checkpoint

as donto believed on

From Dontopedia, the open, paraconsistent wiki. (Last updated 2026-06-10.)

checkpoint has 90 facts recorded in Dontopedia across 34 references, with 10 live disagreements.

90 facts·70 predicates·34 sources·10 in dispute

Mostly:contains(6), rdf:type(5), stores(3)

Inbound mentions (62)

Other subjects in dontopedia point AT this entity as a value. These are inverse relationships — e.g. "X motherOf this subject" — and answer questions the forward facts can't. Grouped by predicate.

`isCheckpoint`Is Checkpoint(3)

Auto Visible Loop 485 Checkpoint Regional Public Context Search State Recordex:auto-visible-loop-485-checkpoint-regional-public-context-search-state-record
Loop 287ex:loop-287
Loop 297 Checkpoint Noteex:loop-297-checkpoint-note

`isType`Is Type(3)

Checkpoint 3274ex:checkpoint-3274
Loop 357ex:loop-357
This Textex:this-text

`partOf`Part of(3)

Model Statesex:model-states
Optimizer Statesex:optimizer-states
Version Numberex:version-number

`usedFor`Used for(3)

Loop 287ex:loop-287
Loop 297 Checkpoint Noteex:loop-297-checkpoint-note
Loop 347ex:loop-347

`mentions`Mentions(2)

Log Entry 2026 03 11 05 06ex:log-entry-2026-03-11-05-06
Point 2ex:point-2

`produces`Produces(2)

Hierarchical Model Trainingex:hierarchical-model-training
Saving Modelex:saving-model

`activelyDestroying`Actively Destroying(1)

Lohe Optimizerex:lohe-optimizer

`actsAs`Acts As(1)

Research Loop 467ex:research-loop-467

`affects`Affects(1)

Phantom Input Gradientex:phantom-input-gradient

`assessesCheckpoint`Assesses Checkpoint(1)

Researcherex:researcher

`combines`Combines(1)

Checkpoint Synthesis Loopex:checkpoint-synthesis-loop

`contains`Contains(1)

Updated Scheduleex:updated-schedule

`contextFor`Context for(1)

Rosie Reynolds Massacre Connectionex:rosie-reynolds-massacre-connection

`continuesFrom`Continues From(1)

Third Configex:third-config

`creates`Creates(1)

Checkpointing Strategiesex:checkpointing-strategies

`described`Described(1)

Xenonfunex:xenonfun

`desiresRestoreToCheckpoint`Desires Restore to Checkpoint(1)

Xenonfunex:xenonfun

`enablesRestorationFrom`Enables Restoration From(1)

Checkpointing Strategiesex:checkpointing-strategies

`existsPriorToFineTune`Exists Prior to Fine Tune(1)

Pretrained Structureex:pretrained-structure

`fineTunesFrom`Fine Tunes From(1)

Test 2ex:test-2

`follows`Follows(1)

Comparisonex:comparison

`framedAs`Framed As(1)

Research Loop 413ex:research-loop-413

`framesAs`Frames As(1)

Research Loop 556ex:research-loop-556

`functionsAs`Functions As(1)

Loop 307ex:loop-307

`grabsCheckpoint`Grabs Checkpoint(1)

Berlin Workerex:berlin-worker

`handlesBlobs`Handles Blobs(1)

Blob Storage Stackex:blob-storage-stack

`hasSuccessor`Has Successor(1)

Taskex:task

`historicalInTraining`Historical in Training(1)

2k Stepsex:2k-steps

`includesFunctionality`Includes Functionality(1)

Task Implement Worker Clientex:task-implement-worker-client

`is`Is(1)

Load Sourceex:load-source

`isA`Is a(1)

This Checkpoint Noteex:this-checkpoint-note

`justifies`Justifies(1)

Schedule Notesex:schedule-notes

`monitoredBy`Monitored by(1)

Project Tracksex:project-tracks

`naturalEndpoint`Natural Endpoint(1)

Diffusion Experimentex:diffusion-experiment

`performsSynthesis`Performs Synthesis(1)

Research Loop 453ex:research-loop-453

`precedes`Precedes(1)

Test Streaming Ingestion Prototypeex:Test-streaming-ingestion-prototype

`preservesPretrainedStructure`Preserves Pretrained Structure(1)

