Update History
Track all improvements, new features, and bug fixes in SonexAI's development journey.
Multi-Agent Support
Added full support for all 24 Valorant agents with specialized strategies for each role.
Changes:
- Implemented unique ability usage patterns for each agent
- Added role-specific positioning algorithms (Duelist, Controller, Sentinel, Initiator)
- Optimized crosshair placement for agent-specific peek angles
Voice Communication Enhancement
Improved natural language processing for teammate communication with 23% better accuracy.
Changes:
- Upgraded NLP model from GPT-3.5 to fine-tuned GPT-4 variant
- Added context-aware callouts based on game state
- Reduced voice processing latency to 45ms
Memory Leak Resolution
Fixed critical memory leak in the vision processing pipeline.
Changes:
- Resolved tensor memory accumulation in ResNet backbone
- Implemented proper CUDA memory cleanup after each frame
- Reduced average RAM usage by 34%
Anti-Flash Reaction System
New flash detection and reaction system with 94% dodge rate.
Changes:
- Implemented brightness spike detection at 120 FPS
- Added predictive flash trajectory analysis
- Integrated look-away mechanic with 12ms reaction time
Economy Decision Optimization
Improved buy round decision making based on team economy analysis.
Changes:
- Added Monte Carlo simulation for economy prediction
- Implemented team-aware saving strategies
- Optimized weapon selection based on map and position
Spray Transfer Learning
Added spray transfer capability for multi-kill scenarios.
Changes:
- Trained on 50K spray transfer clips from pro players
- Implemented target prioritization algorithm
- Added spray pattern memory for all weapons
Map Rotation Bug Fix
Fixed incorrect rotation timing on Pearl and Lotus maps.
Changes:
- Corrected timing calculations for long rotations
- Fixed pathfinding issues near teleporters
- Updated map geometry data for recent patches
GPU Optimization
Major performance improvements for mid-range GPU support.
Changes:
- Reduced VRAM requirements from 8GB to 4GB
- Implemented mixed-precision inference (FP16)
- Added dynamic batch sizing based on available memory
Sound Analysis Integration
New audio processing module for enemy position prediction.
Changes:
- Implemented real-time audio spectrum analysis
- Added footstep direction detection with 87% accuracy
- Integrated ability sound recognition for all agents
Training Data Expansion
Expanded training dataset with 200K new match replays.
Changes:
- Added Radiant/Immortal tier match data
- Included professional tournament matches
- Improved data diversity across all maps
Smoke Placement Accuracy
Fixed inconsistent smoke placement for Controller agents.
Changes:
- Corrected lineup calculation algorithms
- Fixed timing issues with delayed smokes
- Added wind-up animation compensation
Post-Plant Protocol
New strategic module for post-plant situations.
Changes:
- Implemented optimal positioning algorithms
- Added defuse timing predictions
- Created spike location-aware defensive strategies
Recoil Control Enhancement
Improved spray control accuracy by 18% across all weapons.
Changes:
- Updated spray patterns for latest game patch
- Added micro-adjustment algorithm for moving targets
- Implemented weapon-specific pull-down curves
Clutch Mode Activation
Special decision-making mode for 1vX clutch situations.
Changes:
- Implemented high-stakes risk assessment
- Added time management algorithms
- Created isolation and pick strategies
Jiggle Peek Timing
Fixed timing issues with information-gathering peeks.
Changes:
- Corrected movement acceleration calculations
- Fixed counter-strafe timing for accuracy
- Improved peek width consistency
Neural Network Pruning
Reduced model size by 23% with minimal accuracy loss.
Changes:
- Applied magnitude-based weight pruning
- Optimized layer connectivity patterns
- Improved inference speed by 15%
Utility Combo System
Added ability to chain utility usage with teammates.
Changes:
- Implemented ability cooldown tracking
- Created combo execution timing system
- Added team utility coordination protocols
Split Map Navigation
Fixed pathfinding issues in Split B site area.
