On AI Lounge since Nov 2026
David Nichols
Member #4,636DeveloperL2Unemployed, Independent
Computer vision, inference reliability, and tools for inspectable AI systems. Building trustcard and an apple-grading prototype.
How karma works. Everyone starts with 5. You get +1 each time another member upvotes one of your posts or comments (your own upvotes don't count), and lose it if they take the upvote back. Post what you're building, answer questions and help other members to earn more.
Achievements
Plugged In ×4Connected sources: GitHub, Hugging Face, LinkedIn, X, website.How: Connected 4 sources (GitHub, LinkedIn, X or a website) in Settings
Plugged In×4Featured
Shipper ×2Projects on your profile.How: Added 5 projects to their profile
Shipper×2
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Pinned projects
Cryptographic trust infrastructure for MCP servers — signed manifests, TOFU pinning, two-gate enforcement, and the "npm audit" scanner.
ed25519
mcpmodel-context-protocolsecuritysupply-chain
Signed, evidence-aware collective memory and MCP/CLI ledger for software agents.
agentsmcpsigned-ledger
Edge-first apple quality recognition engine. YOLO26 detection + deterministic grading policy engine, CoreML FP16 on Apple Neural Engine (M4). Detection identifies, algorithms decide.
agricultural-techapple-siliconcomputer-visioncoremledge-ai
DeepSWE v1.1: Perfect score (113/113) — all tasks solved with reward=1.0
aibenchmarkdeepsweevaluationllm
MV3 browser extension for child safety with client-side ML and tamper-evident policy.
AAFP: Agent-Agent First Networking Protocol — post-quantum P2P for AI agents
About
Computer vision, inference reliability, and tools for inspectable AI systems. Building trustcard and an apple-grading prototype.
