context

Part 17

ctx:discord/blah/general/part-17

kind: custommode: permissive305 statements94 distinct subjects

No external document is attached to this context. (Many contexts are pure organisational labels.)

Facts in this context

Grouped by subject. Each subject links to its full article.

Ajaxdavis83 facts`ex:ajaxdavis`

acknowledgesVariety	lots of different ways to skin that cat
advocates	Building Agents
agrees	Traves Equation
agreesSilliness	Markdown Skills
agreesSucks	Wednesday
approves	Ipv6
assertsAgentNeeds	Base Tools
assertsTruth	Everything Needs Prompt
claimsImprovement	better than yesterday
commands	DDAPS, do it
describesAgentInterface	Tpmjs
describesBackgroundProcess	Tree of Tool Calls
describesInputToChatgpt	posted in a bunch of the README's from the last 3 weeks
describesOpencodeSetup	Self Evolving Bot
describesUsage	Job Graph
doesNotEngageWith	Models
emphasizes	Small Context
estimatesEase	Plugin
evaluatesPitch	weird lol
evaluatesPositively	Chatgpt Output
givesExamplePrompt	how to stitch wounds in antartica
highlightsDebuggerBenefit	Tree Growth
identifiesEasyPattern	Pathway Choice
instructsResumeSetup	Resume Json
instructsToPostIntoLlm	post this into whatever llm
inventsTerm	Hierarchical Cascading Tree
multitasks	Day Job Symploke
needsBaseClass	Tree Methods
notesCommunicationIssue	Different Frames
notesThoughtProvoking	Conversation
personalHabit	Salary Filter
pingsUser	Foxhop
plansBuild	Claude Code Plugin
plansRemoveDependency	Gh Dependency
postedAttachment	Screenshot 2025 12 11 at 2 26 16 Pm Png
postedAttachment	message.txt
postedAttachment	image.png
postedAttachment	raw.png
postedAttachment	Screenshot 2025 12 10 at 3 32 04 Am Png
postedAttachment	Agfvwn8stble Png
postedAttachment	Screenshot 2025 12 10 at 4 29 11 Am Png
postedAttachment	Screenshot 2025 12 10 at 4 31 22 Am Png
postedAttachment	Screenshot 2025 12 10 at 4 36 37 Am Png
postedAttachment	Screenshot 2025 12 11 at 3 24 14 Am Png
postedAttachment	Weaves Mov
postedMessage	you get X amount, not much per month on the $20 plan
postedMessage	Message 2025 12 09 17 22 C
postedMessage	Message 2025 12 09 17 23 B
postedMessage	story of our lives
postedMessage	chatgpt deep research shits all over the other ones
postedMessage	Message 2025 12 09 17 22 a
postedMessage	Message 2025 12 09 17 21
prefers	Chatgpt Deep Research
prefersUbuntu	Firmware Issues
prioritizes	Engine Reliability
proposesLearnedPathways	Most Used Pathways
proposesMultiplePlans	3
proposesPluginArchitecture	Agent Config
questionsJoinLeave	Meet
referencesPastWork	last 3 weeks READMEs
reportsOngoingWork	still goingggg
reportsProgress	Syploke
requestedDeepResearch	Chatgpt
sharesDiscordAppLink	Discord Developers
sharesGist	Gist Thomasdavis 624a25d0
sharesGist	Gist Thomasdavis 13909d609
sharesGist	Gist Thomasdavis 2a1417d00
sharesGoogleDoc	Docs 1ehnl Kyxyz
sharesKarpathyBlog	Karpathy Auto Grade Hn
sharesLink	https://chatgpt.com/share/67e46dc5-2cc8-8008-9094-5ed0d64419a7
sharesLinks	Registry Jsonresume Thomasdavis Jobs
sharesMeetLink	Meet Xau Chhs Yhu
sharesMeetLink	Meet Bgv Wuxn Tbq
sharesSymplokeLink	Symploke Plexus Cmirxwt6
sharesXLink	https://x.com/ajaxdavis/status/1905078941557358610
sharesYoutube	Youtube 7dtu2bilcfs
suggestsCustomScript	Personal Embeddings
suggestsExistingChart	Gist Resume
suggestsImprovement	Prompt Directory
suggestsOmega	Implementation Testing
suggestsSavingPath	Skill Template
worksOn	Glossary Weave
worksOnUiUx	Registry

