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| # Compressor Reflex (v1): Insertion Point Specification | |
| ## 1. Architectural Placement | |
| The Compressor Reflex sits **inline between tool execution and conversational context append**. | |
| ``` | |
| [Agent Core / LLM] | |
| │ | |
| │ 1. Emits Tool Call (e.g. view_file, grep_search, run_command) | |
| ▼ | |
| [Tool Execution Engine] | |
| │ | |
| │ 2. Returns Raw Output (stdout/stderr, file lines, search hits) | |
| ▼ | |
| ┌────────────────────────────────────────────────────────┐ | |
| │ COMPRESSOR REFLEX INTERCEPTION │ | |
| │ │ | |
| │ Input: Step Intent (<= 128 tok) + Raw Output Chunk │ | |
| │ Logic: Line-level keep/drop classification │ | |
| │ Policy: Fails-Open (keep on uncertainty / <= 5 lines) │ | |
| └────────────────────────────────────────────────────────┘ | |
| │ | |
| │ 3. Returns Compressed Output (Decision-relevant lines only) | |
| ▼ | |
| [Context Accumulator / Trajectory Store] | |
| │ | |
| │ 4. Compressed context sent to LLM on subsequent step | |
| ▼ | |
| [Next Agent Step] | |
| ``` | |
| ## 2. Interception Contract | |
| 1. **Timing:** Immediately after the tool process finishes execution and captures stdout/stderr/return payload, but **strictly before** that text is appended to the message history or prompt buffer. | |
| 2. **Inputs:** | |
| - `intent`: The current user prompt, active goal, or reasoning step that prompted the tool call ($\le 128$ tokens). | |
| - `raw_output`: The verbatim text output from the tool execution. | |
| 3. **Fail-Open Policy:** | |
| - If output length $\le 5$ lines or $\le 64$ tokens $\rightarrow$ bypass compressor, pass through verbatim. | |
| - If any runtime, tokenizer, or inference error occurs $\rightarrow$ pass through verbatim with warning log. | |
| - Line scoring: Keep any line where $p(\text{keep}) \ge \tau$ (where $\tau$ is calibrated on the must-keep anchor set). | |
| 4. **Output:** A reconstructed string containing only the kept lines in their exact original relative order, preserving line numbers and error context. | |