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Status
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Tool Management
7 harnesses
Schema Versioning
B2
Tool schema versioning with SemVer compliance. Detects breaking changes between versions, maintains migration paths, and ensures backward compatibility.
Strict SemVer
Auto-Migrate
Breaking Change Alert
Contract Self-Healing
B6
Runtime contract violation detection and auto-patching. Maintains knowledge base of known failure patterns and applies fixes automatically.
Auto-Heal
Learning Enabled
Max Heal Attempts
Output Trimming
B8
Compresses large outputs to fit context budgets. Multiple strategies: truncate, summarize, sample, filter. Preserves critical information.
Strategy
Max Tokens
Preserve Structure
Contract Replay Tests
B10
Replay contract tests to catch regressions. Records tool interactions and replays them to verify behavior hasn't changed.
Record Enabled
Replay on Change
Max Recordings
Contract-Aware Cache
B12
Cache that respects schema versions. Auto-invalidates on schema changes, supports LRU/LFU/Adaptive eviction strategies.
Eviction Policy
TTL (seconds)
Max Size (MB)
Capability Cards
B13
Rich tool capability descriptions and matrices. Multi-dimensional scoring, dependency graphs, capability search and filtering.
Auto-Discover
Benchmark Capabilities
Tool Router
B14
Intent → Shortlist → Choose routing. Natural language intent parsing, capability matching, fallback chains when primary tool fails.
Routing Strategy
Fallback Enabled
Load Balancing
Parallel Execution
4 harnesses
Parallel Execution Manager
F1
Concurrent task orchestration with thread/process pools, async integration, DAG execution, and priority-based scheduling.
Max Workers
Execution Mode
Priority Enabled
Work Distribution
F2
Load balancing and work stealing algorithms. Dynamic worker scaling, affinity-based scheduling, resource-aware distribution.
Strategy
Dynamic Scaling
Result Aggregation
F3
Combine parallel results with multiple aggregation strategies. Supports partial results, streaming, and custom merge functions.
Aggregation Strategy
Partial Results
Deadlock Detection
F4
Resource safety and deadlock prevention. Cycle detection, timeout-based detection, and automatic resolution strategies.
Detection Interval (ms)
Auto-Resolve
Resolution Strategy
Memory Advanced
2 harnesses
Memory Persistence
H8
Save and load agent memories across sessions. Multiple backend support (SQLite, Postgres, Redis), encryption, and versioning.
Backend
Encryption
Versioning
Memory Sharing
H9
Share memories between agents. Access control, selective sharing, and cross-agent knowledge transfer.
Sharing Mode
Access Control
Context Engineering
1 harness
Multi-Document Reasoning
I6
Cross-document analysis with citation tracking, source attribution, and conflict resolution between multiple documents.
Citation Tracking
Conflict Resolution
Execution Safety
2 harnesses
Auto-Pivot Policy
S1
Detects doom loops and forces strategy changes. Prevents agents from repeating the same failed actions.
Loop Detection Threshold
Pivot Strategy
Max Pivots Per Task
Detect Action Loops
Detect Output Loops
Detect Error Loops
Learn From Pivots
Budget Tracker
S2
Tracks resource usage (API calls, tokens, cost) and enforces limits. Prevents runaway spending.
Max Cost (USD)
Max LLM Calls
Max Web Searches
Max Code Executions
Max API Calls
Max Tokens
Pivot After Failures
Low Value Threshold