Traves Theberge42 facts`ex:traves-theberge`

acknowledgesOversimplification	Agentic Workflow Equation
alternatives	Use Workflow Tool
approvesGist	Gist Thomasdavis 624a25d0
approvesIdea	Background Tree
asksProgress	Syploke
asserts	more is not always better
clarifiesIntent	Hiring
combinesConcepts	Hllm Hierarchical Tpmjs Blocks
criticizesFirmware	Shit Show
expressesConfusion	Agent Tools Blur
expressesEnthusiasm	Syploke
expressesHighEnthusiasm	Gist
expressesRegretFunds	Hiring Ajaxdavis

Lisamegawatts30 facts`ex:lisamegawatts`

achievedStabilityIn	Rooms
added	Categories
attributesContextHoldingToGrok	Code Session
attributesThoughtTo	Grok
completed	Model Merges
completed	Distillation
considers	Jamba
discussesTopic	Scaling to 1000 Activities
doubtsDeepReasoning	not sure it was deep reasoning either lol
evaluatesTalk	pretty good
experimentsWith	Model Merges
fixed	Rooms Stability
impressedBy	Grok
likes

Foxhop9 facts`ex:foxhop`

agreesToTry	Job Tool
apologizes	Uncertainty
postedMessage	Message 2025 12 09 17 27
quotesSkepticism	we were beginning to wonder if another markdown file is really what we need.
rejectsHandouts	Crunch
reportsProgress	Uncloseai Bot
requestsJobMatches	Whose Hiring
respondsEmoji	🌊
starts	Monitoring System

Agent7 facts`ex:agent`

handles	Context and Direction
has	Prompt
hasCompartment	Knowledge Sources
optionallyPlansFirst	Tool Plan
reliesOn	Model Tool Calling
requests	More Tools
uses	Vectordb

Grok7 facts`ex:grok`

hasFreeTier	X amount, not much per month on $20 plan
hasPaidPlan	$20 plan
heldContext	whole game context entire code session
impresses	Lisamegawatts
maintainsFullContext	Game Context
requiresFullFileOutputs	possibly
thinksSomething	that

Skills5 facts`ex:skills`

equatedTo	Prompts
implementedAs	Markdown Files
inferredFrom	Tool Workflow Plans
potentiallyEquals	Multistep Workflows
requires	Programmatic Control

Vector Approach5 facts`ex:vector-approach`

cachesResults	Cache
embedsText	description text
matchesQuery	outdoors
performsSimilaritySearch	outdoors
usesModel	Bert

Can Bus4 facts`ex:can-bus`

broadcast-based	true
ensures	Data Integrity
message-oriented	true
usesArbitration	Prioritization

Claude Code Plugin4 facts`ex:claude-code-plugin`

features	Message History
guiFor	Claude Commands
includes	Sentiment Analysis
shows	Context Stats

Graph Approach4 facts`ex:graph-approach`

modelsRelationships	Activity Classification
representsIsNotRelationship	Activity Classification
usesEdgesForRelationships	e.g. 463120755 -[IS_NOT]-> outdoors
usesNodesFor	activities and classifications

Opencode3 facts`ex:opencode`

edits	Target Repo
hasFullPermissions	true
installedOn	Box

Prompt3 facts`ex:prompt`

callableAs	Skill
containsConditionals	Tool Use
example	how to use 'railway with javascript'

