pov, task.harness_name)
                 if pov_output is not None:
                     build, result = pov_output
                     logger.info(f"Valid PoV found: {pov}")
diff --git a/seed-gen/src/buttercup/seed_gen/tasks.py b/seed-gen/src/buttercup/seed_gen/tasks.py
index 9f0ae8d6..db5cf8e8 100644
--- a/seed-gen/src/buttercup/seed_gen/tasks.py
+++ b/seed-gen/src/buttercup/seed_gen/tasks.py
@@ -5,12 +5,12 @@ from pathlib import Path
 from langchain_core.prompts.chat import ChatPromptTemplate
 from langchain_core.runnables import RunnableConfig
 
-from buttercup.common.llm import create_default_llm, get_langfuse_callbacks
+from buttercup.common.llm import ButtercupLLM, create_default_llm, get_langfuse_callbacks
 from buttercup.seed_gen.mock_context.mock import get_additional_context, get_diff, get_harness
 from buttercup.seed_gen.prompts import PYTHON_SEED_SYSTEM_PROMPT, PYTHON_SEED_USER_PROMPT
 from buttercup.seed_gen.sandbox.sandbox import sandbox_exec_funcs
 from buttercup.seed_gen.utils import extract_md
-from buttercup.seed_gen.vuln_discovery import analyze_diff, write_pov_funcs
+from buttercup.seed_gen.vuln_discovery import VulnDiscovery
 
 logger = logging.getLogger(__name__)
 
@@ -34,7 +34,9 @@ def generate_seed_funcs(harness: str, additional_context: str, count: int) -> li
         ]
     )
     llm_callbacks = get_langfuse_callbacks()
-    llm = create_default_llm(callbacks=llm_callbacks)
+    llm = create_default_llm(
+        model_name=ButtercupLLM.CLAUDE_3_5_SONNET.value, callbacks=llm_callbacks
+    )
     chain = prompt | llm | extract_md
     chain_config = chain.with_config(RunnableConfig(tags=["generate_seed_funcs"]))
     funcs = chain_config.invoke(
@@ -70,14 +72,19 @@ def do_seed_explore() -> None:
 def do_vuln_discovery(challenge: str, output_dir: Path) -> None:
     """Do vuln-discovery task"""
     logger.info("Doing vuln-discovery for challenge %s", challenge)
+    llm_callbacks = get_langfuse_callbacks()
+    llm = create_default_llm(
+        model_name=ButtercupLLM.CLAUDE_3_5_SONNET.value, callbacks=llm_callbacks
+    )
+    vuln_discovery = VulnDiscovery(llm)
     max_povs = VULN_DISCOVERY_MAX_POV_COUNT
     harness = get_harness(challenge)
     diff = get_diff(challenge)
     try:
         logger.info("Analyzing the diff in challenge %s", challenge)
-        analysis = analyze_diff(diff, harness)
+        analysis = vuln_discovery.analyze_diff(diff, harness)
         logger.info("Making PoVs for the challenge %s", challenge)
-        pov_funcs = write_pov_funcs(analysis, harness, diff, max_povs)
+        pov_funcs = vuln_discovery.write_pov_funcs(analysis, harness, diff, max_povs)
         sandbox_exec_funcs(pov_funcs, output_dir)
     except Exception as err:
         logger.error("Failed vuln-discovery for challenge %s: %s", challenge, str(err))
diff --git a/seed-gen/src/buttercup/seed_gen/utils.py b/seed-gen/src/buttercup/seed_gen/utils.py
index 83937992..d104f5e9 100644
--- a/seed-gen/src/buttercup/seed_gen/utils.py
+++ b/seed-gen/src/buttercup/seed_gen/utils.py
@@ -20,7 +20,7 @@ def resolve_module_subpath(subpath: str) -> Path:
 
 
 def extract_md(msg: AIMessage) -> str:
-    """Extract the markdown from the AI message."""
+    """Extract last markdown block from the AI message."""
     if not isinstance(msg, AIMessage):
         raise OutputParserException(
             "extract_md: did not receive an AIMessage. Received: %s", type(msg)
@@ -32,7 +32,12 @@ def extract_md(msg: AIMessage) -> str:
             "extract_md: content is not a string. Content is %s", type(content)
         )
 
-    match = re.search(r"```([A-Za-z]*)\n(.*?)```", content, re.DOTALL)
+    # get last markdown block
+    find_iter = re.finditer(r"```([A-Za-z]*)\n(.*?)```", content, re.DOTALL)
+    match = None
+    for m in find_iter:
+        match = m
+
     if match is not None:
         content = match.group(2)
     else:
diff --git a/seed-gen/src/buttercup/seed_gen/vuln_discovery.py b/seed-gen/src/buttercup/seed_gen/vuln_discovery.py
index 1ac37a13..bfb31203 100644
--- a/seed-gen/src/buttercup/seed_gen/vuln_discovery.py
+++ b/seed-gen/src/buttercup/seed_gen/vuln_discovery.py
@@ -1,10 +1,10 @@
 import logging
 
+from langchain_core.language_models import BaseChatModel
 from langchain_core.output_parsers import StrOutputParser
 from langchain_core.prompts.chat import ChatPromptTemplate
 from langchain_core.runnables import RunnableConfig
 
