Identify the likely source language from imports and segment names. Checks are ordered from most specific to least specific.

Heuristic packer/protector detection. Returns: (status_string, signal_count) where status is: "No"

Analyze LLM response for format issues. Returns dict with statistics about potential problems.

Drop oldest records entirely.

Enqueue a packet from UI/main thread into the worker-owned asyncio queue.

Ensure llm_logs directory exists and return its path.

Ensure tool responses are paired with their assistant messages. The LLM API requires that every tool response message must be preced

Extract function addresses from a list of dicts/strings/ints.

Best-effort extraction of a JSON object from model output text.

Extract tool name from tool result content.

Extract plain text payload from an MCP tool call result.

Format agent state for inclusion in the system prompt.

Format checkpoint as prompt section.

Format file tracking section for prompt.

Return the best fuzzy match against *known_tags* or ``None``. Match criteria (same as spec): - Levenshtein distance ≤ 2 **OR** - One

Return the base filename of the loaded binary.

Resolve worker count from environment with safe fallbacks. Returns: A positive worker count. Falls back to DEFAULT_ASYNC_WORKER_COUN

Calculate Shannon entropy of a memory range. Caps the read at 1 MB to keep IDA responsive. Uses the actual number of bytes re

Return the section name that contains the binary entry point, or None.

Render one multi_agent_runtime step and decide whether the chat turn is complete.

Initialize file paths for the current analysis run.

Initialize per-run file paths for the gatherer session.

Initialize per-run file paths for the manual gatherer session.

Initialize file paths lazily to avoid circular imports

Initialize file paths lazily to avoid circular imports

Initialize file paths lazily to avoid circular imports

Initialize file paths lazily to avoid circular imports

Initialize verbose log path lazily to avoid circular imports

Install an application-level filter to detect theme/palette updates.

Check if content represents an important finding.

Delegate to the shared module-level heuristic in core_graph.

Support both legacy and current config keys for rename filtering.

Classic Levenshtein distance (no third-party deps).

Path to LLM logs subdirectory for this index.

Use LLM to generate intelligent summary.

Return an os-like module where dangerous functions raise RuntimeError. Safe file-creation calls are redirected under output_dir automatically

Parse LLM meta-summary response.

Parse tool-call style blocks into a result dict.

Parse LLM response into BatchSummary. Handles various response formats from different LLM providers. Supports both plain chronologica

Parse native tool calls into a result dict.