# Workspace Memory > Updated: 2026-02-07T03:33:32Z | Size: 24.6k chars ### Remember Tool Wiring - `crates/g3-core/src/tools/memory.rs` [0..5000] - `execute_remember()`, `get_memory_path()`, `merge_memory()` - `crates/g3-core/src/tool_definitions.rs` [11000..12000] - remember tool in `create_core_tools()` - `crates/g3-core/src/tool_dispatch.rs` [48] - dispatch case - `crates/g3-core/src/prompts.rs` [4200..6500] - Workspace Memory prompt section - `crates/g3-cli/src/project_files.rs` - `read_workspace_memory()` loads `analysis/memory.md` ### Context Window & Compaction - `crates/g3-core/src/context_window.rs` [0..29568] - `ThinResult` [23] - scope, before/after %, chars_saved - `ContextWindow` - token tracking, message history - `reset_with_summary()` - compact history to summary - `should_compact()` - threshold check (80%) - `thin_context()` - replace large results with file refs - `crates/g3-core/src/compaction.rs` [0..11404] - `CompactionResult`, `CompactionConfig` - result/config structs - `perform_compaction()` - unified for force_compact() and auto-compaction - `calculate_capped_summary_tokens()`, `should_disable_thinking()` - `build_summary_messages()`, `apply_summary_fallback_sequence()` - `crates/g3-core/src/lib.rs` - `Agent.force_compact()`, `stream_completion_with_tools()` ### Session Storage & Continuation - `crates/g3-core/src/session_continuation.rs` [0..541] - `SessionContinuation`, `save_continuation()`, `load_continuation()` - `crates/g3-core/src/paths.rs` [0..133] - `get_session_logs_dir()`, `get_thinned_dir()`, `get_session_file()` - `crates/g3-core/src/session.rs` - Session logging utilities ### Tool System - `crates/g3-core/src/tool_definitions.rs` [0..544] - `create_core_tools()`, `create_tool_definitions()`, `ToolConfig` - `crates/g3-core/src/tool_dispatch.rs` [0..73] - `dispatch_tool()` routing ### CLI Module Structure - `crates/g3-cli/src/lib.rs` [0..415] - `run()`, mode dispatch, config loading - `crates/g3-cli/src/cli_args.rs` [0..133] - `Cli` struct (clap) - `crates/g3-cli/src/autonomous.rs` [0..785] - `run_autonomous()`, coach-player loop - `crates/g3-cli/src/agent_mode.rs` [0..284] - `run_agent_mode()`, `Agent::new_with_custom_prompt()` - `crates/g3-cli/src/accumulative.rs` [0..343] - `run_accumulative_mode()` - `crates/g3-cli/src/interactive.rs` [0..851] - `run_interactive()`, `run_interactive_machine()`, REPL - `crates/g3-cli/src/task_execution.rs` [0..212] - `execute_task_with_retry()`, `OutputMode` - `crates/g3-cli/src/commands.rs` [17..320] - `/help`, `/compact`, `/thinnify`, `/fragments`, `/rehydrate` - `crates/g3-cli/src/utils.rs` [0..91] - `display_welcome_message()`, `get_workspace_path()` - `crates/g3-cli/src/display.rs` - `format_workspace_path()`, `LoadedContent`, `print_loaded_status()` ### Auto-Memory System - `crates/g3-core/src/lib.rs` - `send_auto_memory_reminder()` [47800..48800] - MEMORY CHECKPOINT prompt - `set_auto_memory()` [1451..1454] - enable/disable - `tool_calls_this_turn` [116] - tracks tools per turn - `execute_tool_in_dir()` [2843..2855] - records tool calls - `crates/g3-core/src/prompts.rs` [3800..4500] - Memory Format in system prompt - `crates/g3-cli/src/lib.rs` [393] - `--auto-memory` CLI flag ### Streaming Markdown Formatter - `crates/g3-cli/src/streaming_markdown.rs` - `format_header()` [21500..22500] - headers with inline formatting - `process_in_code_block()` [439..462] - detects closing fence - `emit_code_block()` [654..675] - joins buffer, highlights code - `flush_incomplete()` [693..735] - handles unclosed blocks at stream end - `crates/g3-cli/tests/streaming_markdown_test.rs` - header formatting tests - **Gotcha**: closing ``` without trailing newline must be detected in `flush_incomplete()` ### Retry Infrastructure - `crates/g3-core/src/retry.rs` [0..12000] - `execute_with_retry()`, `retry_operation()`, `RetryConfig`, `RetryResult` - `crates/g3-cli/src/task_execution.rs` - `execute_task_with_retry()` ### UI