Lohe Optimizer Fine Tuneex:lohe-optimizer-fine-tune

`presupposesLocationContext`Presupposes Location Context(1)

Visible Loop Location Repeat Search State Recordex:visible-loop-location-repeat-search-state-record

`presupposesPreviousLoss`Presupposes Previous Loss(1)

Xenonfunex:xenonfun

`references`References(1)

Satisfaction Expressionex:satisfaction-expression

`resumesComputationFrom`Resumes Computation From(1)

Clientex:client

`resumesFrom`Resumes From(1)

Cudaex:cuda

`returns`Returns(1)

Torch Loadex:torch-load

`returnsCheckpointDict`Returns Checkpoint Dict(1)

Torch.loadex:torch.load

`savedAs`Saved As(1)

Loop 297 Checkpoint Noteex:loop-297-checkpoint-note

`servesAs`Serves As(1)

Research Summaryex:research-summary

`shouldWrite`Should Write(1)

Training Runex:training-run

`startsFromSame`Starts From Same(1)

200 Iteration a B Test Adam Vs Fast Muonex:200-iteration-a-b-test-adam-vs-fast-muon

`statesNoCheckpointAvailable`States No Checkpoint Available(1)

Lisamegawatts Message 2026 03 26 19 26ex:lisamegawatts-message-2026-03-26-19-26

`succeeds`Succeeds(1)

Next Loopsex:next-loops

`supportedBy`Supported by(1)

Bridge Hypothesisex:bridge-hypothesis

`synthesizes`Synthesizes(1)

Research Loop 467ex:research-loop-467

Other facts (87)

The long tail: predicates that appear too rarely to warrant their own section. Filter or scroll to find a specific one. Each row links to its source.

87 facts

Predicate	Value	Ref
Contains	Model State Dict	[32]
Contains	Optimizer State Dict	[32]
Contains	Version Number	[32]
Contains	Model States	[33]
Contains	Optimizer States	[33]
Contains	Version Number	[33]
Rdf:type	Concept	[25]
Rdf:type	File	[26]
Rdf:type	Schedule Checkpoint	[31]
Rdf:type	Data Structure	[33]
Rdf:type	Dictionary	[34]
Stores	Model States	[33]
Stores	Optimizer States	[33]
Stores	Version Number	[33]
Saved From Step	Step 6000	[1]
Saved From Step	Training Step 14000	[2]
References External Resource	Cifhs	[15]
References External Resource	Genes	[15]
Focuses on	Cooktown Reynolds Family	[16]
Focuses on	Johnnie Reynolds	[16]
Accessed at	2026-05-07T00:32:11+10:00	[17]
Accessed at	2026-05-07T08:07:15+10:00	[20]
Centers on	Exact Name	[24]
Centers on	Missing Origin Fields	[24]
Ensures	Track Progress	[30]
Ensures	Project Tracks	[31]
Has Filename	step_006000	[1]
Saved to Path	step_014000	[2]
Loaded From	Checkpoints Instruct Best	[3]
Evaluates by Val Ppl	{}	[4]
Is Being Fine Tuned Not Destroyed	Lohe Optimizer Fine Tune	[5]
Exists Pre Fine Tune	true	[5]
First One	Step 2000	[6]
Loaded for Bench	Step 0010000 Pt	[7]
Is Present	true	[8]
Records Workflow	True	[9]
Supersedes	Henry	[10]
Expresses Satisfaction	Yarrabah Name Control Data	[11]
Marks Progress	Graph Ingestion	[11]
Is Essential to	Research Iteration	[11]
Is Partial Process	null	[12]
Precedes Full Analysis	null	[12]
Assesses	Named Graph	[13]
Has Place Route Proof Strength	strong	[14]
Is Research Checkpoint	true	[14]
Part of	Loops1249 1258	[14]
Advocates	Archival Search	[15]
Belongs to Project	Rosie Reynolds Massacre Connection	[15]
Commits to Ontology of	Research Loops Process	[15]
Concerns Topic	Reynolds Aboriginal Name Trail	[15]
Reports	New Later Name Trail	[15]
Emphasizes	Family Connections Search	[15]
Recommends Action for	Next Loops	[15]
Expresses Certainty About	New Later Name Trail	[15]
Provides Evidence for	Bridge Hypothesis	[15]
Frames As	research-milestone	[15]
Performs Speech Act	Progress Report	[15]
Issues Directive to	Next Loops	[15]
States Finding of	New Direct Reynolds Name Indigenous Boys Labour Lead	[16]
Recommends Action	Next Loops	[16]
Summarizes Progress	Research Checkpoint	[18]
After	Qsa Searches Fetches	[18]
Occurs After Discovering	A 58750 Child Women Subitems Fox Rosy Constable Kenny	[19]
Is Reynolds Focused	null	[21]
Successor to	Loops 2806 2809	[22]
Preserves	Source Roadmap	[23]
Monotonically Decreasing	every 100 steps	[27]
Is Being	fine-tuned	[27]
Is Not	destroyed	[27]
Uses	Spectral Plus Lohe V2	[28]
Lacks Field	Mode Power Field	[28]
Input to	Generate Text Function	[29]
Placed After	Task	[30]
Purpose	track-progress	[30]
Located Between	Task and Comparison	[30]
Function	verification	[30]
Follows Task	Test Streaming Ingestion Prototype	[30]
Precedes	Comparison	[30]
Described As	exactly-what-we-need	[31]
Temporal Constraint	before-comparison	[31]
Dictionary Access	Model State Dict Key	[32]
Asymmetric Data	Model and Optimizer Vs Model Only	[32]
Assigned From	Torch.load	[32]
Is Produced by	Saving Model	[33]
Format	Serialized Data	[33]
Has Version	Version Number	[33]
Contains Key	Optimizer State Dict	[34]