Agentic Workflow2 facts`ex:agentic-workflow`

adaptiveTo	User Request
basedOn	Configuration and Tools

Agents2 facts`ex:agents`

blursWith	Tools
receives	Markdown

Batch Processing2 facts`ex:batch-processing`

classifiesActivities	in batches e.g. 100 at a time
populatesCache	Cache

Chatgpt Deep Research2 facts`ex:chatgpt-deep-research`

producesImages	Output
superiorTo	the other ones

Chatgpt Reasoning Version2 facts`ex:chatgpt-reasoning-version`

imitatesGrok	Coarse Graining
proposedCoarseGraining	like grok

Claude Agent2 facts`ex:claude-agent`

hasKnowledgeOf	Skills
uses	Prompts

Default Multimodal2 facts`ex:default-multimodal`

simplerThan	Jamba
wouldBeEasier	probably

Domain Expertise Documents2 facts`ex:domain-expertise-documents`

evaluatedAs	super awesome
requiredFor	Agents

Hn Jobs2 facts`ex:hn-jobs`

processedBy	Gpt 5
skippedEmbeddings	true

Indexing2 facts`ex:indexing`

addsIndexOnColumn	outdoors
targetsTable	activity_classifications

Invite Link2 facts`ex:invite-link`

allowsMidGameJoins	Rooms
enablesStartNewRound	Rooms

Message 2025 12 09 16 532 facts`ex:message-2025-12-09-16-53`

containsQuestion	Are skills, just multistep workflows with tool use?
timestamp	2025-12-09 16:53

Message 2025 12 09 16 562 facts`ex:message-2025-12-09-16-56`

referencesTalk	Youtube Cevis9y1uog
timestamp	2025-12-09 16:56

Tool Call2 facts`ex:tool-call`

examples	Web Search
includes	Memory Tool

Tool Plans2 facts`ex:tool-plans`

analyzesTools	Domains
worksBackwardsTo	Skills

Tpmjs2 facts`ex:tpmjs`

assumes	Huge Repo of Tools
provides	Context Setup

Vector Db Option2 facts`ex:vector-db-option`

appliesIf	classifications get too complex e.g. 100s of categories
enablesSimilarityBasedLookups	Vector Database

Web Server2 facts`ex:web-server`

postsPromptsTo	Opencode
runningOn	Same Box

Activities1 fact`ex:activities`

requireClassification

Outdoors

Activity 4631207551 fact`ex:activity-463120755`

isNot

Outdoors

Activity Classifications1 fact`ex:activity-classifications`

hasColumn

Outdoors

Agent2agent Workflow1 fact`ex:agent2agent-workflow`

involves

Tools

Agent Chat Interface1 fact`ex:agent-chat-interface`

involves

Tool Execution

Agent Typologies1 fact`ex:agent-typologies`

combinesWith

Tool Plans

Agent Typologies Plus Tool Plans1 fact`ex:agent-typologies-plus-tool-plans`

equals

Agentic Workflow

Ajaxdavis Day Job1 fact`ex:ajaxdavis-day-job`

focusesOn

Business to Consumer Agents

Ajaxdavis Personal1 fact`ex:ajaxdavis-personal`

focusesOn

Claude Agentic Code

Arbitration1 fact`ex:arbitration`

allowsHighestPriority

Transmission

B2c Agents1 fact`ex:b2c-agents`

similarTo

Personal Agents

Base Tools1 fact`ex:base-tools`

possiblyOneTool

Get Some Shit

Categories1 fact`ex:categories`

generatedByLlm

Llm

Chatgpt1 fact`ex:chatgpt`

outperformsOthersIn

Deep Research

Chatgpt Free Version1 fact`ex:chatgpt-free-version`

performedFine

free one did fine

Chatgpt Output1 fact`ex:chatgpt-output`

isVeryGood

check the output at bottom, very good, even got images

Code Session1 fact`ex:code-session`

involvedGrok

Grok

Complex Classifications1 fact`ex:complex-classifications`

necessitates

Vector Database

Context1 fact`ex:context`

injectedFrom

Domains

Day Job Use Cases1 fact`ex:day-job-use-cases`

prefersNonDeterministic

User Requests

Deterministic Outcome1 fact`ex:deterministic-outcome`

assumes

Finite Tasks

Distillation1 fact`ex:distillation`

precedes

New Training

Get Some Shit1 fact`ex:get-some-shit`

toolName

getSomeShit()

