SignalLayerLabs/Marginal

research: test no-progress state evidence in large repos and monorepos 12 days ago

help wanted research

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

demo: add a copyable no-progress trace snippet 13 days ago

documentation good first issue demo

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

claude-code: research a defensible Tool Enforcement boundary about 1 month ago

help wanted integration research claude-code evidence governance

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

claude-code: define evidence requirements for Earned Enforcement about 1 month ago

enhancement help wanted integration claude-code evidence governance

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

benchmark: contribute a verified Claude Code OFF vs MARGINAL Shadow workload about 1 month ago

help wanted benchmark claude-code evidence

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

claude-code: integrate model-specific Marginal Commons evidence about 1 month ago

enhancement help wanted integration privacy claude-code evidence commons

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

claude-code: strengthen structured outcome attribution about 1 month ago

enhancement help wanted integration claude-code evidence

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

claude-code: adversarially harden the privacy boundary about 1 month ago

enhancement help wanted integration privacy claude-code

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

claude-code: harden concurrent and subagent evidence isolation about 1 month ago

enhancement help wanted integration claude-code concurrency

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

claude-code: characterize and close lifecycle coverage gaps about 1 month ago

enhancement help wanted integration claude-code lifecycle

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

claude-code: add status, doctor and runtime attestation parity about 1 month ago

enhancement help wanted integration claude-code diagnostics

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

claude-code: reach one-command install and clean uninstall parity about 1 month ago

enhancement help wanted integration claude-code

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

integration: migrate Codex normalization onto hookkit without behavior change about 1 month ago

help wanted integration codex

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

integration: research GitHub Copilot agent/CLI lifecycle support about 1 month ago

help wanted integration research

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

integration: research a Gemini CLI Observe adapter about 1 month ago

help wanted integration research

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

research: design a privacy-safe no-progress trace corpus about 1 month ago

help wanted research privacy

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

challenge: find useful verification MARGINAL could mistake for waste about 1 month ago

help wanted research false-positive

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

benchmark: contribute a verified-success Codex OFF/ON workload about 1 month ago

help wanted benchmark codex

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

research: characterize governance latency across platforms about 1 month ago

help wanted research benchmark

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

docs: add a contributor-facing capability glossary about 1 month ago

documentation good first issue

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

docs: add a shareable safe-telemetry example bundle about 1 month ago

documentation good first issue privacy

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

docs: add status and doctor troubleshooting examples about 1 month ago

documentation good first issue codex

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

docs: add a five-minute first-contribution path about 1 month ago

documentation good first issue

SignalLayerLabs/Marginal

9

Open-source no-progress governor for AI coding agents. Detect repeated work that changes nothing. Shadow first, enforcement only after evidence.

Python

#agent-governance#agent-observability#ai-agent#ai-coding-agents#claude-code#codex#coding-agents#opencode#runtime-governance

Open Issues Need Help