-from buttercup.common.llm import create_default_llm, get_langfuse_callbacks
 from buttercup.seed_gen.prompts import (
     DIFF_ANALYSIS_SYSTEM_PROMPT,
     DIFF_ANALYSIS_USER_PROMPT,
@@ -16,49 +16,48 @@ from buttercup.seed_gen.utils import extract_md
 logger = logging.getLogger(__name__)
 
 
-def analyze_diff(diff: str, harness: str) -> str:
-    """
-    Analyze a diff for a project and a test harness to determine if the diff introduces a vuln.
-    """
-    llm_callbacks = get_langfuse_callbacks()
-    llm = create_default_llm(callbacks=llm_callbacks)
-    prompt = ChatPromptTemplate.from_messages(
-        [
-            ("system", DIFF_ANALYSIS_SYSTEM_PROMPT),
-            ("human", DIFF_ANALYSIS_USER_PROMPT),
-        ]
-    )
-    chain = prompt | llm | StrOutputParser()
-    chain_config = chain.with_config(RunnableConfig(tags=["analyze_diff"]))
-    analysis = chain_config.invoke(
-        {
-            "diff": diff,
-            "harness": harness,
-        }
-    )
-    return analysis
+class VulnDiscovery:
+    def __init__(self, llm: BaseChatModel):
+        self.llm = llm
 
+    def analyze_diff(self, diff: str, harness: str) -> str:
+        """
+        Analyze a diff for a project and a test harness to determine if the diff introduces a vuln.
+        """
+        prompt = ChatPromptTemplate.from_messages(
+            [
+                ("system", DIFF_ANALYSIS_SYSTEM_PROMPT),
+                ("human", DIFF_ANALYSIS_USER_PROMPT),
+            ]
+        )
+        chain = prompt | self.llm | StrOutputParser()
+        chain_config = chain.with_config(RunnableConfig(tags=["analyze_diff"]))
+        analysis = chain_config.invoke(
+            {
+                "diff": diff,
+                "harness": harness,
+            }
+        )
+        return analysis
 
-def write_pov_funcs(analysis: str, harness: str, diff: str, max_povs: int) -> str:
-    """
-    Write PoVs for a vulnerability.
-    """
-    llm_callbacks = get_langfuse_callbacks()
-    llm = create_default_llm(callbacks=llm_callbacks)
-    prompt = ChatPromptTemplate.from_messages(
-        [
-            ("system", WRITE_POV_SYSTEM_PROMPT),
-            ("human", WRITE_POV_USER_PROMPT),
-        ]
-    )
-    chain = prompt | llm | extract_md
-    chain_config = chain.with_config(RunnableConfig(tags=["write_pov_funcs"]))
-    pov_funcs = chain_config.invoke(
-        {
-            "analysis": analysis,
-            "harness": harness,
-            "diff": diff,
-            "max_povs": max_povs,
-        }
-    )
-    return pov_funcs
+    def write_pov_funcs(self, analysis: str, harness: str, diff: str, max_povs: int) -> str:
+        """
+        Write PoVs for a vulnerability.
+        """
+        prompt = ChatPromptTemplate.from_messages(
+            [
+                ("system", WRITE_POV_SYSTEM_PROMPT),
+                ("human", WRITE_POV_USER_PROMPT),
+            ]
+        )
+        chain = prompt | self.llm | extract_md
+        chain_config = chain.with_config(RunnableConfig(tags=["write_pov_funcs"]))
+        pov_funcs = chain_config.invoke(
+            {
+                "analysis": analysis,
+                "harness": harness,
+                "diff": diff,
+                "max_povs": max_povs,
+            }
+        )
+        return pov_funcs
diff --git a/seed-gen/test/test_utils.py b/seed-gen/test/test_utils.py
new file mode 100644
index 00000000..af4df656
--- /dev/null
+++ b/seed-gen/test/test_utils.py
@@ -0,0 +1,30 @@
+from langchain_core.messages import AIMessage
+
+from buttercup.seed_gen.utils import extract_md
+
+
+def test_extract_md_no_markdown():
+    message = AIMessage(content="This is a message with no markdown blocks")
+    result = extract_md(message)
+    assert result == "This is a message with no markdown blocks"
+
+
+def test_extract_md_single_block():
+    message = AIMessage(
+        content="Some text before\n```python\nprint('hello')\nprint('hello')\n```\nText after"
+    )
+    result = extract_md(message)
+    assert result == "print('hello')\nprint('hello')\n"
+
+
+def test_extract_md_multiple_blocks():
+    message = AIMessage(
+        content=(
+            "First block:\n"
+            "```python\nprint('first')\n```\n"
+            "Middle text\n"
+            "```python\nprint('second')\n```"
+        )
+    )
+    result = extract_md(message)
+    assert result == "print('second')\n"
diff --git a/seed-gen/uv.lock b/seed-gen/uv.lock
index 1970899a..7add67c7 100644
--- a/seed-gen/uv.lock
+++ b/seed-gen/uv.lock
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 name = "clusterfuzz"
 version = "2.6.0"
@@ -280,54 +254,6 @@ dev = [
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