Alternatives
Products that do what Manthan does
Deterministic decision infrastructure for AI
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Apr 2026 · github.com
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Mar 2026 · github.com
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Hi HN, There’s been a lot of discussion lately around context graphs, decision traces, and how AI systems reason. One thing we kept running into: when AI agents make real decisions, the why behind those decisions often disappears. The context is scattered across prompts, tools, policies, and approvals. Logs show what happened, but not why it was allowed. TraceMem is an attempt to make decision context durable. It records the reasoning, authority, and context behind AI actions as a system of record, not as monitoring data, but as memory. Happy to share more details or answer questions. - Tommi
Jan 2026 · tracemem.com
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This paper formally defines where current AGI hits a structural wall — not a technical one. It shows that no amount of scaling, reinforcement learning, or recursive optimization will break through three deep epistemological and formal constraints: 1. Semantic Closure — An AI system cannot generate outputs that require meaning beyond its internal frame. 2. Non-Computability of Frame Innovation — New cognitive structures cannot be computed from within an existing one. 3. Statistical Breakdown in Open Worlds — Probabilistic inference collapses in environments with heavy-tailed uncertainty.…
2025
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Jul 2026 · github.com
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riskline▲1Open-source EU AI Act risk engine, deterministic & auditable
Aug 2026 · new-world-coder.github.io
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Portable AI skills for better human judgment
Jul 2026 · glichtenthal.github.io
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Your AI validates bad decisions. These tools challenge them.
Jun 2026 · reasoning.services
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