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Agentic Investigation Engine

Tracks the evolution from a fixed pipeline to curiosity-driven investigation. Phases 1–9 plus backlog suggestions.

36

Backlog

Add confidence fields to file and dir cache schemas

#1 by archeious was closed 2026-04-07 14:04:59 -06:00

Phase 1: Confidence Tracking

Update dir loop prompt to set confidence on cache writes

#2 by archeious was closed 2026-04-06 20:46:18 -06:00

Phase 1: Confidence Tracking

fix(ai): document confidence fields in write_cache tool schema (#54) #61

Add low_confidence_entries() query to CacheManager

#3 by archeious was closed 2026-04-06 21:14:04 -06:00

Phase 1: Confidence Tracking

Add _SURVEY_SYSTEM_PROMPT to prompts.py

#4 by archeious was closed 2026-04-06 22:57:43 -06:00

Phase 2: Survey Pass

feat(prompts): add _SURVEY_SYSTEM_PROMPT (#4) #41

Implement _run_survey() and submit_survey tool in ai.py

#5 by archeious was closed 2026-04-06 22:57:45 -06:00

Phase 2: Survey Pass

feat(ai): add _run_survey() and submit_survey tool (#5) #43

feat(prompts): add _SURVEY_SYSTEM_PROMPT (#4) #41

Wire survey output into dir loop system prompt

#6 by archeious was closed 2026-04-06 22:57:46 -06:00

Phase 2: Survey Pass

feat(ai): wire survey output into dir loop (#6) #45

feat(ai): add _run_survey() and submit_survey tool (#5) #43

Skip survey pass for targets below minimum size threshold

#7 by archeious was closed 2026-04-06 22:57:48 -06:00

Phase 2: Survey Pass

feat(ai): skip survey pass for tiny targets (#7) #47

Add _PLANNING_SYSTEM_PROMPT to prompts.py

#8 by archeious was closed 2026-04-12 20:26:22 -06:00

Phase 3: Investigation Planning

feat(ai): Phase 3 investigation planning #75

Implement planning pass with submit_plan tool in ai.py

#9 by archeious was closed 2026-04-12 20:26:22 -06:00

Phase 3: Investigation Planning

feat(ai): Phase 3 investigation planning #75

Implement dynamic turn allocation from plan output

#10 by archeious was closed 2026-04-12 20:26:22 -06:00

Phase 3: Investigation Planning

feat(ai): Phase 3 investigation planning #75

refactor(ai): extract _run_dir_loop into three focused helpers (#57) #67

Save investigation plan to cache for resumed runs

#11 by archeious was closed 2026-04-12 20:26:22 -06:00

Phase 3: Investigation Planning

feat(ai): Phase 3 investigation planning #75

Research and decide on web search API backend

#12 opened 2026-04-06 16:27:46 -06:00 by archeious

Phase 4: External Knowledge Tools

Create luminos_lib/search.py with web_search implementation

#13 opened 2026-04-06 16:27:46 -06:00 by archeious

Phase 4: External Knowledge Tools

Add package_lookup tool (PyPI, npm, crates.io, pkg.go.dev)

#14 opened 2026-04-06 16:27:47 -06:00 by archeious

Phase 4: External Knowledge Tools

Add fetch_url tool for URLs referenced in local files

#15 opened 2026-04-06 16:27:47 -06:00 by archeious

Phase 4: External Knowledge Tools

Add ask_user tool and --interactive flag

#16 opened 2026-04-06 16:27:48 -06:00 by archeious

Phase 4: External Knowledge Tools

Add --no-external flag and per-session budget tracking

#17 opened 2026-04-06 16:27:49 -06:00 by archeious

Phase 4: External Knowledge Tools

Implement tier classification (small/medium/large/xlarge)

#18 opened 2026-04-06 16:28:17 -06:00 by archeious

Phase 5: Scale-Tiered Synthesis

Switch small tier synthesis to per-file cache entries

#19 opened 2026-04-06 16:28:17 -06:00 by archeious

Phase 5: Scale-Tiered Synthesis

Add tier-appropriate depth instructions to synthesis prompt

#20 opened 2026-04-06 16:28:18 -06:00 by archeious

Phase 5: Scale-Tiered Synthesis

Implement grouping pass with submit_grouping tool

#21 opened 2026-04-06 16:28:18 -06:00 by archeious

Phase 6: Multi-Level Synthesis

Implement two-level grouping for xlarge tier

#22 opened 2026-04-06 16:28:19 -06:00 by archeious

Phase 6: Multi-Level Synthesis

Update synthesis prompt for hypothesis formation

#23 opened 2026-04-06 16:28:20 -06:00 by archeious

Phase 7: Hypothesis-Driven Synthesis

Enable think tool in synthesis pass

#24 opened 2026-04-06 16:28:20 -06:00 by archeious

Phase 7: Hypothesis-Driven Synthesis

Implement _run_refinement() with --refine flag

#25 opened 2026-04-06 16:28:21 -06:00 by archeious

Phase 8: Refinement Pass

Add --refine-depth N for multiple refinement passes

#26 opened 2026-04-06 16:28:22 -06:00 by archeious

Phase 8: Refinement Pass

Use confidence scores to prioritize refinement targets

#27 opened 2026-04-06 16:28:23 -06:00 by archeious

Phase 8: Refinement Pass

Define superset output fields in synthesis submit_report schema

#28 opened 2026-04-06 16:28:23 -06:00 by archeious

Phase 9: Dynamic Report Structure

Update report formatter for dynamic field rendering

#29 opened 2026-04-06 16:28:24 -06:00 by archeious

Phase 9: Dynamic Report Structure

Add luminos.toml config file for tunable thresholds

#30 opened 2026-04-06 16:28:47 -06:00 by archeious

Add structured JSONL investigation log

#31 opened 2026-04-06 16:28:48 -06:00 by archeious

Add --security flag for security-focused analysis mode

#32 opened 2026-04-06 16:28:48 -06:00 by archeious

Add Markdown and HTML output formats

#33 opened 2026-04-06 16:28:49 -06:00 by archeious

Add --model flag and per-pass model configuration

#34 opened 2026-04-06 16:28:50 -06:00 by archeious

Incremental AI re-investigation in watch mode

#35 by archeious was closed 2026-04-11 09:46:49 -06:00

feat: AI investigation is the product, drop zero-dep constraint (#64) #65

Add optional PDF and Office document readers

#36 opened 2026-04-06 16:28:51 -06:00 by archeious

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To Do

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In Progress

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Done