Abstraction Layer - `crates/g3-core/src/ui_writer.rs` [0..4500] - `UiWriter` trait, `NullUiWriter`, `print_thin_result()` - `crates/g3-cli/src/ui_writer_impl.rs` [0..14000] - `ConsoleUiWriter`, `print_tool_compact()` - `crates/g3-cli/src/simple_output.rs` [0..1200] - `SimpleOutput` helper ### Feedback Extraction - `crates/g3-core/src/feedback_extraction.rs` [0..22000] - `extract_coach_feedback()`, `try_extract_from_session_log()`, `try_extract_from_native_tool_call()` - `crates/g3-cli/src/coach_feedback.rs` [0..4025] - `extract_from_logs()` for coach-player loop ### Streaming Utilities & State - `crates/g3-core/src/streaming.rs` [0..26146] - `MAX_ITERATIONS` [13] - constant (400) - `StreamingState` [16] - cross-iteration: full_response, first_token_time, iteration_count - `ToolOutputFormat` [54] - enum: SelfHandled, Compact(String), Regular - `IterationState` [166] - per-iteration: parser, current_response, tool_executed - `truncate_line()`, `truncate_for_display()`, `log_stream_error()`, `is_connection_error()` - `format_tool_result_summary()`, `is_compact_tool()`, `format_compact_tool_summary()` - `crates/g3-core/src/lib.rs` [1879..2712] - `stream_completion_with_tools()` main loop ### Background Process Management - `crates/g3-core/src/background_process.rs` [0..3000] - `BackgroundProcessManager`, `start()`, `list()`, `is_running()`, `get()`, `remove()` - No `stop()` method - use shell `kill ` ### Unified Diff Application - `crates/g3-core/src/utils.rs` [5000..15000] - `apply_unified_diff_to_string()`, `parse_unified_diff_hunks()` - Handles multi-hunk diffs, CRLF normalization, range constraints ### Error Classification - `crates/g3-core/src/error_handling.rs` [0..567] - `classify_error()`, `ErrorType`, `RecoverableError` - Priority: rate limit > network > server > busy > timeout > token limit > context length - **Gotcha**: "Connection timeout" → NetworkError (not Timeout) due to "connection" keyword priority ### CLI Metrics - `crates/g3-cli/src/metrics.rs` [0..5416] - `TurnMetrics`, `format_elapsed_time()`, `generate_turn_histogram()` ### ACD (Aggressive Context Dehydration) Saves conversation fragments to disk, replaces with stubs. - `crates/g3-core/src/acd.rs` [0..22830] - `Fragment` - `new()`, `save()`, `load()`, `generate_stub()`, `list_fragments()`, `get_latest_fragment_id()` - `crates/g3-core/src/tools/acd.rs` [0..8500] - `execute_rehydrate()` tool - `crates/g3-core/src/paths.rs` [3200..3400] - `get_fragments_dir()` → `.g3/sessions//fragments/` - `crates/g3-core/src/compaction.rs` [195..240] - ACD integration, creates fragment+stub - `crates/g3-core/src/context_window.rs` [10100..10700] - `reset_with_summary_and_stub()` - `crates/g3-cli/src/lib.rs` [157..161] - `--acd` flag; [1476..1525] - `/fragments`, `/rehydrate` **Fragment JSON**: `fragment_id`, `created_at`, `messages`, `message_count`, `user_message_count`, `assistant_message_count`, `tool_call_summary`, `estimated_tokens`, `topics`, `preceding_fragment_id` ### UTF-8 Safe String Slicing Rust `&s[..n]` panics on multi-byte chars (emoji, CJK) if sliced mid-character. **Pattern**: `s.char_indices().nth(n).map(|(i,_)| i).unwrap_or(s.len())` **Danger zones**: Display truncation, ACD stubs, user input, non-ASCII text. ### Studio - Multi-Agent Workspace Manager - `crates/studio/src/main.rs` [0..12500] - `cmd_run()`, `cmd_status()`, `cmd_accept()`, `cmd_discard()`, `extract_session_summary()` - `crates/studio/src/session.rs` - `Session`, `SessionStatus` - `crates/studio/src/git.rs` - `GitWorktree` for isolated agent sessions **Session log**: `/.g3/sessions//session.json` **Fields**: `context_window.