From ba4218d3a73a84c4d4f7835f5246c68d3e5824f8 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=EB=B0=95=20=EC=83=81=ED=98=84?= <chipkkang9@ajou.ac.kr>
Date: Sat, 16 Dec 2023 21:57:29 +0900
Subject: [PATCH] Delete README-tools.md

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-# Higher-Level Tools
-
-TokenSPICE lends itself well to having tools built on top for design entry, verification, design space exploration, and more. 
-
-Here are some such tools, largely inspired by tools from circuit land. 
-- Each tool can have just a backend, or both a backend and frontend. A frontend with good UX can make a huge difference. 
-- Each tool can be applied for the initial design, before deployment. And, they can be used in real-time against *live chains*, for real-time verification, optimization, etc. How: grab the latest chain’s snapshot into ganache, run a local verification etc for a few seconds or minutes, then do transaction(s) on the live chain. This can lead to trading systems, failure monitoring, more.
-
-## Design entry tools
-
-- Schematic editor - be able to input netlists by editing a schematic. Examples:
-  - [Circuits](https://www.google.com/search?q=spice+schematic+editor&sxsrf=ALeKk01lEnlL27hPsWzA_sBTOoxQLAlUJg:1626253838940&source=lnms&tbm=isch&sa=X&ved=2ahUKEwinnInTm-LxAhUNnYsKHe0mA1wQ_AUoAXoECAEQAw&biw=1600&bih=721#imgrc=TUv3yDrlTDLNVM)
-  - [Videogames: machinations.io](https://machinations.io/)
-  - [System Dynamics](https://systemdynamics.org/what-is-system-dynamics/): [stock and flow diagrams](https://www.google.com/search?q=stock+and+flow+diagram&sxsrf=AOaemvK9W36reEyVfw54RGs3JmLiwZbTDQ:1643101186893&source=lnms&tbm=isch&sa=X&ved=2ahUKEwj358v0xMz1AhUXSPEDHZU7CwkQ_AUoAXoECAEQAw&cshid=1643101212647476&biw=1514&bih=934&dpr=1) in [Stella](https://www.iseesystems.com/store/products/stella-professional.aspx) and [Vensim](https://vensim.com/) (commercial); [full sw list](https://en.wikipedia.org/wiki/Comparison_of_system_dynamics_software)
-  - [Data pipelines via StreamSets](https://streamsets.com/learn/data-pipelines/)
-- Auto schematic import - input a netlist, auto-generate a schematic visually. Uses optimization etc.
-- Waveform viewer - build on `tsp.do_plot` with more a interactive tool. [Examples from circuits](https://www.google.com/search?q=spice+waveform+viewer&sxsrf=ALeKk02nY3U9rkOZuz58PNXWjoFY4MCcUQ:1626255741604&source=lnms&tbm=isch&sa=X&ved=2ahUKEwj9zareouLxAhXm-ioKHW0MCtgQ_AUoAXoECAEQAw&biw=1600&bih=721).
-
-## Verification tools
-
-Base tools:
-- Corner simulation tool - simulate at pre-specified "corners". Corners are a small handful of points in random variable or worst-case variable space to simulate against. Enables rapid design-space exploration, because each you only simulate each design on corners
-- Worst-case verification - verification across worst-case variables. E.g. via global optimization across worst-case variables. E.g. global synthesis across worst-case variables and agent python structures. Include corner extraction feature.
-- 3-sigma verification - verification across random variables. E.g. via Monte Carlo analysis where all samples are drawn from the random variables' pdf, and each sample is simulated. Be able to simulate across >=1 worst-case corners; include stastitical extraction feature.
-
-Advanced tools:
-- High-sigma verification - verification across random variables, where catastrophic failure happens rarely, e.g. 1 in a million times (4.5 sigma) or 1 in a billion (6 sigma). E.g. using tricks from "rare event estimation" literature or [this book](https://www.amazon.com/Variation-Aware-Design-Custom-Integrated-Circuits/dp/146142268X). Be able to simulate across >=1 worst-case corners; include stastitical extraction feature.
-- System identification - auto-extract a TokenSPICE netlist from raw blockchain info. To make it more tractable, use a parameterized netlist and Solidity code where possible. Ie "whitebox" not "blackbox".
-- Behavioral modeling - auto-extract a lower-fidelity / faster-simulating TokenSPICE netlist from a higher-fidelity TokenSPICE netlist & simulation run, with minimal loss of error. 
-- Mixed-signal verification - include digital verification in the loop. Example: replace ganache with [hevm](https://fv.ethereum.org/2020/07/28/symbolic-hevm-release), which does fuzzing etc on Solidity.
-
-## Design Space Exploration tools
-
-Base tools:
-- Sensitivity analysis - locally perterb design variables.
-- Sweep analysis - sweep design variables one at a time. Ignore interactions.
-
-Advanced tools:
-- Fast sweep analysis - sweep across all design variables including interactions, but without combinatorial explosion via model-in-the-loop
-- Local optimization - search across design variables to optimize for objectives & constraints
-- Global optimization - search across all design variables, with affordances to not get stuck
-
-Extra-advanced tools:
-- Synthesis - search design variables *and structure*. E.g. Evolve solidity or EVM bytecode. AI DAOs that own themselves. Go nuts:)
-- Variation-aware synthesis - all of the above at once. This isn’t easy! But it’s possible. Example: use MOJITO (http://trent.st/mojito/), but use TokenSPICE (not SPICE) and Solidity building blocks (not circuit ones) 
-
-## More "Larger" Ideas for TokenSPICE
-
-- "tsp publish" - publish sim results to Ocean
-- Use Ocean to manage IP: contracts, agents, netlists, results. Or, using brownie pm? Result: TokenSPICE itself becomes super small, just an engine
-- TokenSPICE inputs SPICE netlists. Pros: well-defined, battle-tested, built-in hierarchy, IP mgmt hooks, specifications of time series, compact, interoperability with SPICE tools.
-- How to build / test the "SPICE format" and IP ideas: Make MOJITO work at the same time 
-- Deploy to pypi. Make it easy to install separately
-- Trading system using TokenSPICE predictions
-- 
GitLab