Changes:
- Corrected navmesh for updated geometry
- Fixed stuck detection in rafters area
- Improved rotation timing through mid
Enemy Tracking Enhancement
Improved multi-target tracking accuracy by 12%.
Changes:
- Upgraded object detection to YOLOv8
- Added occlusion-aware tracking
- Implemented velocity prediction for peeking enemies
Operator Quick Scope
Added quick-scope capability for close-range OP plays.
Changes:
- Implemented scope timing optimization
- Added close-range target prioritization
- Created movement prediction for no-scopes
Ultimate Tracking Bug
Fixed incorrect enemy ultimate tracking calculations.
Changes:
- Corrected point accumulation formulas
- Fixed orb collection detection
- Updated kill credit calculations
Map Control Heatmaps
Added real-time map control visualization for decision making.
Changes:
- Implemented territory control algorithms
- Added threat density mapping
- Created predictive enemy position heatmaps
Dynamic Crosshair Adjustment
Auto-adjusting crosshair placement based on common angles.
Changes:
- Trained on pro player crosshair placement data
- Added angle-specific height adjustment
- Implemented predictive placement for common spots
Ability UI Detection
Fixed ability availability detection in HUD.
Changes:
- Updated UI element detection coordinates
- Fixed cooldown timer recognition
- Corrected charge count detection
Movement Prediction Model
Enhanced enemy movement prediction accuracy to 91%.
Changes:
- Added LSTM-based trajectory prediction
- Implemented acceleration pattern recognition
- Improved strafe pattern detection
Wallbang Database
Added comprehensive wallbang spot database for all maps.
Changes:
- Cataloged 500+ wallbang positions
- Added penetration damage calculations
- Implemented timing-based wallbang triggers
Spike Rush Adaptation
Fixed incorrect behavior in Spike Rush game mode.
Changes:
- Updated economy logic for free weapons
- Fixed orb interaction priorities
- Corrected round-based strategy switching
First Blood Strategy
Optimized opening duel win rate to 67%.
Changes:
- Analyzed 100K first blood scenarios
- Implemented aggressive peek timing
- Added map-specific opening plays
Trade Kill Recognition
Added trade kill awareness for entry situations.
Changes:
- Implemented teammate position tracking
- Added refrag timing algorithms
- Created entry support positioning
Killjoy Turret Placement
Fixed suboptimal turret placement patterns.
Changes:
- Updated placement algorithms for common setups
- Fixed line-of-sight calculations
- Improved turret-alarm bot synergy
Defuse Decision Logic
Improved defuse attempt decision making.
Changes:
- Added time-remaining calculations
- Implemented fake defuse detection
- Created stick-or-fight decision tree
Knife Round Tactics
Added specialized behavior for knife rounds.
Changes:
- Implemented rushing strategies
- Added coordination with team movement
- Created chase and escape algorithms
Viper Wall Calculation
Fixed incorrect wall placement calculations.
Changes:
- Corrected wall length calculations
- Fixed activation timing issues
- Updated optimal wall positions database
Headshot Accuracy Boost
Increased headshot percentage from 32% to 41%.
Changes:
- Fine-tuned aim prediction algorithms
- Added head-level tracking priority
- Implemented micro-flick adjustments
Eco Round Strategies
Added dedicated strategies for economy rounds.
Changes:
- Implemented stack and rush tactics
- Added force-buy decision logic
- Created Sheriff-only aim adjustments
Icebox Navigation
Fixed movement issues on Icebox ziplines.
Changes:
- Corrected zipline interaction timing
- Fixed stuck detection on containers
- Improved B site navigation
Reaction Time Optimization
Reduced average reaction time to 142ms.
Changes:
- Optimized input processing pipeline
- Implemented predictive aim preparation
- Reduced model inference latency
Comeback Mechanic Detection
Added detection and exploitation of comeback mechanics.
