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Recent posts tagged reproducibility

Level UI • 1 day • in Articles • 9 min read
An MCP server is not a new API. It is a thin layer over the one you already have
Somewhere in the last year, "do we need an MCP server?" joined the list of questions that arrive in a brief before anyone has said what the thing is for. It is usually framed as MCP vs API, as though the Model Context Protocol were a newer kind of AP...
post-cover-33074
  • ai
  • api
  • webdev
  • security
9 Reactions 7 Comments
AIAppsAPI • Aug 27 • in Articles • 2 min read
Why Your Simulation Does Not Reproduce On Another Machine
Most of us here ship code that has to behave the same on someone else's machine, and we lean on containers and lockfiles to get there. Scientific code has the same problem with a nastier failure mode, because when it breaks nothing crashes, the progr...
  • scientific-computing
  • reproducibility
  • python
  • docker
0 Reactions 0 Comments
Flamehaven • Jun 20 • in Articles • 11 min read
We Dug Up Our Own Fake-Physics Artifact — and Rebuilt It Into Something You Can Check
!titlehttps://coderlegion.com/?qa=blob&qablobid=7182322320887322452 Why there is a second post About six months ago we built and published the original QSOT artifact. The name — Quantum State Over Time — promised a deeper link between quantum evol...
post-cover-21011
  • reproducibility
  • dataorchestration
  • math
  • custody
0 Reactions 0 Comments
Flamehaven • Jun 9 • in Articles • 18 min read
We Made a High-Formality, Fake Physics Slop Artifact - QSOT (Quantum State Over Time) Compiler
We Made a High-Formality, Fake Physics Slop Artifact QSOT Quantum State Over Time Compiler - A Post-Mortem on AI-Native Paper Implementation Gone Wrong > "The most dangerous form of scientific fraud is not the one that looks wrong. It is the one ...
post-cover-20084
  • maths
  • reproducibility
  • aigovernance
  • architecture
2 Reactions 2 Comments
Flamehaven • May 26 • in Articles • 5 min read
Making Equation (2.2) of the OpenAI Erdős Result Executable
Why a proved theorem still needs reproducible claim custody !open aihttps://coderlegion.com/?qa=blob&qablobid=2108443327152872531 On May 20, 2026, OpenAI announced1 that an internal reasoning model had produced a counterexample to the Erdős planar...
post-cover-18955
  • opensource
  • reproducibility
  • numerical-verification
  • claim-custody
3 Reactions 5 Comments
Flamehaven • Apr 27 • in Articles • 8 min read
When an AI Pipeline Passes — But One Path Still Must Be Held: EXP-034
> No efficacy, causal, or clinical claims are made in this report. RExSyn is an experimental Bio-AI governance pipeline. You do not need to know the earlier experiments to read this report. Most AI pipeline reports ask one question: Did the system...
post-cover-15972
  • bioinformatics
  • governance
  • reproducibility
  • software-engineering
0 Reactions 0 Comments
Tom Smithverified • 21 hours • in Articles • 9 min read
Developer Weekly Briefing — October 30, 2026
Security dominated this week, but not in the usual way. Two active campaigns turned GitHub configuration files into attack surfaces. Researchers demonstrated that the built-in browsers inside AI coding tools can read your SSH keys. And at Oracle AI ...
post-cover-33104
  • agenticai
  • devsecops
  • github
  • localai
6 Reactions 3 Comments
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