OrchestCode utilizes a System-1 routing engine and Claude Sonnet 5.5 to build, execute, and autonomously debug entire codebases without human intervention.
95% reduction in context window usage via MarkItDown & OrchestBrain routing.
RELIABILITY
100%
Strict circuit-breakers prevent infinite AI hallucination loops.
orchestcode-agent
The Dual-Engine Architecture
01. GUARDRAIL
OrchestBrain System-1
High-speed cognitive routing. Rapidly scans the repo, verifies test integrity, and intercepts unsafe CLI commands in milliseconds.
02. REASONING
System-2 Claude
Deep architectural synthesis powered by Claude Sonnet 5.5. Generates pinpoint minimal diffs instead of costly full-file replacements.
03. EXECUTION
Autonomous Loop
Code is executed in an isolated sandbox. If it fails, the error stack is parsed and self-healed before human review is ever needed.
The Autonomous AI Factory
We've evolved OrchestCode from a single-agent loop into a complete, self-healing corporate hierarchy (Phases 1-4).
Multi-Agent FSM (Phase 3)
Zero-hallucination workflow managed by a strict Finite State Machine.
Architect→Developer→QA Tester
Experience Bank (Phase 4)
Sandbox errors are logged to an SQLite vector store. OrchestCode uses Few-Shot RAG to never make the same mistake twice.
Terminal (Deneyim Bankası)
> Sistem beklemede...
Virtual OS Paging (Phase 1)
Operating system style L1/L2 memory management. Context bloat is actively paged out to disk, maintaining an infinite context window.
AST Guardrail & Diff (Phase 2)
Say goodbye to full-file rewrites. Aider-style fuzzy diff patching backed by real-time AST syntax verification. 80% token savings.
Recent Breakthroughs
We've heavily upgraded our orchestration engine to handle massive-scale multi-agent deployments with zero conflict.
01. CONTEXT
AST Compression
Replaced raw text dumping with an AST Interceptor. Compresses a 100k-line codebase down to a 10k token skeletal map, drastically cutting LLM API costs while retaining full structural context.
02. SCALING
Git Mutex Concurrency
Upgraded to AgentGitManager with strict asyncio.Lock() implementation. 100+ AI agents can now work on the same repository concurrently with zero index.lock collisions.
03. RESILIENCE
Progress Ledger
A strict circuit-breaker mechanism (Stall Detection) that identifies when an agent enters an infinite reasoning loop (e.g., repeatedly generating the same syntax error). Halts the loop immediately.
04. COST OPTIMIZATION
Singleflight & Prompt Caching
100 agents requesting the same codebase context no longer means 100 API calls. Using the Singleflight pattern combined with Prompt Caching, 99 agents are fed from a single cache hit, slashing API costs by up to 90%.