{conversation_history, percentage_used, total_tokens, used_tokens}`, `session_id`, `status`, `timestamp` ### Racket Code Search Support - `crates/g3-core/src/code_search/searcher.rs` - Racket parser [~45] - `tree_sitter_racket::LANGUAGE` - Extensions [~90] - `.rkt`, `.rktl`, `.rktd` → "racket" ### Language-Specific Prompt Injection Auto-detects languages and injects toolchain guidance. - `crates/g3-cli/src/language_prompts.rs` - `LANGUAGE_PROMPTS` [12..19] - (lang_name, extensions, prompt_content) - `AGENT_LANGUAGE_PROMPTS` [21..26] - (agent_name, lang_name, prompt_content) - `detect_languages()` [22..32] - scans workspace - `scan_directory_for_extensions()` [42..77] - recursive, depth 2, skips hidden/vendor - `get_language_prompts_for_workspace()` [88..108] - `get_agent_language_prompts_for_workspace()` [124..137] - `crates/g3-cli/src/agent_mode.rs` [149..159] - appends agent-specific prompts - `prompts/langs/` - language prompt files **To add language**: Create `prompts/langs/.md`, add to `LANGUAGE_PROMPTS` **To add agent+lang**: Create `prompts/langs/..md`, add to `AGENT_LANGUAGE_PROMPTS` ### MockProvider for Testing - `crates/g3-providers/src/mock.rs` - `MockProvider` [220..320] - response queue, request tracking - `MockResponse` [35..200] - configurable chunks and usage - `scenarios` module [410..480] - `text_only_response()`, `multi_turn()`, `tool_then_response()` - `crates/g3-core/tests/mock_provider_integration_test.rs` - integration tests **Usage**: `MockProvider::new().with_response(MockResponse::text("Hello!"))` ### G3 Status Message Formatting - `crates/g3-cli/src/g3_status.rs` - `Status` [12] - enum: Done, Failed, Error(String), Custom(String), Resolved, Insufficient, NoChanges - `G3Status` [44] - static methods for "g3:" prefixed messages - `progress()` [48] - "g3: ..." (no newline) - `done()` [72] - bold green "[done]" - `failed()` [81] - red "[failed]" - `thin_result()` [236] - formats ThinResult with colors ### Prompt Cache Statistics - `crates/g3-providers/src/lib.rs` [195..210] - `Usage.cache_creation_tokens`, `cache_read_tokens` - `crates/g3-providers/src/anthropic.rs` [944..956] - parses `cache_creation_input_tokens`, `cache_read_input_tokens` - `crates/g3-providers/src/openai.rs` [494..510] - parses `prompt_tokens_details.cached_tokens` - `crates/g3-core/src/lib.rs` [75..90] - `CacheStats` struct; [106] - `Agent.cache_stats` - `crates/g3-core/src/stats.rs` [189..230] - `format_cache_stats()` with hit rate metrics ### Embedded Provider (Local LLM) Local inference via llama-cpp-rs with Metal acceleration. - `crates/g3-providers/src/embedded.rs` - `EmbeddedProvider` [22..85] - session, model_name, max_tokens, temperature, context_length - `new()` [26..85] - tilde expansion, auto-downloads Qwen if missing - `format_messages()` [87..175] - converts to prompt string (Qwen/Mistral/Llama templates) - `get_stop_sequences()` [280..340] - model-specific stop tokens - `stream()` [560..780] - via spawn_blocking + mpsc ### Chat Template Formats | Model | Start Token | End Token | |-------|-------------|----------| | Qwen | `<\|im_start\|>role\n` | `<\|im_end\|>` | | GLM-4 | `[gMASK]<\|role\|>\n` | `<\|endoftext\|>` | | Mistral | `[INST]` | `[/INST]` | | Llama | `<>` | `<>` | ### Recommended GGUF Models | Model | Size | Use Case | |-------|------|----------| | GLM-4-9B-Q8_0 | ~10GB | Fast, capable | | GLM-4-32B-Q6_K_L | ~27GB | Top tier coding/reasoning | | Qwen3-4B-Q4_K_M | ~2.3GB | Small, rivals 72B | **Download**: `huggingface-cli download --include "" --local-dir ~/.g3/models/` **Config**: ```toml [providers.embedded.glm4] model_path = "~/.g3/models/THUDM_GLM-4-32B-0414-Q6_K_L.gguf" model_type = "glm4" context_length = 32768 max_tokens = 4096 gpu_layers = 99 ``` ### Agent Skills System Portable skill packages with SKILL.md + optional scripts per Agent Skills spec (agentskills.io). - `crates/g3-core/src/skills/mod.rs` [0..47] - exports: `Skill`, `discover_skills`, `generate_skills_prompt` - `crates/g3-core/src/skills/parser.rs` [0..363] - `Skill` [11..30] - name, description, metadata, body, path - `Skill::parse()` [45..100] - parses SKILL.md with YAML frontmatter - `validate_name()` [133..175] - 1-64 chars, lowercase+hyphens - `crates/g3-core/src/skills/discovery.rs` [0..383] - `discover_skills()` [38..85] - scans 