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… guidance, improved reporting.

- add web_recon module for reconnaissance without exploitation
- make reporting work with only observations for non-exploitation use cases
- reporting uses all findings when MEMORY_ISOLATION=shared
- increase PROMPT_TELEMETRY_THRESHOLD to more reasonable value of 85% to allow for more input context
- fix sliding conversation manager to preserve first messages: initial user prompt was getting lost
- improve handling of failure cases
- patch OllamaModel usage reporting: input and output tokens are swapped
- apply CYBER_AGENT_OUTPUT_DIR everywhere instead of hardcoded “outputs” directory
- set context window message limit based on prompt token limit: 100 lines default, 200 lines for >= 128,000, 300 lines for >= 400,000
- use full paths with LLM content, some models prepend hallucinated filesystem roots
- add operation_paths information to system prompt to control LLM filesystem scope
- add reflection_snapshot information to system prompt (was already referenced by execution prompts)
- run execution prompt optimizer before system prompt rebuilding to load the optimized prompt in the same step
- improve agent continuation message with budget, check point and actions
- update bedrock models to global.anthropic.claude-opus-4-5-20251101-v1:0 / us.anthropic.claude-sonnet-4-5-20250929-v1:0
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PR Quality Check

Pylint Score: 9.74/10 [PASS]
Tests: Check workflow status above

[PASS] All checks passed!

@github-actions
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PR Quality Check

Pylint Score: 9.74/10 [PASS]
Tests: Check workflow status above

[PASS] All checks passed!

@double16 double16 merged commit 9694395 into develop Jan 28, 2026
5 checks passed
@double16 double16 deleted the feature/module-recon branch January 28, 2026 21:24
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2 participants