Gist Thomasdavis 2a1417d001 fact`ex:gist-thomasdavis-2a1417d00`

focusesOn

Tree Paths Fragility

Gist Thomasdavis 624a25d01 fact`ex:gist-thomasdavis-624a25d0`

claudeGenerated

true

Hierarchical Cascading Tree1 fact`ex:hierarchical-cascading-tree`

loads

Tools and Context

Hllm1 fact`ex:hllm`

solves

Skills Confusion

Hn Jobs Db1 fact`ex:hn-jobs-db`

open

true

Idea Stop Building Agents1 fact`ex:idea-stop-building-agents`

evaluatedAs

dumb

Image Png1 fact`ex:image-png`

labels

skills

Improvement1 fact`ex:improvement`

shownIn

Raw Png

Jamba1 fact`ex:jamba`

preferredDueTo

Ai21 Meeting

Knowledge1 fact`ex:knowledge`

storedIn

Model Finetune

Knowledge Sources1 fact`ex:knowledge-sources`

alternatively

Tool Call

Learned Pathway1 fact`ex:learned-pathway`

approachesDeterministic

99.99%

Llm1 fact`ex:llm`

generatesCategories

Message 2025 12 09 17 211 fact`ex:message-2025-12-09-17-21`

timestamp

2025-12-09 17:21

Message 2025 12 09 17 22 a1 fact`ex:message-2025-12-09-17-22-a`

timestamp

2025-12-09 17:22

Message Txt1 fact`ex:message-txt`

intendedFor

Llm Input

Monitoring System1 fact`ex:monitoring-system`

for	Sprawled Services

Multiple Tool Plans1 fact`ex:multiple-tool-plans`

enablesUserChoice

Web Interfaces

Multistep Workflows1 fact`ex:multistep-workflows`

involves

Tool Use

Occams Razor1 fact`ex:occams-razor`

principle

when multiple explanations exist, the one requiring the fewest assumptions is the most likely to be true

Output1 fact`ex:output`

pipedBack

Web Server

Parallelized Students1 fact`ex:parallelized-students`

proposedBy

Chatgpt

Programmatic Control1 fact`ex:programmatic-control`

supports

Complicated Tasks

Prompt Directory1 fact`ex:prompt-directory`

contains

Condensed Prompts

Registry Jsonresume Thomasdavis Jobs Graph1 fact`ex:registry-jsonresume-thomasdavis-jobs-graph`

evaluatedBetter

Jobs

Rooms1 fact`ex:rooms`

supportsMidGameJoins

Invite Link

Scaling to 1000 Activities1 fact`ex:scaling-to-1000-activities`

solvedBy

Batch Processing

Self Evolving Bot1 fact`ex:self-evolving-bot`

editsOwnCode

Posted Prompts

Sentiment Analysis1 fact`ex:sentiment-analysis`

triggersOn

Frustrated Threshold

Skills Pitch1 fact`ex:skills-pitch`

evaluatedAs

stupid

Story of Our Lives1 fact`ex:story-of-our-lives`

illustratedBy

Image Png

Tool Injection1 fact`ex:tool-injection`

risks

Fragile Execution

Tree Generation1 fact`ex:tree-generation`

usesKFactor

Learned Pathways

Tree of Tool Calls1 fact`ex:tree-of-tool-calls`

loadsLikely

Next Step

Uncloseai1 fact`ex:uncloseai`

botResponse

That's great to hear! ...