Timeline axis is valid_time — when each source says the fact was true in the world, not when Dontopedia learned about it. Retracted rows are kept for provenance; coloured stripes indicate the context kind.

90 undated

—

hasFilenameblah/watt-activation/part-130

step_006000

—

savedFromStepblah/watt-activation/part-130

ex:step-6000

—

savedFromStepblah/watt-activation/part-160

ex:training-step-14000

—

savedToPathblah/watt-activation/part-160

step_014000

—

loadedFromblah/watt-activation/part-167

ex:checkpoints-instruct-best

—

evaluatesByValPplblah/watt-activation/part-169

{}

—

isBeingFineTunedNotDestroyedblah/watt-activation/part-192

ex:lohe-optimizer-fine-tune

—

existsPreFineTuneblah/watt-activation/part-192

true

—

firstOneblah/watt-activation/part-645

ex:step-2000

—

loadedForBenchblah/watt-activation/part-702

ex:step-0010000-pt

—

isPresentblah/watt-activation/part-705

true

—

recordsWorkflowrosie-reynolds-massacre-connection/full-archive-reingestion-2026-05-06-batch-0014

ex:true

—

supersedesrosie-reynolds-massacre-connection/thornborough-kingsborough-reynolds-loop-307

ex:henry

—

expressesSatisfactionrosie-reynolds-massacre-connection/thornborough-kingsborough-reynolds-loop-347

ex:yarrabah-name-control-data

—

marksProgressrosie-reynolds-massacre-connection/thornborough-kingsborough-reynolds-loop-347

ex:graph-ingestion

—

isEssentialTorosie-reynolds-massacre-connection/thornborough-kingsborough-reynolds-loop-347

ex:research-iteration

—

isPartialProcessrosie-reynolds-massacre-connection/loops388-397/summary-loop-397-91f15eebf9

null

—

precedesFullAnalysisrosie-reynolds-massacre-connection/loops388-397/summary-loop-397-91f15eebf9

null

—

assessesrosie-reynolds-massacre-connection/research-checkpoint/ten-loop-checkpoint-named-witness-signatory-graph-next-step-2026-05-06-f7134383bbea

ex:named-graph

—

hasPlaceRouteProofStrengthrosie-reynolds-massacre-connection/checkpoint-route-stop-proof-versus-child-servant-proof

strong

—

isResearchCheckpointrosie-reynolds-massacre-connection/checkpoint-route-stop-proof-versus-child-servant-proof

true

—

partOfrosie-reynolds-massacre-connection/checkpoint-route-stop-proof-versus-child-servant-proof

ex:loops1249-1258

—

referencesExternalResourcerosie-reynolds-massacre-connection/checkpoint-later-reynolds-aboriginal-name-trail

ex:cifhs

—

advocatesrosie-reynolds-massacre-connection/checkpoint-later-reynolds-aboriginal-name-trail

