Interface administrators, Administrators (Semantic MediaWiki), Curators (Semantic MediaWiki), Editors (Semantic MediaWiki), Suppressors, Administrators
8,021
edits
No edit summary |
No edit summary |
||
Line 20: | Line 20: | ||
===Keep Files Small=== | ===Keep Files Small=== | ||
* '''Concept''': Large files overwhelm LLM context windows and slow down tools. | * '''Concept''': Large files overwhelm LLM context windows and slow down tools. | ||
* '''Tip''': Split big files ( | * '''Tip''': Split big files (such as 471KB) into smaller ones—some LLMs struggle with 128KB files given a 200k token limit. Applying 55 edits to a 64KB file in Cursor 0.45.17 lags too. LLMs can handle the import drudgery. | ||
===Use Static Types=== | ===Use Static Types=== | ||
* '''Concept''': Static types catch errors LLMs might miss, though Python and JavaScript dominate their training. | * '''Concept''': Static types catch errors LLMs might miss, though Python and JavaScript dominate their training. | ||
* '''Tip''': Use strict typechecker settings ( | * '''Tip''': Use strict typechecker settings (for example TypeScript, mypy) to guide LLMs via type errors. Some suggest types could auto-generate code from specs—worth exploring. | ||
===Rule of Three=== | ===Rule of Three=== | ||
Line 31: | Line 31: | ||
===Use Automatic Code Formatting=== | ===Use Automatic Code Formatting=== | ||
* '''Concept''': LLMs falter at mechanical style rules ( | * '''Concept''': LLMs falter at mechanical style rules (such as no trailing spaces). | ||
* '''Tip''': Use tools like ''gofmt'' or ''black'' to save LLM capacity for harder tasks. Don’t waste tokens on lint fixes—automation’s better. | * '''Tip''': Use tools like ''gofmt'' or ''black'' to save LLM capacity for harder tasks. Don’t waste tokens on lint fixes—automation’s better. | ||
===Stateless Tools=== | ===Stateless Tools=== | ||
* '''Concept''': Tools with state ( | * '''Concept''': Tools with state (for example shell’s working directory) confuse LLMs. | ||
* '''Tip''': Avoid stateful tools or run commands from one directory. Some LLMs can’t track ''cd'' commands—isolating workspaces ( | * '''Tip''': Avoid stateful tools or run commands from one directory. Some LLMs can’t track ''cd'' commands—isolating workspaces (such as one per NPM module) helps. | ||
==Task Execution== | ==Task Execution== | ||
Line 45: | Line 45: | ||
===Bulldozer Method=== | ===Bulldozer Method=== | ||
* '''Concept''': LLMs excel at brute-force tasks humans avoid. | * '''Concept''': LLMs excel at brute-force tasks humans avoid. | ||
* '''Tip''': Let them plow through mass refactoring ( | * '''Tip''': Let them plow through mass refactoring (for example in Haskell), per Dan Luu’s method. Inspect the output—they won’t self-improve like humans. | ||
===Black Box Testing=== | ===Black Box Testing=== | ||
Line 58: | Line 58: | ||
===Scientific Debugging=== | ===Scientific Debugging=== | ||
* '''Concept''': LLMs guess fixes instead of reasoning systematically. | * '''Concept''': LLMs guess fixes instead of reasoning systematically. | ||
* '''Tip''': Use reasoning models ( | * '''Tip''': Use reasoning models (such as Grok 3) or root-cause yourself and guide the AI. Avoid vibe-guessing loops. | ||
===Memento=== | ===Memento=== | ||
Line 101: | Line 101: | ||
'''Workflow Recommendations''': | '''Workflow Recommendations''': | ||
* '''Plan Before Coding''': Use a reasoning model to outline tasks—break them into small, clear steps. | * '''Plan Before Coding''': Use a reasoning model to outline tasks—break them into small, clear steps. | ||
* '''Sandbox Changes''': Test LLM outputs in isolation ( | * '''Sandbox Changes''': Test LLM outputs in isolation (for example a branch) before merging. | ||
* '''Iterate and Review''': Refine prompts iteratively, checking each change against specs. | * '''Iterate and Review''': Refine prompts iteratively, checking each change against specs. | ||
* '''Leverage Automation''': Pair LLMs with linters and formatters for mechanical fixes. | * '''Leverage Automation''': Pair LLMs with linters and formatters for mechanical fixes. | ||
Line 107: | Line 107: | ||
==Tools and Models== | ==Tools and Models== | ||
* '''Cursor''': A go-to tool with integration and agent mode, praised for QoL ( | * '''Cursor''': A go-to tool with integration and agent mode, praised for QoL (like TAB completion). | ||
* '''Sonnet 3.7''': Strong for coding but quirky—excels at brute force, falters at reasoning. | * '''Sonnet 3.7''': Strong for coding but quirky—excels at brute force, falters at reasoning. | ||
* '''MCP Servers''': Enhance context fetching—safer than raw shell access.<noinclude> | * '''MCP Servers''': Enhance context fetching—safer than raw shell access.<noinclude> | ||
[[Category:Tips and Tricks]]</noinclude> | [[Category:Tips and Tricks]]</noinclude> |