Uncloseai Bot1 fact`ex:uncloseai-bot`

deployedOn

Irc Slack

User Requests1 fact`ex:user-requests`

deviateOccasionally

Tool Call

Vector Graph Database1 fact`ex:vector-graph-database`

examplesInclude

Pinecone or Neo4j

X Post1 fact`ex:x-post`

sharedBy

Ajaxdavis

Youtube Cevis9y1uog1 fact`ex:youtube-cevis9y1uog`

describesTopic

Skills As Workflows

Part 17

Facts in this context

Ajaxdavis83 factsex:ajaxdavis

Traves Theberge42 factsex:traves-theberge

Lisamegawatts30 factsex:lisamegawatts

Foxhop9 factsex:foxhop

Agent7 factsex:agent

Grok7 factsex:grok

Skills5 factsex:skills

Vector Approach5 factsex:vector-approach

Can Bus4 factsex:can-bus

Claude Code Plugin4 factsex:claude-code-plugin

Graph Approach4 factsex:graph-approach

Opencode3 factsex:opencode

Prompt3 factsex:prompt

Agentic Workflow2 factsex:agentic-workflow

Agents2 factsex:agents

Batch Processing2 factsex:batch-processing

Chatgpt Deep Research2 factsex:chatgpt-deep-research

Chatgpt Reasoning Version2 factsex:chatgpt-reasoning-version

Claude Agent2 factsex:claude-agent

Default Multimodal2 factsex:default-multimodal

Domain Expertise Documents2 factsex:domain-expertise-documents

Hn Jobs2 factsex:hn-jobs

Indexing2 factsex:indexing

Invite Link2 factsex:invite-link

Message 2025 12 09 16 532 factsex:message-2025-12-09-16-53

Message 2025 12 09 16 562 factsex:message-2025-12-09-16-56

Tool Call2 factsex:tool-call

Tool Plans2 factsex:tool-plans

Tpmjs2 factsex:tpmjs

Vector Db Option2 factsex:vector-db-option

Web Server2 factsex:web-server

Activities1 factex:activities

Activity 4631207551 factex:activity-463120755

Activity Classifications1 factex:activity-classifications

Agent2agent Workflow1 factex:agent2agent-workflow

Agent Chat Interface1 factex:agent-chat-interface

Agent Typologies1 factex:agent-typologies

Agent Typologies Plus Tool Plans1 factex:agent-typologies-plus-tool-plans

Ajaxdavis Day Job1 factex:ajaxdavis-day-job

Ajaxdavis Personal1 factex:ajaxdavis-personal

Arbitration1 factex:arbitration

B2c Agents1 factex:b2c-agents

Base Tools1 factex:base-tools

Categories1 factex:categories

Chatgpt1 factex:chatgpt

Chatgpt Free Version1 factex:chatgpt-free-version

Chatgpt Output1 factex:chatgpt-output

Code Session1 factex:code-session

Complex Classifications1 factex:complex-classifications

Context1 factex:context

Day Job Use Cases1 factex:day-job-use-cases

Deterministic Outcome1 factex:deterministic-outcome

Distillation1 factex:distillation

Get Some Shit1 factex:get-some-shit

Gist Thomasdavis 2a1417d001 factex:gist-thomasdavis-2a1417d00

Gist Thomasdavis 624a25d01 factex:gist-thomasdavis-624a25d0

Hierarchical Cascading Tree1 factex:hierarchical-cascading-tree

Hllm1 factex:hllm

Hn Jobs Db1 factex:hn-jobs-db

Idea Stop Building Agents1 factex:idea-stop-building-agents

Image Png1 factex:image-png

Improvement1 factex:improvement

Jamba1 factex:jamba

Knowledge1 factex:knowledge

Knowledge Sources1 factex:knowledge-sources

Learned Pathway1 factex:learned-pathway

Llm1 factex:llm

Message 2025 12 09 17 211 factex:message-2025-12-09-17-21

Message 2025 12 09 17 22 a1 factex:message-2025-12-09-17-22-a

Message Txt1 factex:message-txt

Monitoring System1 factex:monitoring-system

Multiple Tool Plans1 factex:multiple-tool-plans

Multistep Workflows1 factex:multistep-workflows

Occams Razor1 factex:occams-razor

Output1 factex:output

Parallelized Students1 factex:parallelized-students

Programmatic Control1 factex:programmatic-control