ex:archival-search

—

belongsToProjectrosie-reynolds-massacre-connection/checkpoint-later-reynolds-aboriginal-name-trail

ex:rosie-reynolds-massacre-connection

—

commitsToOntologyOfrosie-reynolds-massacre-connection/checkpoint-later-reynolds-aboriginal-name-trail

ex:research-loops-process

—

concernsTopicrosie-reynolds-massacre-connection/checkpoint-later-reynolds-aboriginal-name-trail

ex:reynolds-aboriginal-name-trail

—

reportsrosie-reynolds-massacre-connection/checkpoint-later-reynolds-aboriginal-name-trail

ex:new-later-name-trail

—

referencesExternalResourcerosie-reynolds-massacre-connection/checkpoint-later-reynolds-aboriginal-name-trail

ex:genes

—

emphasizesrosie-reynolds-massacre-connection/checkpoint-later-reynolds-aboriginal-name-trail

ex:family-connections-search

—

recommendsActionForrosie-reynolds-massacre-connection/checkpoint-later-reynolds-aboriginal-name-trail

ex:next-loops

—

expressesCertaintyAboutrosie-reynolds-massacre-connection/checkpoint-later-reynolds-aboriginal-name-trail

ex:new-later-name-trail

—

providesEvidenceForrosie-reynolds-massacre-connection/checkpoint-later-reynolds-aboriginal-name-trail

ex:bridge-hypothesis

—

framesAsrosie-reynolds-massacre-connection/checkpoint-later-reynolds-aboriginal-name-trail

research-milestone

—

performsSpeechActrosie-reynolds-massacre-connection/checkpoint-later-reynolds-aboriginal-name-trail

ex:progress-report

—

issuesDirectiveTorosie-reynolds-massacre-connection/checkpoint-later-reynolds-aboriginal-name-trail

ex:next-loops

—

statesFindingOfrosie-reynolds-massacre-connection/checkpoint-johnnie-reynolds-native-boys-lead

ex:new-direct-reynolds-name-indigenous-boys-labour-lead

—

focusesOnrosie-reynolds-massacre-connection/checkpoint-johnnie-reynolds-native-boys-lead

ex:cooktown-reynolds-family

—

focusesOnrosie-reynolds-massacre-connection/checkpoint-johnnie-reynolds-native-boys-lead

ex:johnnie-reynolds

—

recommendsActionrosie-reynolds-massacre-connection/checkpoint-johnnie-reynolds-native-boys-lead

ex:next-loops

—

accessedAtrosie-reynolds-massacre-connection/research-checkpoint/reynolds-business-timeline-4492051-blackboy-lead-2026-05-06

2026-05-07T00:32:11+10:00

—

summarizesProgressrosie-reynolds-massacre-connection/research-checkpoint/earlier-cooktown-police-children-records-2026-05-07-c723260c6aef

ex:research-checkpoint

—

afterrosie-reynolds-massacre-connection/research-checkpoint/earlier-cooktown-police-children-records-2026-05-07-c723260c6aef

ex:qsa-searches-fetches

—

occursAfterDiscoveringrosie-reynolds-massacre-connection/research-checkpoint/a58750-children-women-rosy-fox-2026-05-07-5dfec37060db

ex:a-58750-child-women-subitems-fox-rosy-constable-kenny

—

accessedAtrosie-reynolds-massacre-connection/research-checkpoint/qsa-access-paths-rosie-daughters-comparison-2026-05-07-5667015404

2026-05-07T08:07:15+10:00

—

isReynoldsFocusedrosie-reynolds-massacre-connection/reynolds-roth-chinese-employers-opium-checkpoint

null

—

successorTorosie-reynolds-massacre-connection/reynolds-park-old-chinese-cemetery-child-burial-checkpoint

ex:loops-2806-2809

—

preservesrosie-reynolds-massacre-connection/research-checkpoint/1885-board-file-85-6845-source-roadmap-2026-05-08-05a87132c3d3

ex:source-roadmap

—

centersOnkloey-yap-family-origins | loop 310 | Visible loop 310 checkpoint search-state record

ex:exact-name

—

centersOnkloey-yap-family-origins | loop 310 | Visible loop 310 checkpoint search-state record

