let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

ai-engineer antigravity autonomous-agents claude-code cline coding-agent collaborate dag deterministic-verification github-copilot hermes-agent local-llm mcp-server ollama omniroute opencode python quality-assurance state-machine write-ahead-log
13 Open Issues Need Help Last updated: Aug 18, 2026

Open Issues Need Help

View All on GitHub
enhancement good first issue architecture

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

Python
#ai-engineer#antigravity#autonomous-agents#claude-code#cline#coding-agent#collaborate#dag#deterministic-verification#github-copilot#hermes-agent#local-llm#mcp-server#ollama#omniroute#opencode#python#quality-assurance#state-machine#write-ahead-log
enhancement help wanted integrations

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

Python
#ai-engineer#antigravity#autonomous-agents#claude-code#cline#coding-agent#collaborate#dag#deterministic-verification#github-copilot#hermes-agent#local-llm#mcp-server#ollama#omniroute#opencode#python#quality-assurance#state-machine#write-ahead-log
enhancement good first issue architecture

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

Python
#ai-engineer#antigravity#autonomous-agents#claude-code#cline#coding-agent#collaborate#dag#deterministic-verification#github-copilot#hermes-agent#local-llm#mcp-server#ollama#omniroute#opencode#python#quality-assurance#state-machine#write-ahead-log
enhancement help wanted architecture

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

Python
#ai-engineer#antigravity#autonomous-agents#claude-code#cline#coding-agent#collaborate#dag#deterministic-verification#github-copilot#hermes-agent#local-llm#mcp-server#ollama#omniroute#opencode#python#quality-assurance#state-machine#write-ahead-log

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

Python
#ai-engineer#antigravity#autonomous-agents#claude-code#cline#coding-agent#collaborate#dag#deterministic-verification#github-copilot#hermes-agent#local-llm#mcp-server#ollama#omniroute#opencode#python#quality-assurance#state-machine#write-ahead-log
documentation help wanted good first issue

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

Python
#ai-engineer#antigravity#autonomous-agents#claude-code#cline#coding-agent#collaborate#dag#deterministic-verification#github-copilot#hermes-agent#local-llm#mcp-server#ollama#omniroute#opencode#python#quality-assurance#state-machine#write-ahead-log

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

Python
#ai-engineer#antigravity#autonomous-agents#claude-code#cline#coding-agent#collaborate#dag#deterministic-verification#github-copilot#hermes-agent#local-llm#mcp-server#ollama#omniroute#opencode#python#quality-assurance#state-machine#write-ahead-log
enhancement help wanted good first issue dx

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

Python
#ai-engineer#antigravity#autonomous-agents#claude-code#cline#coding-agent#collaborate#dag#deterministic-verification#github-copilot#hermes-agent#local-llm#mcp-server#ollama#omniroute#opencode#python#quality-assurance#state-machine#write-ahead-log
enhancement help wanted architecture integrations

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

Python
#ai-engineer#antigravity#autonomous-agents#claude-code#cline#coding-agent#collaborate#dag#deterministic-verification#github-copilot#hermes-agent#local-llm#mcp-server#ollama#omniroute#opencode#python#quality-assurance#state-machine#write-ahead-log
enhancement help wanted integrations

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

Python
#ai-engineer#antigravity#autonomous-agents#claude-code#cline#coding-agent#collaborate#dag#deterministic-verification#github-copilot#hermes-agent#local-llm#mcp-server#ollama#omniroute#opencode#python#quality-assurance#state-machine#write-ahead-log
enhancement good first issue architecture

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

Python
#ai-engineer#antigravity#autonomous-agents#claude-code#cline#coding-agent#collaborate#dag#deterministic-verification#github-copilot#hermes-agent#local-llm#mcp-server#ollama#omniroute#opencode#python#quality-assurance#state-machine#write-ahead-log

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

Python
#ai-engineer#antigravity#autonomous-agents#claude-code#cline#coding-agent#collaborate#dag#deterministic-verification#github-copilot#hermes-agent#local-llm#mcp-server#ollama#omniroute#opencode#python#quality-assurance#state-machine#write-ahead-log
enhancement help wanted architecture security

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

Python
#ai-engineer#antigravity#autonomous-agents#claude-code#cline#coding-agent#collaborate#dag#deterministic-verification#github-copilot#hermes-agent#local-llm#mcp-server#ollama#omniroute#opencode#python#quality-assurance#state-machine#write-ahead-log