5 locations: embedded → global → extra → workspace → repo - `load_embedded_skills()` [88..102] - synthetic path `/SKILL.md` - `is_embedded_skill()` [161..163] - checks `` XML - `crates/g3-config/src/lib.rs` [180..200] - `SkillsConfig` (enabled, extra_paths) - `crates/g3-cli/src/project_files.rs` [180..210] - `discover_and_format_skills()` **Skill Locations** (priority: later overrides earlier): 1. Embedded (compiled in) 2. `~/.g3/skills/` (global) 3. Config extra_paths 4. `.g3/skills/` (workspace) 5. `skills/` (repo root) **SKILL.md Format**: ```yaml --- name: skill-name # Required: 1-64 chars, lowercase + hyphens description: What it does # Required: 1-1024 chars license: Apache-2.0 # Optional compatibility: Requires X # Optional --- # Instructions... ``` ### Research Tool (First-Class) Async web research via background scout agent. Implemented as a first-class tool (not a skill). - `crates/g3-core/src/pending_research.rs` [0..547] - `PendingResearchManager` - thread-safe task tracking with Arc - `ResearchTask`, `ResearchStatus` - task state (Pending/Complete/Failed) - `register()`, `complete()`, `fail()`, `get()`, `list_pending()`, `take_completed()` - `with_notifications()` - broadcast channel for interactive mode - `crates/g3-core/src/tools/research.rs` [0..471] - `execute_research()` - spawns scout agent in background tokio task - `execute_research_status()` - check status of pending/completed research - `CONTEXT_ERROR_PATTERNS` - detects context window exhaustion - `strip_ansi_codes()`, `extract_report()` - report extraction utilities - `crates/g3-core/src/lib.rs` - `Agent.pending_research_manager` - field on Agent struct - `inject_completed_research()` [781..836] - injects results as user messages - `enable_research_notifications()` - for interactive mode **Tools**: `research` (async, returns research_id), `research_status` (check pending tasks) ### Plan Mode Structured task planning with cognitive forcing - requires happy/negative/boundary checks. - `crates/g3-core/src/tools/plan.rs` - `Plan` [200..240] - plan_id, revision, approved_revision, items[] - `PlanItem` [110..145] - id, description, state, touches, checks, evidence, notes - `PlanState` [25..45] - enum: Todo, Doing, Done, Blocked - `Checks` [90..105] - happy, negative[], boundary[] - `get_plan_path()` [280..285] - `.g3/sessions//plan.g3.md` - `read_plan()`, `write_plan()` [290..335] - YAML in markdown - `plan_verify()` [659..700] - verifies evidence when complete - `execute_plan_read/write/approve()` [395..530] - tool implementations - `crates/g3-core/src/tool_definitions.rs` [263..330] - plan_read, plan_write, plan_approve - `crates/g3-core/src/prompts.rs` [21..130] - SHARED_PLAN_SECTION **Tool names**: `plan_read`, `plan_write`, `plan_approve` (underscores, not dots) ### Plan Verification System - `crates/g3-core/src/tools/plan.rs` - `EvidenceType` [283..300] - CodeLocation, TestReference, Unknown - `VerificationStatus` [303..320] - Verified, Warning, Error, Skipped - `parse_evidence()` [390..428] - parses `file:line-line` or `file::test_name` - `verify_code_location()` [443..495] - checks file exists, lines in range - `verify_test_reference()` [496..554] - checks test file, searches for fn **Evidence formats**: `src/foo.rs:42-118`, `src/foo.rs:42`, `tests/foo.rs::test_bar` ### Invariants System (Rulespec & Envelope) Machine-readable invariants for Plan Mode verification. - `crates/g3-core/src/tools/invariants.rs` - `Claim` [50..75] - name + selector - `PredicateRule` [80..120] - Contains, Equals, Exists, NotExists, GreaterThan, LessThan, MinLength, MaxLength, Matches - `Predicate` [125..180] - claim, rule, value, source, notes - `Rulespec` [185..240] - claims[] + predicates[] - `ActionEnvelope` [245..290] - facts HashMap - `Selector` [295..410] - XPath-like: `foo.bar`, `foo[0]`, `foo[*]` - `evaluate_rulespec()` [780..850] - evaluates against envelope - Paths: `.g3/sessions//rulespec.yaml`, `envelope.yaml` ### Studio SDLC Pipeline Orchestrates 7 agents in sequence for codebase maintenance. - `crates/studio/src/sdlc.rs` - `PIPELINE_STAGES` [28..62] - euler → breaker → hopper → fowler → carmack → lamport → huffman - `Stage` [18..26] - name, description, focus - `StageStatus` [65..80] - Pending, Running, Complete, Failed, Skipped - `PipelineState` [108..140] - run_id, stages[], commit_cursor, session_id - `display_pipeline()` [354..390] - box display with status icons - `crates/studio/src/main.rs` - `cmd_sdlc_run()` [540..655] - orchestrates pipeline, merges on completion - `has_commits_on_branch()` [715..728] - counts commits ahead of main - `crates/studio/src/git.rs` - `merge_to_main()` (hardcodes 'main') **State**: `.g3/sdlc/pipeline.json` **CLI**: `studio sdlc run [-c N]`, `studio sdlc status`, `studio sdlc reset` ### Terminal Width Responsive Output Makes tool output responsive to terminal width - no line wrapping, with 4-char right margin. - `crates/g3-cli/src/terminal_width.rs` - `get_terminal_width()` [21..28] - returns usable width (terminal - 4 margin), min 40, default 80 - `clip_line()` [33..44] - clips line with "…" ellipsis, UTF-8 safe - `compress_path()` [53..96] - preserves filename, truncates dirs from left with "…" - `compress_command()` [101..103] - clips command from right with "…" - `available_width_after_prefix()` [115..117] - helper for prefixed lines - `crates/g3-cli/src/ui_writer_impl.rs` - `update_tool_output_line()` [407..445] - uses clip_line() with dynamic width - `print_tool_output_line()` [447..454] - uses clip_line() for output lines - `print_tool_output_header()` [293..410] - uses compress_path/compress_command - `print_tool_compact()` [475..635] - width-aware compact tool display ### Datalog Invariant Verification - `crates/g3-core/src/tools/datalog.rs` [0..37000] - `CompiledPredicate` [47..67] - id, claim_name, selector, rule, expected_value, source, notes - `CompiledRulespec` [70..80] - plan_id, compiled_at_revision, predicates, claims - `compile_rulespec()` [88..140] - validates selectors, builds claim lookup, converts to CompiledPredicate - `Fact` [170..180] - claim_name, value (extracted from envelope) - `extract_facts()` [190..210] - uses Selector to navigate envelope YAML - `extract_values_recursive()` [215..250] - handles arrays/objects/scalars, adds __length facts - `DatalogPredicateResult` [255..275] - id, claim_name, rule, expected_value, passed, reason, source, notes - `DatalogExecutionResult` [280..295] - predicate_results, fact_count, passed_count, failed_count - `execute_rules()` [300..340] - builds fact lookup, uses datafrog Iteration, evaluates predicates - `evaluate_predicate_datalog()` [345..480] - handles all PredicateRule types - `get_compiled_rulespec_path()` [500..505] - `.g3/sessions//rulespec.compiled.json` - `save_compiled_rulespec()`, `load_compiled_rulespec()` [510..530] - JSON serialization - `format_datalog_results()` [540..620] - formats results for shadow mode display - `crates/g3-core/src/tools/plan.rs` - `shadow_datalog_verify()` [716..760] - loads compiled rulespec + envelope, runs datalog, prints to stderr - `execute_plan_approve()` [1030..1095] - compiles rulespec on approval, saves to rulespec.compiled.json **Datalog Flow**: 1. `plan_approve` → `compile_rulespec()` → saves `rulespec.compiled.json` 2. `plan_verify` → `shadow_datalog_verify()` → loads compiled + envelope → `extract_facts()` → `execute_rules()` → `eprint!