ex:missing-origin-fields

—

typeblah/agents/6

ex:Concept

—

labelblah/agents/6

checkpoint

—

typeblah/unturf/68

ex:File

—

monotonicallyDecreasingblah/watt-activation/192

every 100 steps

—

isBeingblah/watt-activation/192

fine-tuned

—

isNotblah/watt-activation/192

destroyed

—

usesblah/watt-activation/223

ex:spectral-plus-lohe-v2

—

lacksFieldblah/watt-activation/223

ex:mode-power-field

—

labelblah/watt-activation/339

Checkpoint

—

inputToblah/watt-activation/339

ex:generate-text-function

—

placedAfterbeam/40810354-6b22-46bb-9153-2651f655d8e8

ex:task

—

purposebeam/40810354-6b22-46bb-9153-2651f655d8e8

track-progress

—

ensuresbeam/40810354-6b22-46bb-9153-2651f655d8e8

ex:track-progress

—

locatedBetweenbeam/40810354-6b22-46bb-9153-2651f655d8e8

ex:task-and-comparison

—

functionbeam/40810354-6b22-46bb-9153-2651f655d8e8

verification

—

followsTaskbeam/40810354-6b22-46bb-9153-2651f655d8e8

ex:Test-streaming-ingestion-prototype

—

precedesbeam/40810354-6b22-46bb-9153-2651f655d8e8

ex:comparison

—

typebeam/384b17db-2aa5-4290-bb1f-42d169c33923

ex:ScheduleCheckpoint

—

labelbeam/384b17db-2aa5-4290-bb1f-42d169c33923

Review results with team checkpoint

—

ensuresbeam/384b17db-2aa5-4290-bb1f-42d169c33923

ex:project-tracks

—

describedAsbeam/384b17db-2aa5-4290-bb1f-42d169c33923

exactly-what-we-need

—

temporalConstraintbeam/384b17db-2aa5-4290-bb1f-42d169c33923

before-comparison

—

containsbeam/ce394f12-8ac0-426e-a183-a35c685c72ce

ex:model-state-dict

—

containsbeam/ce394f12-8ac0-426e-a183-a35c685c72ce

ex:optimizer-state-dict

—

containsbeam/ce394f12-8ac0-426e-a183-a35c685c72ce

ex:version-number

—

dictionaryAccessbeam/ce394f12-8ac0-426e-a183-a35c685c72ce

ex:model_state_dict-key

—

asymmetricDatabeam/ce394f12-8ac0-426e-a183-a35c685c72ce

ex:model-and-optimizer-vs-model-only

—

assignedFrombeam/ce394f12-8ac0-426e-a183-a35c685c72ce

ex:torch.load

—

typebeam/5c01f8e0-e02b-4cf2-b48b-9c494bf07dc5

ex:DataStructure

—

containsbeam/5c01f8e0-e02b-4cf2-b48b-9c494bf07dc5

ex:model-states

—

containsbeam/5c01f8e0-e02b-4cf2-b48b-9c494bf07dc5

ex:optimizer-states

—

containsbeam/5c01f8e0-e02b-4cf2-b48b-9c494bf07dc5

ex:version-number

—

isProducedBybeam/5c01f8e0-e02b-4cf2-b48b-9c494bf07dc5

ex:saving-model

—

formatbeam/5c01f8e0-e02b-4cf2-b48b-9c494bf07dc5

ex:serialized-data

—

storesbeam/5c01f8e0-e02b-4cf2-b48b-9c494bf07dc5

ex:model-states

—

storesbeam/5c01f8e0-e02b-4cf2-b48b-9c494bf07dc5

ex:optimizer-states

—

storesbeam/5c01f8e0-e02b-4cf2-b48b-9c494bf07dc5

ex:version-number

—

hasVersionbeam/5c01f8e0-e02b-4cf2-b48b-9c494bf07dc5

ex:version-number

—

typebeam/d2497b92-c1b1-4933-b406-4337b2e33d28

ex:Dictionary

—

containsKeybeam/d2497b92-c1b1-4933-b406-4337b2e33d28

ex:optimizer_state_dict

References (34)