Prompt Directory1 factex:prompt-directory

Ajaxdavis83 facts`ex:ajaxdavis`

Traves Theberge42 facts`ex:traves-theberge`

Lisamegawatts30 facts`ex:lisamegawatts`

Foxhop9 facts`ex:foxhop`

Agent7 facts`ex:agent`

Grok7 facts`ex:grok`

Skills5 facts`ex:skills`

Vector Approach5 facts`ex:vector-approach`

Can Bus4 facts`ex:can-bus`

Claude Code Plugin4 facts`ex:claude-code-plugin`

Graph Approach4 facts`ex:graph-approach`

Opencode3 facts`ex:opencode`

Prompt3 facts`ex:prompt`

Agentic Workflow2 facts`ex:agentic-workflow`

Agents2 facts`ex:agents`

Batch Processing2 facts`ex:batch-processing`

Chatgpt Deep Research2 facts`ex:chatgpt-deep-research`

Chatgpt Reasoning Version2 facts`ex:chatgpt-reasoning-version`

Claude Agent2 facts`ex:claude-agent`

Default Multimodal2 facts`ex:default-multimodal`

Domain Expertise Documents2 facts`ex:domain-expertise-documents`

Hn Jobs2 facts`ex:hn-jobs`

Indexing2 facts`ex:indexing`

Invite Link2 facts`ex:invite-link`

Message 2025 12 09 16 532 facts`ex:message-2025-12-09-16-53`

Message 2025 12 09 16 562 facts`ex:message-2025-12-09-16-56`

Tool Call2 facts`ex:tool-call`

Tool Plans2 facts`ex:tool-plans`

Tpmjs2 facts`ex:tpmjs`

Vector Db Option2 facts`ex:vector-db-option`

Web Server2 facts`ex:web-server`

Activities1 fact`ex:activities`

Activity 4631207551 fact`ex:activity-463120755`

Activity Classifications1 fact`ex:activity-classifications`

Agent2agent Workflow1 fact`ex:agent2agent-workflow`

Agent Chat Interface1 fact`ex:agent-chat-interface`

Agent Typologies1 fact`ex:agent-typologies`

Agent Typologies Plus Tool Plans1 fact`ex:agent-typologies-plus-tool-plans`

Ajaxdavis Day Job1 fact`ex:ajaxdavis-day-job`

Ajaxdavis Personal1 fact`ex:ajaxdavis-personal`

Arbitration1 fact`ex:arbitration`

B2c Agents1 fact`ex:b2c-agents`

Base Tools1 fact`ex:base-tools`

Categories1 fact`ex:categories`

Chatgpt1 fact`ex:chatgpt`

Chatgpt Free Version1 fact`ex:chatgpt-free-version`

Chatgpt Output1 fact`ex:chatgpt-output`

Code Session1 fact`ex:code-session`

Complex Classifications1 fact`ex:complex-classifications`

Context1 fact`ex:context`

Day Job Use Cases1 fact`ex:day-job-use-cases`

Deterministic Outcome1 fact`ex:deterministic-outcome`

Distillation1 fact`ex:distillation`

Get Some Shit1 fact`ex:get-some-shit`

Gist Thomasdavis 2a1417d001 fact`ex:gist-thomasdavis-2a1417d00`

Gist Thomasdavis 624a25d01 fact`ex:gist-thomasdavis-624a25d0`

Hierarchical Cascading Tree1 fact`ex:hierarchical-cascading-tree`

Hllm1 fact`ex:hllm`

Hn Jobs Db1 fact`ex:hn-jobs-db`

Idea Stop Building Agents1 fact`ex:idea-stop-building-agents`

Image Png1 fact`ex:image-png`

Improvement1 fact`ex:improvement`

Jamba1 fact`ex:jamba`

Knowledge1 fact`ex:knowledge`

Knowledge Sources1 fact`ex:knowledge-sources`

Learned Pathway1 fact`ex:learned-pathway`

Llm1 fact`ex:llm`

Message 2025 12 09 17 211 fact`ex:message-2025-12-09-17-21`

Message 2025 12 09 17 22 a1 fact`ex:message-2025-12-09-17-22-a`

Message Txt1 fact`ex:message-txt`

Monitoring System1 fact`ex:monitoring-system`

Multiple Tool Plans1 fact`ex:multiple-tool-plans`

Multistep Workflows1 fact`ex:multistep-workflows`

Occams Razor1 fact`ex:occams-razor`

Output1 fact`ex:output`

Parallelized Students1 fact`ex:parallelized-students`

Programmatic Control1 fact`ex:programmatic-control`

Prompt Directory1 fact`ex:prompt-directory`

Registry Jsonresume Thomasdavis Jobs Graph1 fact`ex:registry-jsonresume-thomasdavis-jobs-graph`

Rooms1 fact`ex:rooms`