This release adds 2 notable features for engineering teams evaluating rollout.
Published 4mo
Productivity & Wikis
✓ No known CVEs patched
✓ No known CVEs patched in this version
Topics
corpus-generator
deterministic-ai
enterprise-data
enterprise-datasets
synthetic-dataset-generation
Summary
AI summaryFixed PR IDs missing from persistent ticket records and reduced department signal noise for non‑engineering teams.
Full changelog
Added
- Global Voice Card System (
utils/persona_utils.py,src/normal_day.py): Migrated individual persona logic to a centralizedget_voice_cardutility. This provides context-aware character sheets (e.g.,async,design,collision) that inject tenure, expertise, mood, and "anti-patterns" into LLM backstories to prevent generic corporate drift. - Robust JSON Recovery (
requirements.txt,src/flow.py,src/normal_day.py): Integratedjson-repairacross the simulation pipeline. This allows the engine to "salvage" malformed LLM responses in ticket generation and Slack conversations, significantly reducing "failed to parse" fallbacks.
Changed
- Persona History Filtering (
src/memory.py): Enhancedpersona_historyto filter out "noisy" macro-events (like sprint planning summaries or standups). This ensures agents focus on personal agency and direct interactions when building their local context. - Incident Recurrence Logic (
src/causal_chain_handler.py): Refined theRecurrenceDetectorto prioritize the earliest incident in a chain (anti-daisy-chaining). This ensures new incidents link back to the original root cause rather than just the most recent duplicate. - Streamlined codebase (
Across all files): Conducted a major cleanup of legacy comments, "ASCII art" section dividers, and redundant docstrings to improve readability and reduce token overhead during development.
Fixed
- PR Causal Linking (
src/flow.py): Fixed a bug where PR IDs were missing from the persistent ticket record. PRs are now immediately appended to theCausalChainHandlerand saved to MongoDB upon creation. - Department Signal Noise (
src/day_planner.py): Non-engineering departments (Sales, HR) now only receive "direct" relevance signals, preventing them from being overwhelmed by technical incident data that doesn't impact their planning.
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