34 references

[1]Part 1302 facts
ctx:discord/blah/watt-activation/part-130
[2]Part 1602 facts
ctx:discord/blah/watt-activation/part-160
[3]Part 1671 fact
ctx:discord/blah/watt-activation/part-167
[4]Part 1691 fact
ctx:discord/blah/watt-activation/part-169
[5]Part 1922 facts
ctx:discord/blah/watt-activation/part-192
[6]Part 6451 fact
ctx:discord/blah/watt-activation/part-645
[7]Part 7021 fact
ctx:discord/blah/watt-activation/part-702
[8]Part 7051 fact
ctx:discord/blah/watt-activation/part-705
[9]Full Archive Reingestion 2026 05 06 Batch 00141 fact
ctx:genes/rosie-reynolds-massacre-connection/full-archive-reingestion-2026-05-06-batch-0014
[10]Thornborough Kingsborough Reynolds Loop 3071 fact
ctx:genes/rosie-reynolds-massacre-connection/thornborough-kingsborough-reynolds-loop-307
[11]Thornborough Kingsborough Reynolds Loop 3473 facts
ctx:genes/rosie-reynolds-massacre-connection/thornborough-kingsborough-reynolds-loop-347
[12]Summary Loop 397 91f15eebf92 facts
ctx:genes/rosie-reynolds-massacre-connection/loops388-397/summary-loop-397-91f15eebf9
[13]Ten Loop Checkpoint Named Witness Signatory Graph Next Step 2026 05 06 F7134383bbea1 fact
ctx:genes/rosie-reynolds-massacre-connection/research-checkpoint/ten-loop-checkpoint-named-witness-signatory-graph-next-step-2026-05-06-f7134383bbea
[14]Checkpoint Route Stop Proof Versus Child Servant Proof3 facts
ctx:genes/rosie-reynolds-massacre-connection/checkpoint-route-stop-proof-versus-child-servant-proof
[15]Checkpoint Later Reynolds Aboriginal Name Trail14 facts
ctx:genes/rosie-reynolds-massacre-connection/checkpoint-later-reynolds-aboriginal-name-trail
[16]Checkpoint Johnnie Reynolds Native Boys Lead4 facts
ctx:genes/rosie-reynolds-massacre-connection/checkpoint-johnnie-reynolds-native-boys-lead
[17]Reynolds Business Timeline 4492051 Blackboy Lead 2026 05 061 fact
ctx:genes/rosie-reynolds-massacre-connection/research-checkpoint/reynolds-business-timeline-4492051-blackboy-lead-2026-05-06
[18]Earlier Cooktown Police Children Records 2026 05 07 C723260c6aef2 facts
ctx:genes/rosie-reynolds-massacre-connection/research-checkpoint/earlier-cooktown-police-children-records-2026-05-07-c723260c6aef
[19]A58750 Children Women Rosy Fox 2026 05 07 5dfec37060db1 fact
ctx:genes/rosie-reynolds-massacre-connection/research-checkpoint/a58750-children-women-rosy-fox-2026-05-07-5dfec37060db
[20]Qsa Access Paths Rosie Daughters Comparison 2026 05 07 56670154041 fact
ctx:genes/rosie-reynolds-massacre-connection/research-checkpoint/qsa-access-paths-rosie-daughters-comparison-2026-05-07-5667015404
[21]Reynolds Roth Chinese Employers Opium Checkpoint1 fact
ctx:genes/rosie-reynolds-massacre-connection/reynolds-roth-chinese-employers-opium-checkpoint
[22]Reynolds Park Old Chinese Cemetery Child Burial Checkpoint1 fact
ctx:genes/rosie-reynolds-massacre-connection/reynolds-park-old-chinese-cemetery-child-burial-checkpoint
[23]1885 Board File 85 6845 Source Roadmap 2026 05 08 05a87132c3d31 fact
ctx:genes/rosie-reynolds-massacre-connection/research-checkpoint/1885-board-file-85-6845-source-roadmap-2026-05-08-05a87132c3d3
[24]Kloey Yap Family Origins | Loop 310 | Visible Loop 310 Checkpoint Search State Record2 facts
ctx:_quarantine/kloey-yap-family-origins | loop 310 | Visible loop 310 checkpoint search-state record
[25]62 facts
ctx:discord/blah/agents/6
- full textctx:discord/blah/agents/6
  text/plain1 KBdoc:discord/blah/agents/6