()` (shadow mode) ### Rulespec Changes (2026-02-06) - Rulespec is no longer generated on-the-fly during `plan_write` — it's now read from `analysis/rulespec.yaml` (checked-in, hand-crafted) - `read_rulespec()` in `invariants.rs` now takes `&Path` (working_dir) instead of `&str` (session_id) - `write_rulespec()`, `get_rulespec_path()`, `format_rulespec_yaml()`, `format_rulespec_markdown()` removed from `invariants.rs` - `save_compiled_rulespec()`, `load_compiled_rulespec()`, `get_compiled_rulespec_path()` removed from `datalog.rs` - `shadow_datalog_verify()` now compiles rulespec on-the-fly at verify time, writes `rulespec.compiled.dl` and `datalog_evaluation.txt` to session dir - `plan_write` tool no longer accepts `rulespec` parameter - `plan_approve` no longer compiles rulespec - `format_verification_results()` now takes `working_dir: Option<&Path>` as third parameter ### Write Envelope Tool - `crates/g3-core/src/tools/envelope.rs` [0..184] - `execute_write_envelope()` [37..79] - parses YAML facts, writes envelope.yaml, calls verify_envelope() - `verify_envelope()` [93..183] - compiles rulespec, extracts facts, runs datalog, writes .dl + evaluation artifacts (shadow mode) - `crates/g3-core/src/tools/mod.rs` [16] - `pub mod envelope;` - `crates/g3-core/src/tool_definitions.rs` [266..282] - write_envelope tool definition (facts parameter) - `crates/g3-core/src/tool_dispatch.rs` [41..43] - write_envelope dispatch case - `prompts/system/native.md` [78..100] - Action Envelope section references write_envelope tool - Tool count: 14 (was 13) **Workflow change**: `write_envelope` → `verify_envelope()` → datalog shadow, then `plan_write(done)` → `plan_verify()` → checks envelope exists - `shadow_datalog_verify()` removed from `plan.rs` - `format_verification_results()` no longer runs datalog, only checks envelope existence ### Datalog Program Generation - `crates/g3-core/src/tools/datalog.rs` [537..701] - `format_datalog_program()`, `escape_datalog_string()` - Soufflé-style .dl output with `.decl` relations, fact assertions, and rules - Relations: `claim_value(claim, value)`, `claim_length(claim, length)`, `predicate_pass(id)`, `predicate_fail(id)` - Handles all 9 PredicateRule types: Exists, NotExists, Equals, Contains, GreaterThan, LessThan, MinLength, MaxLength, Matches - Length facts (`__length` suffix) go into `claim_length` relation - `crates/g3-core/src/tools/envelope.rs` [150] - `verify_envelope()` now calls `format_datalog_program()` instead of `serde_yaml::to_string()` - **Bug fixed**: `.dl` files previously contained YAML (just serialized CompiledRulespec), now contain actual Soufflé datalog ### Datalog Program Generation - `crates/g3-core/src/tools/datalog.rs` [537..701] - `format_datalog_program()`, `escape_datalog_string()` - Soufflé-style .dl output with `.decl` relations, fact assertions, and rules - Relations: `claim_value(claim, value)`, `claim_length(claim, length)`, `predicate_pass(id)`, `predicate_fail(id)` - Handles all 9 PredicateRule types: Exists, NotExists, Equals, Contains, GreaterThan, LessThan, MinLength, MaxLength, Matches - Length facts (`__length` suffix) go into `claim_length` relation - `crates/g3-core/src/tools/envelope.rs` [150] - `verify_envelope()` now calls `format_datalog_program()` instead of `serde_yaml::to_string()` - **Bug fixed**: `.dl` files previously contained YAML (just serialized CompiledRulespec), now contain actual Soufflé datalog ### Datalog Fact Extraction Fix (2026-02-07) - `crates/g3-core/src/tools/datalog.rs` [188..207] - `extract_facts()` now has fallback: if selector returns empty on unwrapped envelope value, retries against a `facts`-wrapped version. This handles rulespec selectors written as `facts.feature.done` when `to_yaml_value()` strips the `facts:` wrapper. - Root cause: `ActionEnvelope.to_yaml_value()` creates a Mapping from the `facts` HashMap WITHOUT a `facts` key wrapper, but rulespec selectors may include a `facts.` prefix. - New unit tests: `test_extract_facts_with_facts_prefix_selector`, `test_extract_facts_roundtrip_from_yaml`, `test_execute_rules_full_pipeline_with_facts_prefix`, `test_execute_rules_full_pipeline_without_facts_prefix` - New integration tests: `test_plan_verify_rulespec_with_facts_prefix_selectors`, `test_plan_verify_mixed_pass_fail` - Strengthened: `test_plan_verify_with_analysis_rulespec` now asserts `Facts extracted: 0` is NOT in output