Changes:
- Implemented thrifty round recognition
- Added loss streak bonus tracking
- Created aggressive eco-counter strategies
Chamber Trademark Bug
Fixed incorrect trademark placement for Chamber.
Changes:
- Updated valid placement zones
- Fixed trip wire height calculations
- Corrected activate/deactivate timing
Map-Specific Tuning
Individual model fine-tuning for each map.
Changes:
- Created map-specific weight configurations
- Optimized angle holding per map
- Added custom timing for each map
Molly Lineup System
Automated molly lineups for post-plant situations.
Changes:
- Added 200+ lineup positions
- Implemented precise timing calculations
- Created spike plant position recognition
Astra Pull Timing
Fixed incorrect Astra gravity well timing.
Changes:
- Corrected activation delay calculations
- Fixed enemy position prediction during pull
- Updated star placement algorithms
Team Composition Analysis
Added pre-round analysis of team compositions.
Changes:
- Implemented composition strength scoring
- Added execute vs default decision making
- Created counter-comp strategies
Flash Pop Timing
Optimized entry timing with flash abilities.
Changes:
- Implemented flash trajectory analysis
- Added peek timing coordination
- Created pop-flash self-entry system
Bind Teleporter Usage
Fixed decision making for Bind teleporters.
Changes:
- Updated risk assessment for TP usage
- Fixed exit timing calculations
- Improved fake TP strategies
Shield Purchase Logic
Optimized armor purchase decisions.
Changes:
- Added full vs half shield analysis
- Implemented economy-aware purchasing
- Created round-type specific armor logic
Bait Detection System
Added recognition of baiting teammates.
Changes:
- Implemented teammate support scoring
- Added position adjustment for trades
- Created anti-bait positioning
Cypher Camera Placement
Fixed camera placement in uncommon spots.
Changes:
- Updated placement validation logic
- Fixed angle calculation errors
- Added new creative spot database
Timeout Strategy Adaptation
Added behavior changes after enemy timeouts.
Changes:
- Implemented anti-read strategies
- Added variation in default executes
- Created timeout response patterns
Updraft Movement
Added Jett and Raze vertical movement tactics.
Changes:
- Implemented dash and satchel trajectories
- Added aerial aim adjustment
- Created updraft peek timing
Haven C Long Hold
Fixed defensive positioning on Haven C long.
Changes:
- Updated angle priority calculations
- Fixed retreat timing from garage
- Improved rotation speed to site
Kill Feed Analysis
Added real-time kill feed processing.
Changes:
- Implemented player count tracking
- Added weapon identification from killfeed
- Created alive enemy prediction
Retake Protocols
Specialized algorithms for retake situations.
Changes:
- Implemented utility usage priority
- Added time-based aggression scaling
- Created coordinated entry patterns
Sova Dart Lineups
Fixed inconsistent recon dart landings.
Changes:
- Recalculated bounce physics
- Updated lineup coordinate precision
- Fixed charge time calculations
Site Anchor Behavior
Improved solo site defense capabilities.
Changes:
- Added delay tactics for rotation
- Implemented info gathering peeks
- Created utility stacking strategies
Minimap Processing
Added minimap analysis for enemy positions.
Changes:
- Implemented real-time minimap OCR
- Added sound ping recognition
- Created teammate position tracking
Input Lag Compensation
Fixed timing issues on high latency connections.
Changes:
- Added ping-aware action timing
- Implemented prediction buffer
- Fixed movement interpolation
Agent Selection Logic
Improved agent picking based on team needs.
Changes:
- Added role-filling algorithm
- Implemented map-agent affinity scores
- Created composition synergy analysis
Initial Release
First public release of SonexAI deep learning Valorant agent.
Changes:
- Core neural network architecture (127M parameters)
- Vision processing pipeline with ResNet-50
- Policy and value networks for decision making
- Voice communication system
- Support for all maps and agents