  Show excerpt
  [2026-03-15 03:03] traves_theberge: The key insight: LLM + loop + tools = agent The Agent Loop The core while-loop Code: basic loop skeleton Stop conditions: end_turn, max_iterations, human approval Sampling (The Model Layer) Making API…
[26]681 fact
ctx:discord/blah/unturf/68
- full textunturf-68
  text/plain3 KBdoc:agent/unturf-68/62404360-bbb9-4286-bf7b-a9e82fcc18a6
  Show excerpt
  [2026-03-12 16:35] xenonfun: I'm to codex for day or opencode go sub [2026-03-12 16:35] foxhop.: I have too much "speed of thought" in flux so I am just going to pay and wrap things up for the day [2026-03-12 16:35] foxhop.: however much th…
[27]1923 facts
ctx:discord/blah/watt-activation/192
- full textwatt-activation-192
  text/plain3 KBdoc:agent/watt-activation-192/c3ca4e62-2524-47f4-9e3e-6cb28f08f78c
  Show excerpt
  [2026-03-10 04:10] xenonfun: ⏺ Working correctly now. Full comparison: ```┌──────────────────────┬────────────────────┬─────────────────────────┐ │ │ RotAdamW fine-tune │ LoheOptimizer fine-tune │ ├─────────────────…
[28]2232 facts
ctx:discord/blah/watt-activation/223
- full textwatt-activation-223
  text/plain2 KBdoc:agent/watt-activation-223/5ca6c9c7-cd04-43a7-bc21-d7dc83321f1b
  Show excerpt
  [2026-03-11 05:06] xenonfun: oh that was older checkpoint ... ⏺ The probe works. But this checkpoint uses spectral+lohe_v2 (not v3), so no mode_power field. The r values are flat across blocks (0.49–0.63) — that's expected for eval mode o…
[29]3392 facts
ctx:discord/blah/watt-activation/339
- full textwatt-activation-339
  text/plain3 KBdoc:agent/watt-activation-339/b6cfe4ca-d9ef-43d5-a9f8-4c8cabbb54c7
  Show excerpt
  [2026-03-15 19:42] xenonfun: ``` ⏺ 1010 B/s — that's garbage text (only 50 steps of training) but the speed is the point. Compare: ┌────────────────────────────────┬───────────┐ │ Mode │ Speed │ ├───────…
[30]40810354 6b22 46bb 9153 2651f655d8e87 facts
ctx:claims/beam/40810354-6b22-46bb-9153-2651f655d8e8
- full textbeam-chunk
  text/plain1 KBdoc:beam/40810354-6b22-46bb-9153-2651f655d8e8
  Show excerpt
  [Turn 4224] User: That looks great! The schedule you provided covers everything I need to get started. I think it's pretty solid as is. Just one thing, could you add a quick checkpoint after the "Test streaming ingestion prototype" task to …
[31]384b17db 2aa5 4290 Bb1f 42d169c339235 facts
ctx:claims/beam/384b17db-2aa5-4290-bb1f-42d169c33923
[32]Ce394f12 8ac0 426e A183 A35c685c72ce6 facts
ctx:claims/beam/ce394f12-8ac0-426e-a183-a35c685c72ce
- full textbeam-chunk
  text/plain1 KBdoc:beam/ce394f12-8ac0-426e-a183-a35c685c72ce
  Show excerpt
  This approach ensures that your versioning and rollback strategies work correctly, providing a reliable mechanism to handle model updates and potential errors. [Turn 9100] User: I'm trying to implement the versioning logic for my 90,000 mo…
[33]5c01f8e0 E02b 4cf2 B48b 9c494bf07dc510 facts
ctx:claims/beam/5c01f8e0-e02b-4cf2-b48b-9c494bf07dc5
[34]D2497b92 C1b1 4933 B406 4337b2e33d282 facts
ctx:claims/beam/d2497b92-c1b1-4933-b406-4337b2e33d28
- full textbeam-chunk
  text/plain1 KBdoc:beam/d2497b92-c1b1-4933-b406-4337b2e33d28
  Show excerpt
  optimizer.load_state_dict(checkpoint['optimizer_state_dict']) return model, optimizer # Save the model at version 1 save_model(1, model, optimizer) # Load the model at version 1 model, optimizer = load_model(1, model, optimizer) `…

Keep researching

Missing something or suspicious of what's here? Kick off a research session — a Claude agent will investigate, cite its sources, and file new facts into a dedicated context you can review before accepting into the shared view.

checkpoint

Inbound mentions (62)

isCheckpointIs Checkpoint(3)

isTypeIs Type(3)

partOfPart of(3)

usedForUsed for(3)

mentionsMentions(2)

producesProduces(2)

activelyDestroyingActively Destroying(1)

actsAsActs As(1)

affectsAffects(1)

assessesCheckpointAssesses Checkpoint(1)

combinesCombines(1)

containsContains(1)

contextForContext for(1)

continuesFromContinues From(1)

createsCreates(1)

describedDescribed(1)

desiresRestoreToCheckpointDesires Restore to Checkpoint(1)

enablesRestorationFromEnables Restoration From(1)

existsPriorToFineTuneExists Prior to Fine Tune(1)

fineTunesFromFine Tunes From(1)

followsFollows(1)

framedAsFramed As(1)

framesAsFrames As(1)

functionsAsFunctions As(1)

grabsCheckpointGrabs Checkpoint(1)

handlesBlobsHandles Blobs(1)

hasSuccessorHas Successor(1)

historicalInTrainingHistorical in Training(1)

includesFunctionalityIncludes Functionality(1)

isIs(1)

isAIs a(1)

justifiesJustifies(1)

monitoredByMonitored by(1)

naturalEndpointNatural Endpoint(1)

performsSynthesisPerforms Synthesis(1)

precedesPrecedes(1)

preservesPretrainedStructurePreserves Pretrained Structure(1)

presupposesLocationContextPresupposes Location Context(1)

presupposesPreviousLossPresupposes Previous Loss(1)

referencesReferences(1)

resumesComputationFromResumes Computation From(1)

resumesFromResumes From(1)

returnsReturns(1)

returnsCheckpointDictReturns Checkpoint Dict(1)

savedAsSaved As(1)

servesAsServes As(1)

shouldWriteShould Write(1)

startsFromSameStarts From Same(1)

statesNoCheckpointAvailableStates No Checkpoint Available(1)

succeedsSucceeds(1)

supportedBySupported by(1)

synthesizesSynthesizes(1)

Other facts (87)

Timeline

References (34)

See also

Keep researching

`isCheckpoint`Is Checkpoint(3)

`isType`Is Type(3)

`partOf`Part of(3)

`usedFor`Used for(3)

`mentions`Mentions(2)

`produces`Produces(2)

`activelyDestroying`Actively Destroying(1)

`actsAs`Acts As(1)

`affects`Affects(1)

`assessesCheckpoint`Assesses Checkpoint(1)

`combines`Combines(1)

`contains`Contains(1)

`contextFor`Context for(1)

`continuesFrom`Continues From(1)

`creates`Creates(1)

`described`Described(1)

`desiresRestoreToCheckpoint`Desires Restore to Checkpoint(1)

`enablesRestorationFrom`Enables Restoration From(1)

`existsPriorToFineTune`Exists Prior to Fine Tune(1)

`fineTunesFrom`Fine Tunes From(1)

`follows`Follows(1)

`framedAs`Framed As(1)

`framesAs`Frames As(1)

`functionsAs`Functions As(1)

`grabsCheckpoint`Grabs Checkpoint(1)

`handlesBlobs`Handles Blobs(1)

`hasSuccessor`Has Successor(1)

`historicalInTraining`Historical in Training(1)

`includesFunctionality`Includes Functionality(1)

`is`Is(1)

`isA`Is a(1)

`justifies`Justifies(1)

`monitoredBy`Monitored by(1)

`naturalEndpoint`Natural Endpoint(1)

`performsSynthesis`Performs Synthesis(1)

`precedes`Precedes(1)

`preservesPretrainedStructure`Preserves Pretrained Structure(1)

`presupposesLocationContext`Presupposes Location Context(1)

`presupposesPreviousLoss`Presupposes Previous Loss(1)

`references`References(1)

`resumesComputationFrom`Resumes Computation From(1)

`resumesFrom`Resumes From(1)

`returns`Returns(1)

`returnsCheckpointDict`Returns Checkpoint Dict(1)

`savedAs`Saved As(1)

`servesAs`Serves As(1)

`shouldWrite`Should Write(1)

`startsFromSame`Starts From Same(1)

`statesNoCheckpointAvailable`States No Checkpoint Available(1)

`succeeds`Succeeds(1)

`supportedBy`Supported by(1)

`synthesizes`Synthesizes(1)